From 02f8a4f66fc76c969ad11453f94979eefd92564e Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:10:36 -0400 Subject: [PATCH 01/48] Relocated test data into subdirectories. --- examples/holoclean_repair_example.py | 22 +- examples/holoclean_repair_example_db.py | 10 +- testdata/Adult1100.csv | 1101 - testdata/Adult20.csv | 21 - testdata/Adult500.csv | 501 - testdata/AdultFull.csv | 48843 ---------------- testdata/adult/adult.csv | 1001 + testdata/adult/adult_clean.csv | 15001 +++++ testdata/adult/adult_constraints.txt | 4 + testdata/adult_constraints.txt | 2 - testdata/{ => flight}/flight.csv | 0 testdata/{ => flight}/flight_clean.csv | 0 testdata/{ => hospital}/hospital.csv | 0 testdata/{ => hospital}/hospital_clean.csv | 0 .../{ => hospital}/hospital_constraints.txt | 0 testdata/hospital/hospital_numerical.csv | 1001 + .../hospital/hospital_numerical_clean.csv | 19001 ++++++ testdata/hospital_100.csv | 101 - testdata/hospital_100_clean.csv | 1901 - testdata/{ => met}/met_1000.csv | 0 testdata/met/met_1000_transformed.csv | 1001 + testdata/{ => met}/met_constraints.txt | 0 tests/test_holoclean_repair.py | 4 +- 23 files changed, 37023 insertions(+), 52492 deletions(-) delete mode 100644 testdata/Adult1100.csv delete mode 100644 testdata/Adult20.csv delete mode 100644 testdata/Adult500.csv delete mode 100644 testdata/AdultFull.csv create mode 100644 testdata/adult/adult.csv create mode 100644 testdata/adult/adult_clean.csv create mode 100644 testdata/adult/adult_constraints.txt delete mode 100644 testdata/adult_constraints.txt rename testdata/{ => flight}/flight.csv (100%) rename testdata/{ => flight}/flight_clean.csv (100%) rename testdata/{ => hospital}/hospital.csv (100%) rename testdata/{ => hospital}/hospital_clean.csv (100%) rename testdata/{ => hospital}/hospital_constraints.txt (100%) create mode 100644 testdata/hospital/hospital_numerical.csv create mode 100644 testdata/hospital/hospital_numerical_clean.csv delete mode 100644 testdata/hospital_100.csv delete mode 100644 testdata/hospital_100_clean.csv rename testdata/{ => met}/met_1000.csv (100%) create mode 100644 testdata/met/met_1000_transformed.csv rename testdata/{ => met}/met_constraints.txt (100%) diff --git a/examples/holoclean_repair_example.py b/examples/holoclean_repair_example.py index 0f94a5590..fb46e0a67 100644 --- a/examples/holoclean_repair_example.py +++ b/examples/holoclean_repair_example.py @@ -1,15 +1,12 @@ -import sys -sys.path.append('../') import holoclean -from detect import NullDetector, ViolationDetector +from detect import * from repair.featurize import * - # 1. Setup a HoloClean session. hc = holoclean.HoloClean( db_name='holo', - domain_thresh_1=0, - domain_thresh_2=0, + domain_thresh_1=0.0, + domain_thresh_2=0.0, weak_label_thresh=0.99, max_domain=10000, cor_strength=0.6, @@ -20,15 +17,13 @@ threads=1, batch_size=1, verbose=True, - timeout=3*60000, - feature_norm=False, - weight_norm=False, - print_fw=True + timeout=3 * 60000, + print_fw=True, ).session # 2. Load training data and denial constraints. -hc.load_data('hospital', '../testdata/hospital.csv') -hc.load_dcs('../testdata/hospital_constraints.txt') +hc.load_data('hospital', '../testdata/hospital/hospital.csv') +hc.load_dcs('../testdata/hospital/hospital_constraints.txt') hc.ds.set_constraints(hc.get_dcs()) # 3. Detect erroneous cells using these two detectors. @@ -38,7 +33,6 @@ # 4. Repair errors utilizing the defined features. hc.setup_domain() featurizers = [ - InitAttrFeaturizer(), OccurAttrFeaturizer(), FreqFeaturizer(), ConstraintFeaturizer(), @@ -47,7 +41,7 @@ hc.repair_errors(featurizers) # 5. Evaluate the correctness of the results. -hc.evaluate(fpath='../testdata/hospital_clean.csv', +report = hc.evaluate(fpath='../testdata/hospital/hospital_clean.csv', tid_col='tid', attr_col='attribute', val_col='correct_val') diff --git a/examples/holoclean_repair_example_db.py b/examples/holoclean_repair_example_db.py index d9bd52006..ba8c46533 100644 --- a/examples/holoclean_repair_example_db.py +++ b/examples/holoclean_repair_example_db.py @@ -21,14 +21,12 @@ batch_size=1, verbose=True, timeout=3*60000, - feature_norm=False, - weight_norm=False, - print_fw=True + print_fw=True, ).session # 2. Load training data and denial constraints. -hc.load_data('hospital', '../testdata/hospital.csv') -hc.load_dcs('../testdata/hospital_constraints.txt') +hc.load_data('hospital', '../testdata/hospital/hospital.csv') +hc.load_dcs('../testdata/hospital/hospital_constraints.txt') hc.ds.set_constraints(hc.get_dcs()) # 3. Detect erroneous cells. @@ -50,7 +48,7 @@ hc.repair_errors(featurizers) # 5. Evaluate the correctness of the results. -hc.evaluate(fpath='../testdata/hospital_clean.csv', +hc.evaluate(fpath='../testdata/hospital/hospital_clean.csv', tid_col='tid', attr_col='attribute', val_col='correct_val') diff --git a/testdata/Adult1100.csv b/testdata/Adult1100.csv deleted file mode 100644 index f6af18269..000000000 --- a/testdata/Adult1100.csv +++ /dev/null @@ -1,1101 +0,0 @@ -Age,Workclass,Education,Maritalstatus,Occupation,Relationship,Race,Sex,HoursPerWeek,Country,Income -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,72,India,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Iran,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Husband,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Other,Female,25,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Male,80,Mexico,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,5,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Divorced,?,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,48,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Unmarried,Black,Male,38,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K ->50,?,Assoc-acdm,Divorced,?,Unmarried,White,Female,1,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Transport-moving,Not-in-family,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,60,Columbia,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,58,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,LessThan50K -22-30,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Italy,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,75,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,Mexico,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -18-21,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,12,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Japan,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,Trinadad&Tobago,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -<18,Self-emp-not-inc,10th,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,10th,Widowed,?,Other-relative,Asian-Pac-Islander,Female,1,China,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Male,3,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,Canada,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Other-relative,Black,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-spouse-absent,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Female,37,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Other-relative,White,Female,70,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,37,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,35,Japan,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,?,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,Mexico,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,42,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,?,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Other-relative,White,Female,40,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Germany,LessThan50K ->50,Private,7th-8th,Widowed,Protective-serv,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,Black,Female,39,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,18-21,England,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,15,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Wife,Black,Female,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,14,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,32,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,India,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,77,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,France,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Black,Male,35,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Trinadad&Tobago,LessThan50K ->50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Unmarried,Other,Female,30,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,23,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Male,46,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,10th,Married-AF-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Other-relative,White,Male,60,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,Hong,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,10,?,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Female,43,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Never-married,Prof-specialty,Unmarried,White,Female,30,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Other-relative,White,Male,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,Canada,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,9,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,Iran,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Separated,Prof-specialty,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Other-service,Not-in-family,White,Male,14,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,37,Mexico,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,46,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Never-married,Craft-repair,Not-in-family,Black,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,35,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Craft-repair,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,India,LessThan50K -18-21,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Canada,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,18-21,China,MoreThan50K -31-50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,1st-4th,Widowed,Other-service,Unmarried,White,Female,35,Portugal,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,4,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,45,Haiti,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,80,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,73,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Prof-school,Widowed,Prof-specialty,Not-in-family,Other,Female,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,47,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,78,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,77,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,54,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Craft-repair,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,39,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,10,United-States,LessThan50K -<18,Local-gov,10th,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,11th,Never-married,Other-service,Unmarried,White,Female,23,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Farming-fishing,Wife,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,62,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Wife,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Other-service,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,43,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,41,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,55,Outlying-US(Guam-USVI-etc),LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,12th,Never-married,Machine-op-inspct,Not-in-family,White,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -18-21,Private,11th,Married-spouse-absent,Handlers-cleaners,Own-child,White,Male,40,Dominican-Republic,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,7th-8th,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,80,Thailand,LessThan50K -31-50,Private,10th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Widowed,Exec-managerial,Unmarried,White,Female,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,18-21,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99,Philippines,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Separated,Craft-repair,Not-in-family,Other,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Tech-support,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Japan,LessThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,11th,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Male,35,India,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,50,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,53,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,39,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Other,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,White,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,35,Poland,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,34,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Other-relative,White,Male,16,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,60,Canada,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -22-30,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,Other,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,England,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Other-relative,White,Female,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Federal-gov,Some-college,Never-married,Tech-support,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Amer-Indian-Eskimo,Female,28,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,52,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Male,32,Haiti,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Other-relative,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,43,Germany,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Tech-support,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,?,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,36,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Other-relative,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,?,MoreThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,11th,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,27,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,32,?,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,44,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,40,Philippines,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,12th,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,8,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,37,Hong,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99,South,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Local-gov,5th-6th,Never-married,Other-service,Unmarried,Other,Female,40,El-Salvador,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Female,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,6,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,57,Canada,MoreThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,40,?,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,Guatemala,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,35,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,55,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,10th,Divorced,Prof-specialty,Unmarried,White,Male,68,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Unmarried,White,Female,57,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K \ No newline at end of file diff --git a/testdata/Adult20.csv b/testdata/Adult20.csv deleted file mode 100644 index f2aff6593..000000000 --- a/testdata/Adult20.csv +++ /dev/null @@ -1,21 +0,0 @@ -Age,Workclass,Education,Maritalstatus,Occupation,Relationship,Race,Sex,HoursPerWeek,Country,Income -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,72,India,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Iran,MoreThan50K \ No newline at end of file diff --git a/testdata/Adult500.csv b/testdata/Adult500.csv deleted file mode 100644 index 33dd042d3..000000000 --- a/testdata/Adult500.csv +++ /dev/null @@ -1,501 +0,0 @@ -Age,Workclass,Education,Maritalstatus,Occupation,Relationship,Race,Sex,HoursPerWeek,Country,Income -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,72,India,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Iran,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Husband,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Other,Female,25,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Male,80,Mexico,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,5,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Divorced,?,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,48,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Unmarried,Black,Male,38,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K ->50,?,Assoc-acdm,Divorced,?,Unmarried,White,Female,1,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Transport-moving,Not-in-family,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,60,Columbia,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,58,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,LessThan50K -22-30,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Italy,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,75,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,Mexico,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -18-21,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,12,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Japan,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,Trinadad&Tobago,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -<18,Self-emp-not-inc,10th,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,10th,Widowed,?,Other-relative,Asian-Pac-Islander,Female,1,China,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Male,3,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,Canada,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Other-relative,Black,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-spouse-absent,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Female,37,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Other-relative,White,Female,70,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,37,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,35,Japan,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,?,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,Mexico,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,42,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,?,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Other-relative,White,Female,40,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Germany,LessThan50K ->50,Private,7th-8th,Widowed,Protective-serv,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,Black,Female,39,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,18-21,England,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,15,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Wife,Black,Female,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,14,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,32,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,India,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,77,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,France,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Black,Male,35,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Trinadad&Tobago,LessThan50K ->50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Unmarried,Other,Female,30,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,23,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Male,46,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,10th,Married-AF-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Other-relative,White,Male,60,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K diff --git a/testdata/AdultFull.csv b/testdata/AdultFull.csv deleted file mode 100644 index ba0a64fb5..000000000 --- a/testdata/AdultFull.csv +++ /dev/null @@ -1,48843 +0,0 @@ -Age,Workclass,Education,Maritalstatus,Occupation,Relationship,Race,Sex,HoursPerWeek,Country,Income -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,72,India,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Iran,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Husband,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Other,Female,25,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Male,80,Mexico,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,5,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Divorced,?,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,48,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Unmarried,Black,Male,38,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K ->50,?,Assoc-acdm,Divorced,?,Unmarried,White,Female,1,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Transport-moving,Not-in-family,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,60,Columbia,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,58,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,LessThan50K -22-30,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Italy,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,75,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,Mexico,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -18-21,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,12,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Japan,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,Trinadad&Tobago,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -<18,Self-emp-not-inc,10th,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,10th,Widowed,?,Other-relative,Asian-Pac-Islander,Female,1,China,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Male,3,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,Canada,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Other-relative,Black,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-spouse-absent,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Female,37,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Other-relative,White,Female,70,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,37,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,35,Japan,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,?,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,Mexico,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,42,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,?,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Other-relative,White,Female,40,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Germany,LessThan50K ->50,Private,7th-8th,Widowed,Protective-serv,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,Black,Female,39,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,18-21,England,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,15,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Wife,Black,Female,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,14,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,32,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,India,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,77,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,France,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Black,Male,35,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Trinadad&Tobago,LessThan50K ->50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Unmarried,Other,Female,30,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,23,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Male,46,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,10th,Married-AF-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Other-relative,White,Male,60,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,Hong,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,10,?,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Female,43,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Never-married,Prof-specialty,Unmarried,White,Female,30,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Other-relative,White,Male,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,Canada,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,9,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,Iran,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Separated,Prof-specialty,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Other-service,Not-in-family,White,Male,14,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,37,Mexico,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,46,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Never-married,Craft-repair,Not-in-family,Black,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,35,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Craft-repair,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,India,LessThan50K -18-21,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Canada,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,18-21,China,MoreThan50K -31-50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,1st-4th,Widowed,Other-service,Unmarried,White,Female,35,Portugal,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,4,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,45,Haiti,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,80,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,73,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Prof-school,Widowed,Prof-specialty,Not-in-family,Other,Female,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,47,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,78,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,77,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,54,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Craft-repair,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,39,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,10,United-States,LessThan50K -<18,Local-gov,10th,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,11th,Never-married,Other-service,Unmarried,White,Female,23,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Farming-fishing,Wife,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,62,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Wife,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Other-service,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,43,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,41,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,55,Outlying-US(Guam-USVI-etc),LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,12th,Never-married,Machine-op-inspct,Not-in-family,White,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -18-21,Private,11th,Married-spouse-absent,Handlers-cleaners,Own-child,White,Male,40,Dominican-Republic,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,7th-8th,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,80,Thailand,LessThan50K -31-50,Private,10th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Widowed,Exec-managerial,Unmarried,White,Female,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,18-21,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99,Philippines,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Separated,Craft-repair,Not-in-family,Other,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Tech-support,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Japan,LessThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,11th,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Male,35,India,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,50,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,53,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,39,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Other,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,White,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,35,Poland,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,34,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Other-relative,White,Male,16,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,60,Canada,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -22-30,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,Other,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,England,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Other-relative,White,Female,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Federal-gov,Some-college,Never-married,Tech-support,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Amer-Indian-Eskimo,Female,28,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,52,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Male,32,Haiti,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Other-relative,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,43,Germany,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Tech-support,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,?,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,36,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Other-relative,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,?,MoreThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,11th,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,27,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,32,?,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,44,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,40,Philippines,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,12th,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,8,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,37,Hong,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99,South,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Local-gov,5th-6th,Never-married,Other-service,Unmarried,Other,Female,40,El-Salvador,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Female,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,6,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,57,Canada,MoreThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,40,?,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,Guatemala,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,35,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,55,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,10th,Divorced,Prof-specialty,Unmarried,White,Male,68,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Unmarried,White,Female,57,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,16,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Female,40,Honduras,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -22-30,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,27,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Separated,Machine-op-inspct,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,Iran,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,8,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,45,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,66,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,6,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Machine-op-inspct,Unmarried,Other,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,65,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,54,United-States,LessThan50K -31-50,Private,12th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,18-21,Portugal,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,70,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,18-21,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,7,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Other-relative,White,Female,50,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Prof-specialty,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,Canada,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,99,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Wife,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,?,9th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,9th,Married-spouse-absent,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,India,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,58,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Transport-moving,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,41,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Craft-repair,Not-in-family,White,Male,8,Germany,MoreThan50K -22-30,State-gov,HS-grad,Married-AF-spouse,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Sales,Unmarried,White,Male,60,United-States,LessThan50K -18-21,Private,11th,Never-married,Tech-support,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,Black,Female,36,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,Jamaica,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K ->50,?,Masters,Never-married,?,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,?,7th-8th,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Adm-clerical,Unmarried,White,Female,41,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Separated,Sales,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,2,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,30,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,36,Canada,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Puerto-Rico,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,23,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,54,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,9th,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,43,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Widowed,?,Unmarried,White,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,Masters,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K ->50,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,Black,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Female,30,South,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Own-child,White,Male,50,Cuba,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,48,United-States,MoreThan50K -18-21,Private,5th-6th,Never-married,Craft-repair,Own-child,White,Male,40,Guatemala,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,48,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,68,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-AF-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,1,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,Germany,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Iran,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,Ireland,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,Canada,MoreThan50K -31-50,Private,Assoc-acdm,Separated,Sales,Unmarried,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,Canada,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,Black,Male,60,United-States,LessThan50K -31-50,Private,12th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,99,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,38,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,52,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Black,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Male,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,34,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,?,MoreThan50K ->50,Private,5th-6th,Separated,Other-service,Not-in-family,White,Male,12,Italy,LessThan50K -22-30,Private,Assoc-voc,Never-married,Priv-house-serv,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,10th,Separated,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Other-relative,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,50,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,?,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,56,United-States,LessThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Other-relative,White,Male,50,United-States,LessThan50K ->50,?,Some-college,Never-married,?,Not-in-family,White,Male,1,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,South,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,34,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Other-relative,White,Male,35,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Unmarried,White,Female,99,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Other-relative,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,43,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Not-in-family,White,Male,35,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Separated,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,45,China,LessThan50K ->50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,10th,Married-spouse-absent,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,Peru,LessThan50K -31-50,?,11th,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Greece,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Sales,Wife,Other,Female,18-21,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,MoreThan50K -31-50,Local-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Separated,Protective-serv,Own-child,Other,Male,52,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,Guatemala,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Nicaragua,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Haiti,LessThan50K ->50,Private,9th,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,60,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Widowed,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Other-relative,Other,Female,18-21,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,84,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Tech-support,Other-relative,White,Female,10,United-States,LessThan50K ->50,Private,5th-6th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,Ecuador,LessThan50K -22-30,?,Bachelors,Never-married,?,Unmarried,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,1st-4th,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,Black,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,90,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,Peru,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,Black,Male,60,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,4,Peru,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,96,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Unmarried,Black,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,22,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,60,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,11th,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Mexico,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Exec-managerial,Unmarried,Black,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Peru,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Handlers-cleaners,Other-relative,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,Amer-Indian-Eskimo,Female,4,United-States,LessThan50K ->50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Married-spouse-absent,Machine-op-inspct,Unmarried,Other,Female,40,Dominican-Republic,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,11th,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Sales,Unmarried,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,40,?,LessThan50K ->50,State-gov,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,47,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Unmarried,White,Female,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,51,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,35,Puerto-Rico,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,52,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Farming-fishing,Not-in-family,White,Male,80,United-States,LessThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,10,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,25,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,12th,Never-married,Other-service,Own-child,Black,Female,44,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,Black,Female,23,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,72,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -<18,Self-emp-inc,10th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,17,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,1st-4th,Divorced,Craft-repair,Unmarried,White,Male,40,Portugal,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,70,South,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Without-pay,HS-grad,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,Taiwan,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,9th,Divorced,Craft-repair,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Tech-support,Not-in-family,Black,Female,54,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,?,Masters,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Male,26,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Other,Male,40,India,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,11th,Never-married,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,44,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,7th-8th,Married-spouse-absent,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,16,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Machine-op-inspct,Own-child,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Female,6,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,6,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,Iran,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,?,Prof-school,Married-civ-spouse,?,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Preschool,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,24,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,47,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,England,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,34,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Own-child,White,Male,30,Mexico,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,5,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,?,MoreThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,75,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,Mexico,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Other-relative,White,Female,16,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,10th,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,Haiti,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,39,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,14,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Laos,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Other,Male,40,Iran,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Peru,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Other-relative,White,Male,55,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,Italy,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,78,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,28,United-States,LessThan50K -<18,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,5,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,50,?,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,El-Salvador,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Wife,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,99,?,LessThan50K ->50,Private,12th,Divorced,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,China,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,50,Cuba,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,12th,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Male,45,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Mexico,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,State-gov,Assoc-voc,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,30,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,11,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,46,United-States,LessThan50K ->50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,5,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,39,United-States,MoreThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Columbia,LessThan50K ->50,State-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,38,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,?,LessThan50K -18-21,Federal-gov,11th,Never-married,Machine-op-inspct,Own-child,White,Male,4,United-States,LessThan50K -<18,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Other-relative,White,Female,40,Mexico,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,58,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,Black,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,Black,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,29,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,China,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Wife,White,Female,12,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,35,?,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,15,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Female,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,84,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,Private,Bachelors,Widowed,Machine-op-inspct,Unmarried,White,Female,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Own-child,White,Female,8,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Armed-Forces,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,36,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,53,Mexico,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,41,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,24,Cuba,MoreThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,28,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Unmarried,White,Female,35,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,46,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,52,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,10th,Separated,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Black,Male,50,Puerto-Rico,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,7,?,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,10th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Other-relative,Black,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Priv-house-serv,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,42,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Craft-repair,Unmarried,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K ->50,?,11th,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,70,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,75,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Italy,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,Germany,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Transport-moving,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Nicaragua,MoreThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Portugal,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,84,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Married-spouse-absent,Prof-specialty,Other-relative,Asian-Pac-Islander,Male,45,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K ->50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Exec-managerial,Unmarried,White,Female,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,2,United-States,MoreThan50K -18-21,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Other,Female,44,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,6,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,62,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,35,?,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,6,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K ->50,Self-emp-not-inc,10th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,?,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,37,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,?,11th,Divorced,?,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,80,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Unmarried,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,80,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,Greece,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,?,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,52,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,32,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,32,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,84,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,5th-6th,Married-spouse-absent,Priv-house-serv,Other-relative,White,Female,8,El-Salvador,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,9th,Divorced,?,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,England,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,Other,Male,36,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,11th,Divorced,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,9th,Separated,?,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,45,Iran,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Other-relative,White,Male,30,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Portugal,LessThan50K ->50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,Puerto-Rico,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,12th,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,35,Canada,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Never-married,Sales,Other-relative,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Farming-fishing,Unmarried,Other,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Female,8,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,60,South,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Widowed,Other-service,Own-child,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,11th,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,Black,Male,55,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,?,12th,Never-married,?,Not-in-family,Black,Male,52,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,12th,Divorced,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Not-in-family,Black,Female,6,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,9th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Other-service,Own-child,White,Male,40,Japan,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,Doctorate,Married-spouse-absent,?,Unmarried,Asian-Pac-Islander,Male,18-21,India,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Transport-moving,Other-relative,White,Female,40,Dominican-Republic,LessThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Ireland,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,80,?,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,52,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Black,Female,80,?,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,14,Cuba,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,30,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,44,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,Black,Male,26,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,11,?,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,10,India,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Federal-gov,11th,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,15,Philippines,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,26,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Separated,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Unmarried,Asian-Pac-Islander,Male,40,?,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,35,United-States,LessThan50K -18-21,?,Preschool,Married-civ-spouse,?,Other-relative,White,Female,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,England,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K ->50,?,5th-6th,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,10th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,11th,Separated,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,Canada,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,70,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,33,El-Salvador,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,9th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,24,Philippines,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K ->50,Private,Masters,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Other-relative,White,Male,60,United-States,LessThan50K ->50,Federal-gov,11th,Divorced,Craft-repair,Not-in-family,Black,Female,40,United-States,MoreThan50K ->50,Private,9th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,Black,Female,37,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,24,?,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,MoreThan50K -31-50,State-gov,HS-grad,Widowed,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Other-service,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,39,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,50,Jamaica,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,30,?,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,?,5th-6th,Never-married,?,Unmarried,White,Female,25,El-Salvador,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Federal-gov,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,30,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Other-service,Own-child,White,Female,40,El-Salvador,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,37,Honduras,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Husband,Black,Male,10,United-States,LessThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,White,Male,40,Portugal,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Federal-gov,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,17,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,99,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,25,Jamaica,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Divorced,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,38,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,23,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,24,United-States,LessThan50K ->50,Local-gov,10th,Widowed,Prof-specialty,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,12th,Widowed,?,Unmarried,White,Female,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,52,Cuba,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,58,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Female,35,Thailand,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,50,Taiwan,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,5,Vietnam,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Separated,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Adm-clerical,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,12,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,17,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Transport-moving,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,44,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,8,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Germany,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,9th,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,State-gov,Some-college,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Armed-Forces,Not-in-family,White,Male,8,United-States,LessThan50K -31-50,Private,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,60,China,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Separated,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,47,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,72,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,5,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,50,Haiti,LessThan50K ->50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,30,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,52,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Male,35,?,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,MoreThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,58,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,Italy,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,MoreThan50K ->50,?,Some-college,Married-spouse-absent,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,Italy,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Portugal,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,Black,Female,90,Jamaica,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -<18,Private,12th,Never-married,Farming-fishing,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Male,18-21,Poland,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,85,Mexico,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,Cambodia,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,50,Hungary,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,9th,Never-married,Priv-house-serv,Not-in-family,Black,Female,22,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,91,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,?,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,46,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,70,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,92,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Sales,Not-in-family,White,Male,43,Mexico,LessThan50K -22-30,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Prof-school,Divorced,?,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Unmarried,White,Male,30,Guatemala,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,40,?,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Other-service,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Tech-support,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,64,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,India,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,24,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Widowed,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Private,12th,Never-married,Other-service,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,?,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,Black,Female,56,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,72,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,38,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,54,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Germany,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,35,?,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Doctorate,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Without-pay,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,41,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -<18,Local-gov,9th,Never-married,Other-service,Own-child,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,Iran,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,43,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,54,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,28,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,24,Vietnam,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Adm-clerical,Not-in-family,White,Female,99,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K -18-21,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,6,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,46,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,9th,Widowed,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,14,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Other-relative,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,33,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,56,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Sales,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,?,9th,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,50,?,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,1st-4th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,45,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Separated,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Black,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Prof-specialty,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,?,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,7,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Divorced,Farming-fishing,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K ->50,Local-gov,Masters,Separated,Prof-specialty,Not-in-family,White,Female,50,?,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Other-service,Other-relative,White,Female,40,El-Salvador,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,10,United-States,MoreThan50K ->50,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,58,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,Canada,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,70,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Female,56,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,42,Canada,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,China,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,88,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,State-gov,11th,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Male,22,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,Black,Female,45,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,Black,Female,15,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,16,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,63,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,Mexico,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Farming-fishing,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Transport-moving,Unmarried,White,Male,75,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,Italy,LessThan50K -22-30,Private,10th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,5,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Own-child,White,Female,40,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,91,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Own-child,Asian-Pac-Islander,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,98,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,Mexico,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Farming-fishing,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,46,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,36,Cuba,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,30,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,4,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,9th,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,15,Japan,LessThan50K -22-30,?,7th-8th,Never-married,?,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,43,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,Mexico,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,60,United-States,LessThan50K -31-50,?,9th,Divorced,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Separated,Priv-house-serv,Unmarried,White,Female,8,Mexico,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,35,Jamaica,LessThan50K -<18,Local-gov,11th,Never-married,Prof-specialty,Own-child,White,Female,18-21,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,16,Canada,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,12th,Never-married,Other-service,Unmarried,Black,Female,48,Haiti,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Adm-clerical,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,5,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,India,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,38,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,?,Bachelors,Divorced,?,Not-in-family,White,Female,12,Ecuador,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,46,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Other,Male,45,Ecuador,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,32,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Other-relative,White,Male,35,Ireland,LessThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Unmarried,White,Female,32,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Widowed,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Italy,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,13,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Craft-repair,Not-in-family,Other,Male,40,Mexico,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Peru,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,80,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Tech-support,Wife,White,Female,80,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Own-child,Black,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,6,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Wife,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,48,Mexico,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,30,China,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,China,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,6,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Germany,MoreThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Preschool,Divorced,Other-service,Not-in-family,Other,Male,72,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,12,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,42,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K ->50,Local-gov,Assoc-voc,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,MoreThan50K -18-21,Private,HS-grad,Divorced,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Preschool,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,Assoc-acdm,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,Asian-Pac-Islander,Female,37,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-inc,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,35,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,45,Columbia,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,55,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Widowed,Prof-specialty,Unmarried,White,Male,40,Iran,MoreThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Married-civ-spouse,Other-service,Wife,White,Female,5,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,White,Female,55,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Own-child,White,Female,3,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Tech-support,Unmarried,White,Female,8,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Male,27,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Private,Bachelors,Married-spouse-absent,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,10th,Separated,Other-service,Not-in-family,Black,Female,90,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,Hungary,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,9th,Never-married,Sales,Own-child,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Other-relative,Black,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Farming-fishing,Not-in-family,White,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,38,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,Local-gov,10th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,9th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,28,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,?,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K ->50,Private,9th,Widowed,Sales,Unmarried,White,Female,13,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Sales,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Other-relative,White,Male,60,Mexico,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Self-emp-not-inc,12th,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,14,United-States,LessThan50K ->50,Private,Assoc-acdm,Widowed,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Italy,LessThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Exec-managerial,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Other-relative,Black,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Guatemala,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,48,United-States,LessThan50K -31-50,Local-gov,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,12th,Divorced,Craft-repair,Other-relative,Black,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,5,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,26,United-States,LessThan50K -31-50,Private,11th,Widowed,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,3,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,37,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Prof-school,Never-married,Exec-managerial,Not-in-family,Black,Female,52,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Italy,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Own-child,White,Male,30,Thailand,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,?,12th,Married-civ-spouse,?,Other-relative,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Federal-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,25,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,Ireland,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Machine-op-inspct,Not-in-family,White,Female,28,Peru,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K ->50,?,9th,Divorced,?,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,9,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,48,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,62,United-States,LessThan50K -22-30,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Tech-support,Wife,White,Female,18-21,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K ->50,Private,9th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,55,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,34,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,35,Haiti,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Separated,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Male,45,Japan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Craft-repair,Not-in-family,Black,Male,35,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,4,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Priv-house-serv,Unmarried,Black,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,Black,Female,24,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,60,Canada,MoreThan50K -31-50,?,Preschool,Widowed,?,Not-in-family,White,Female,18-21,El-Salvador,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Without-pay,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Priv-house-serv,Not-in-family,White,Female,50,?,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,75,United-States,LessThan50K -22-30,Self-emp-not-inc,10th,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Tech-support,Unmarried,White,Female,24,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,22,India,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,12th,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,84,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,24,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,45,South,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Japan,LessThan50K -18-21,Private,5th-6th,Never-married,Craft-repair,Not-in-family,Other,Male,32,Mexico,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Other-relative,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Other-relative,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,Other,Female,60,Puerto-Rico,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,90,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,36,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,?,Bachelors,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,75,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Philippines,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,12,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Other-relative,Black,Male,72,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,42,El-Salvador,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,48,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,Amer-Indian-Eskimo,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Wife,White,Female,25,?,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -<18,Private,9th,Never-married,Sales,Own-child,White,Male,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,3,United-States,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,32,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,72,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,9th,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,40,India,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Divorced,?,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Tech-support,Unmarried,White,Female,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-spouse-absent,Machine-op-inspct,Unmarried,Black,Male,75,Haiti,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Wife,White,Female,70,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,2,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,?,Assoc-voc,Separated,?,Own-child,White,Female,40,?,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Adm-clerical,Husband,White,Male,66,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Transport-moving,Unmarried,White,Male,25,Guatemala,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Other-relative,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,70,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,50,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,?,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,Other,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Other,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,10th,Widowed,Other-service,Not-in-family,White,Female,40,Portugal,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,35,United-States,LessThan50K -18-21,?,11th,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,Laos,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Female,4,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Female,70,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Divorced,Sales,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Machine-op-inspct,Not-in-family,White,Male,24,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Other-relative,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,42,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Other-relative,Black,Female,40,Jamaica,LessThan50K ->50,Private,10th,Widowed,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,?,10th,Separated,?,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,36,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Divorced,Craft-repair,Unmarried,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,51,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,28,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,70,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,5th-6th,Divorced,Other-service,Other-relative,Black,Female,40,Haiti,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Priv-house-serv,Unmarried,White,Female,40,Columbia,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,India,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,Scotland,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,45,Laos,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Dominican-Republic,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K ->50,Self-emp-not-inc,1st-4th,Widowed,Craft-repair,Other-relative,White,Female,45,Columbia,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Not-in-family,Other,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,58,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,35,Puerto-Rico,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,12,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,14,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Male,35,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,11th,Married-civ-spouse,?,Wife,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Other-relative,White,Male,40,Mexico,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,?,Some-college,Separated,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,18-21,Canada,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,Black,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Separated,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Other-relative,Amer-Indian-Eskimo,Female,38,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,3,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,12th,Never-married,Handlers-cleaners,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,Germany,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Greece,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,?,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,50,?,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Female,99,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Widowed,Other-service,Unmarried,White,Female,65,Greece,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,Black,Male,38,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Unmarried,White,Male,45,Germany,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,40,Haiti,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,10th,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,?,11th,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Other-relative,Black,Male,48,?,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,24,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Female,30,?,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,Black,Female,60,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,34,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,?,LessThan50K -31-50,Local-gov,Assoc-acdm,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,9th,Married-civ-spouse,?,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Unmarried,White,Female,35,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,Scotland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,87,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Craft-repair,Own-child,White,Male,47,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,?,LessThan50K ->50,Private,HS-grad,Widowed,Farming-fishing,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,1,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,7th-8th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Transport-moving,Unmarried,Black,Female,37,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,50,China,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,35,Jamaica,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Italy,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,Iran,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Federal-gov,10th,Separated,Craft-repair,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,4,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,12,El-Salvador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Wife,White,Female,45,Puerto-Rico,LessThan50K -31-50,Private,10th,Never-married,Priv-house-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,11,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,51,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Other,Female,60,Guatemala,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,28,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Female,27,?,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,7th-8th,Never-married,Tech-support,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,25,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,8,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,1st-4th,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Guatemala,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,12th,Never-married,Other-service,Own-child,Black,Female,18-21,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,30,United-States,LessThan50K ->50,Private,11th,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K ->50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Assoc-voc,Separated,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,Black,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,Nicaragua,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,MoreThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Other,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,28,El-Salvador,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,11th,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,45,England,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,15,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,43,United-States,LessThan50K -31-50,Federal-gov,Some-college,Widowed,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,66,South,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,38,Cuba,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,30,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,28,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Other,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Female,82,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,53,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,Black,Female,40,Dominican-Republic,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Wife,White,Female,36,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,Germany,MoreThan50K -31-50,Federal-gov,Bachelors,Married-spouse-absent,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,80,?,LessThan50K -<18,Local-gov,11th,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Male,11,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,80,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,England,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,29,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Other-service,Husband,Black,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,9th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Other-relative,Other,Female,30,El-Salvador,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,9th,Never-married,Craft-repair,Own-child,White,Male,30,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Wife,White,Female,37,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,10th,Never-married,?,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,56,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,23,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,?,12th,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,75,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,23,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Separated,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -18-21,Self-emp-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,Black,Female,43,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,63,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,68,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,45,?,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Female,30,Dominican-Republic,LessThan50K ->50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Female,18-21,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Farming-fishing,Not-in-family,White,Female,75,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Philippines,MoreThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,56,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,7th-8th,Separated,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Widowed,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,25,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Poland,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,12,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,65,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Widowed,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Mexico,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,39,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,80,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,Black,Female,39,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,Trinadad&Tobago,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Armed-Forces,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,Canada,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Unmarried,White,Male,30,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,China,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,10th,Never-married,?,Not-in-family,White,Male,4,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,12,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,35,Peru,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,90,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Unmarried,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,17,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,76,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,40,Columbia,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Other-relative,White,Female,18-21,Mexico,LessThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Unmarried,Black,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,24,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,Asian-Pac-Islander,Male,25,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,LessThan50K -22-30,?,Some-college,Separated,?,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,47,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,Laos,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,68,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,?,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,30,United-States,LessThan50K -31-50,Private,10th,Never-married,Sales,Unmarried,Other,Female,35,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,Japan,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,8,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Sales,Other-relative,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,55,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Canada,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Hungary,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Other-relative,White,Male,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Columbia,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,Poland,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Own-child,White,Female,36,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Cuba,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,LessThan50K -31-50,?,9th,Separated,?,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,99,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,8,United-States,MoreThan50K ->50,?,Assoc-acdm,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,80,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Other-service,Own-child,White,Female,40,Cuba,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,Cuba,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,9th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,?,HS-grad,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Guatemala,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Separated,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Own-child,Black,Male,48,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Ecuador,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,Scotland,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Other-service,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,35,?,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Protective-serv,Own-child,White,Male,72,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,60,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,12th,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Separated,Handlers-cleaners,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,56,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,Cuba,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,34,Philippines,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,32,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,?,12th,Married-civ-spouse,?,Wife,White,Female,18-21,Germany,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,96,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Other-relative,Asian-Pac-Islander,Female,18-21,South,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Germany,MoreThan50K -31-50,Self-emp-inc,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,52,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Unmarried,Black,Female,70,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,10th,Never-married,Protective-serv,Own-child,White,Female,6,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Preschool,Married-civ-spouse,Craft-repair,Husband,White,Male,38,Mexico,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,25,?,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,14,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,54,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Guatemala,LessThan50K ->50,State-gov,9th,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Masters,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,Germany,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Female,40,Japan,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,38,Thailand,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Local-gov,12th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Never-married,?,Not-in-family,White,Male,7,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,65,Canada,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Farming-fishing,Husband,White,Male,2,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,Guatemala,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,70,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,60,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,Black,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Other,Male,40,Iran,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,28,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Other-service,Own-child,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,70,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,46,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,11th,Widowed,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,8,Philippines,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,England,LessThan50K ->50,Without-pay,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,Canada,LessThan50K ->50,Local-gov,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,35,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Farming-fishing,Own-child,White,Male,32,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Assoc-voc,Divorced,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,23,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -18-21,Private,11th,Separated,Sales,Not-in-family,Other,Female,30,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,Other,Male,18-21,Iran,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,65,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,3,United-States,LessThan50K ->50,?,10th,Divorced,?,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,?,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,18-21,Japan,MoreThan50K -31-50,Private,10th,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,45,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,El-Salvador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,12,?,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,11th,Divorced,?,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Unmarried,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,32,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,22,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Married-spouse-absent,Other-service,Own-child,Other,Female,35,Dominican-Republic,LessThan50K -31-50,Private,9th,Never-married,Craft-repair,Other-relative,Black,Male,49,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Protective-serv,Not-in-family,White,Female,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,12th,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Unmarried,Other,Female,40,Puerto-Rico,LessThan50K ->50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,90,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,Black,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,80,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,Columbia,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Female,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -31-50,Local-gov,10th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Own-child,Black,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,15,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,4,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,44,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,89,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Other-relative,Asian-Pac-Islander,Female,60,Philippines,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Wife,White,Female,50,United-States,MoreThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,Other,Male,40,Guatemala,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,35,Vietnam,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Other-relative,White,Female,40,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,6,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Other-relative,White,Female,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,56,Philippines,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Ecuador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Private,10th,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,8,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,42,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,10,Germany,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Columbia,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Sales,Not-in-family,Black,Male,44,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Other-relative,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,40,?,LessThan50K -18-21,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,50,Guatemala,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,?,11th,Married-spouse-absent,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,50,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,52,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,4,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,Black,Male,50,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -<18,Local-gov,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,74,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Other-relative,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-spouse-absent,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,Germany,MoreThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Priv-house-serv,Unmarried,White,Female,24,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,?,MoreThan50K -22-30,Self-emp-inc,HS-grad,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Other,Male,60,Ecuador,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,57,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,2,South,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,34,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,72,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,China,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K ->50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Unmarried,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,53,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Other-service,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Handlers-cleaners,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Poland,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,2,Taiwan,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,68,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,Black,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,?,9th,Divorced,?,Own-child,Amer-Indian-Eskimo,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,65,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Haiti,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,43,United-States,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Portugal,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,5,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Never-worked,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Other-relative,Black,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,46,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,Black,Female,50,United-States,LessThan50K ->50,?,11th,Widowed,?,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,?,9th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,Mexico,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Female,40,Japan,LessThan50K -22-30,Private,11th,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,3,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,Mexico,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,45,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,16,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Other-relative,Other,Female,40,El-Salvador,LessThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,50,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,5,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,Germany,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,Germany,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Without-pay,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -<18,Private,10th,Never-married,Priv-house-serv,Other-relative,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Own-child,White,Female,32,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,13,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Divorced,Sales,Not-in-family,White,Male,64,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,England,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,62,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,17,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,75,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,12th,Never-married,Farming-fishing,Not-in-family,Black,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K ->50,Local-gov,12th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,4,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,47,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-spouse-absent,Other-service,Unmarried,Black,Female,50,United-States,LessThan50K -22-30,Private,9th,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Priv-house-serv,Wife,White,Female,40,?,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,White,Male,10,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,24,United-States,LessThan50K -18-21,?,11th,Married-civ-spouse,?,Other-relative,White,Female,39,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,48,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Separated,Sales,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Other,Male,30,Cuba,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,53,Mexico,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,56,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,15,?,LessThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,22,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,38,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,39,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Other-relative,Asian-Pac-Islander,Female,40,Cambodia,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,53,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,14,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Unmarried,Other,Female,40,Trinadad&Tobago,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,60,England,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Own-child,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,10,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,1,?,LessThan50K -31-50,Private,Assoc-acdm,Separated,Tech-support,Not-in-family,White,Female,3,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Preschool,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K ->50,Federal-gov,Assoc-voc,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,10,China,MoreThan50K -22-30,Private,9th,Never-married,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,11th,Divorced,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Preschool,Never-married,Adm-clerical,Own-child,Black,Female,25,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,57,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,56,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Separated,Prof-specialty,Other-relative,White,Male,25,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Craft-repair,Own-child,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,?,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,41,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Wife,Black,Female,24,Haiti,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,?,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,11,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,7,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,84,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Other-relative,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Sales,Unmarried,White,Female,40,Cuba,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,56,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,11th,Widowed,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,England,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,18-21,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,Other,Male,40,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Germany,MoreThan50K ->50,Private,11th,Separated,Priv-house-serv,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,40,England,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Separated,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,LessThan50K ->50,State-gov,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,30,Vietnam,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Separated,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Female,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,33,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,55,United-States,MoreThan50K -22-30,Self-emp-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,36,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,8,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Divorced,Machine-op-inspct,Own-child,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Federal-gov,Some-college,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,?,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,50,South,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Local-gov,Bachelors,Widowed,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,35,Philippines,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,14,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,45,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Widowed,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Tech-support,Own-child,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,LessThan50K ->50,Private,10th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Widowed,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Other,Male,70,India,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Nicaragua,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Separated,?,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,6,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,56,United-States,LessThan50K -22-30,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,Black,Male,5,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Other-relative,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Separated,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,Japan,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,Other,Male,37,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,41,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Other-service,Unmarried,Asian-Pac-Islander,Female,30,India,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,75,United-States,LessThan50K ->50,Private,Some-college,Separated,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,?,11th,Married-civ-spouse,?,Wife,White,Female,15,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,11th,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,Scotland,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Not-in-family,Black,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Own-child,Black,Male,32,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,Other,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Exec-managerial,Husband,White,Male,67,Italy,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,Jamaica,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,72,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,?,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,?,MoreThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,28,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Other-relative,White,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Assoc-voc,Married-spouse-absent,?,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Other,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,Mexico,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Tech-support,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,?,12th,Never-married,?,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,48,India,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,Canada,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Widowed,Other-service,Unmarried,White,Female,40,Puerto-Rico,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Female,55,United-States,LessThan50K -31-50,State-gov,12th,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,45,?,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Other-service,Own-child,Black,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,?,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Black,Male,35,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Ecuador,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Own-child,White,Female,72,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Other-relative,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,Cuba,LessThan50K ->50,Private,Bachelors,Widowed,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Priv-house-serv,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,?,10th,Separated,?,Unmarried,White,Female,12,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Armed-Forces,Not-in-family,Black,Male,60,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Preschool,Never-married,Handlers-cleaners,Own-child,White,Female,30,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Jamaica,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,13,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,30,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Separated,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,?,12th,Separated,?,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,7,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Other-relative,White,Male,3,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,51,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,50,Philippines,LessThan50K ->50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Separated,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,Black,Male,50,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Machine-op-inspct,Unmarried,White,Male,45,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,40,India,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,99,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,55,England,MoreThan50K ->50,Self-emp-not-inc,Masters,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,India,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,27,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,El-Salvador,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,10th,Never-married,?,Other-relative,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,15,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,25,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,26,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,7,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Other,Female,18-21,?,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Own-child,White,Female,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Other-service,Unmarried,White,Female,48,England,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Separated,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,10th,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Female,30,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Black,Female,36,United-States,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,Black,Female,35,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Other-relative,Black,Female,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Unmarried,White,Female,65,United-States,LessThan50K ->50,Federal-gov,Masters,Widowed,Sales,Unmarried,White,Male,50,El-Salvador,MoreThan50K -22-30,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Male,80,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Separated,Tech-support,Not-in-family,Other,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Separated,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,32,United-States,LessThan50K -31-50,Private,10th,Never-married,Transport-moving,Own-child,White,Male,99,Cuba,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Separated,Sales,Other-relative,Other,Male,40,Cuba,LessThan50K -31-50,Private,5th-6th,Divorced,Priv-house-serv,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Asian-Pac-Islander,Male,37,Taiwan,LessThan50K -18-21,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,10th,Divorced,Handlers-cleaners,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,3,Hungary,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,Black,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Unmarried,White,Male,45,Nicaragua,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,?,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Prof-school,Married-spouse-absent,Prof-specialty,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Preschool,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-spouse-absent,Craft-repair,Unmarried,White,Female,55,Ireland,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,68,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,41,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,44,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Farming-fishing,Wife,White,Female,45,Germany,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,Black,Female,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,36,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,10th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Widowed,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Widowed,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Separated,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,36,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,31,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,80,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Federal-gov,11th,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,24,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,49,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,Italy,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Other-relative,White,Female,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,22,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,?,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Transport-moving,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,Portugal,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,89,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-spouse-absent,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Columbia,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,France,LessThan50K ->50,State-gov,Bachelors,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,2,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Germany,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,37,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,80,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,Italy,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Preschool,Never-married,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Wife,Asian-Pac-Islander,Female,14,Philippines,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,7th-8th,Never-married,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-spouse-absent,Other-service,Not-in-family,White,Male,25,Iran,LessThan50K -22-30,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Unmarried,White,Female,60,Germany,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,9th,Never-married,Sales,Own-child,Other,Female,32,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Unmarried,Black,Female,36,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,6,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,12th,Separated,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Jamaica,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,Japan,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,35,Mexico,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Black,Male,36,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,7th-8th,Separated,?,Not-in-family,White,Male,40,Guatemala,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,78,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,45,Jamaica,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Other-service,Other-relative,White,Female,40,El-Salvador,LessThan50K -22-30,Private,7th-8th,Separated,Other-service,Own-child,White,Male,60,Mexico,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Separated,Sales,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,10,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Other-relative,White,Male,25,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,26,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,25,Mexico,LessThan50K -31-50,Private,10th,Never-married,Farming-fishing,Not-in-family,White,Male,44,?,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Other-service,Unmarried,White,Female,34,Mexico,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,77,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,35,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Other-relative,Black,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,12,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,4,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,?,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,36,United-States,MoreThan50K ->50,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Greece,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,66,Ecuador,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K ->50,Private,9th,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,5,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Handlers-cleaners,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,80,?,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,80,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,36,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Self-emp-inc,HS-grad,Separated,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,?,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,?,12th,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,37,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Sales,Not-in-family,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,39,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,9,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,48,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,Other,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Male,48,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,24,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,Black,Male,65,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K ->50,Private,9th,Divorced,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Poland,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,11th,Divorced,Craft-repair,Own-child,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,99,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,30,?,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,36,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Ireland,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Columbia,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,37,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Female,33,United-States,LessThan50K -22-30,Private,11th,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,30,?,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,42,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,?,Bachelors,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Adm-clerical,Own-child,White,Male,12,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,80,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,39,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,22,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Unmarried,Other,Female,18-21,Peru,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K ->50,Federal-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Canada,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,Black,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,96,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,Greece,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Other,Female,35,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Widowed,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Other,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Machine-op-inspct,Unmarried,Black,Female,7,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Craft-repair,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,56,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,3,United-States,LessThan50K ->50,Private,Some-college,Separated,Other-service,Own-child,White,Female,39,United-States,LessThan50K ->50,Local-gov,7th-8th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Other-service,Not-in-family,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,14,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,58,Poland,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,28,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,41,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,Mexico,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,1st-4th,Separated,?,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,24,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,Mexico,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,99,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,44,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Other,Male,60,India,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,44,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Separated,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,6,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,60,Greece,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,70,United-States,LessThan50K -<18,?,10th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,10,Mexico,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,10th,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,4,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,Jamaica,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,90,Greece,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -<18,?,11th,Never-married,?,Not-in-family,Other,Female,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Female,18-21,France,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,Guatemala,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,Poland,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Black,Female,25,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,El-Salvador,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Unmarried,White,Male,30,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Craft-repair,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Without-pay,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,12,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,Black,Male,25,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,Black,Male,32,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Prof-specialty,Own-child,Black,Male,35,United-States,LessThan50K -<18,Private,10th,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,60,India,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Female,37,Puerto-Rico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Thailand,MoreThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,53,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Other-relative,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-spouse-absent,?,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Protective-serv,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,80,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,16,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Other-relative,White,Male,48,Mexico,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,96,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Cuba,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Other-relative,Asian-Pac-Islander,Female,40,South,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,94,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,65,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,12th,Divorced,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Germany,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Cuba,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,50,Columbia,LessThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,25,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,25,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,?,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Tech-support,Not-in-family,Black,Female,47,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,Mexico,LessThan50K ->50,Private,11th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Wife,Amer-Indian-Eskimo,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,Black,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,25,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-spouse-absent,Farming-fishing,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,White,Male,28,United-States,LessThan50K ->50,Federal-gov,12th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Unmarried,White,Female,80,United-States,LessThan50K -31-50,Private,Masters,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Own-child,White,Female,23,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,55,Poland,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Tech-support,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Other-relative,White,Male,45,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,16,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K ->50,?,9th,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,2,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Male,48,?,LessThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,42,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Peru,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Female,40,Japan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -22-30,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,96,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,80,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,Other,Female,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,?,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,35,Dominican-Republic,LessThan50K -18-21,Private,11th,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,24,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Farming-fishing,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,55,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -18-21,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,?,11th,Divorced,?,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,Hungary,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,52,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,10,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Sales,Own-child,Black,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,16,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,15,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,64,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Male,38,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,Other,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Own-child,White,Female,18-21,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Other-service,Wife,White,Female,28,Mexico,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,64,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,54,?,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,12,United-States,LessThan50K -31-50,Private,Masters,Separated,Prof-specialty,Not-in-family,White,Female,35,Iran,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,56,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,55,United-States,MoreThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Separated,?,Not-in-family,White,Male,2,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Widowed,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Other-relative,White,Male,36,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K -18-21,Private,11th,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Farming-fishing,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,18-21,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,France,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,47,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,Bachelors,Never-married,?,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,HS-grad,Separated,Adm-clerical,Other-relative,Black,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,LessThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,99,United-States,LessThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Guatemala,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,Other,Male,66,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,5,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Own-child,Other,Female,11,Mexico,LessThan50K ->50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Own-child,White,Male,50,?,LessThan50K -<18,Private,9th,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,India,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,Germany,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Unmarried,White,Female,29,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Separated,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,Cuba,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,Puerto-Rico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,30,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Not-in-family,White,Female,40,France,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,90,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,7,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,Japan,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Prof-school,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,Other,Female,60,Jamaica,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,Black,Male,6,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,30,Nicaragua,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Federal-gov,12th,Never-married,Adm-clerical,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,8,United-States,LessThan50K -31-50,Private,Masters,Never-married,Other-service,Unmarried,Black,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,11th,Divorced,?,Not-in-family,Black,Male,15,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Male,65,Puerto-Rico,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,15,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Other-service,Not-in-family,White,Female,66,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Masters,Never-married,?,Not-in-family,White,Female,35,Canada,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,72,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,9th,Never-married,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Protective-serv,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Unmarried,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,Other,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,12th,Never-married,Farming-fishing,Own-child,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,12,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -18-21,?,11th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Separated,Machine-op-inspct,Unmarried,White,Female,40,Columbia,LessThan50K -31-50,?,10th,Separated,?,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Japan,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,Mexico,MoreThan50K -31-50,Self-emp-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,China,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-spouse-absent,Transport-moving,Other-relative,White,Female,35,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,El-Salvador,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,27,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,30,United-States,LessThan50K -22-30,State-gov,Some-college,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,47,United-States,LessThan50K -18-21,Federal-gov,11th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,Cuba,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Male,40,Italy,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Other-relative,White,Female,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Unmarried,Black,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,Bachelors,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,12th,Widowed,Machine-op-inspct,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Scotland,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Not-in-family,White,Male,18-21,El-Salvador,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,Black,Male,24,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Male,40,Nicaragua,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Italy,MoreThan50K ->50,?,12th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,44,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,48,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Philippines,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Tech-support,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Other-relative,White,Female,36,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,46,?,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,63,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Exec-managerial,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,Cuba,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,45,?,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Other,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Own-child,Black,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,99,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,8,El-Salvador,LessThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,5,United-States,LessThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,24,Vietnam,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,84,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Cuba,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Unmarried,White,Male,60,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,36,Mexico,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,18-21,Trinadad&Tobago,LessThan50K -22-30,Private,12th,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,White,Female,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,Canada,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,57,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,99,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Federal-gov,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,72,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,Cuba,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Divorced,Craft-repair,Unmarried,White,Female,40,Cuba,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -<18,Local-gov,11th,Never-married,Prof-specialty,Own-child,White,Female,7,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Sales,Unmarried,White,Female,7,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,26,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,England,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Separated,Tech-support,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Widowed,Craft-repair,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Own-child,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,France,MoreThan50K -22-30,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Own-child,White,Female,16,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Sales,Not-in-family,White,Male,13,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,36,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,10,United-States,LessThan50K ->50,Private,10th,Divorced,Farming-fishing,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Female,14,United-States,LessThan50K ->50,State-gov,7th-8th,Widowed,Handlers-cleaners,Not-in-family,White,Female,18-21,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Other-service,Other-relative,White,Female,40,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,96,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,40,Canada,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Taiwan,LessThan50K -31-50,?,Assoc-acdm,Widowed,?,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,12th,Married-civ-spouse,?,Wife,White,Female,40,Italy,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Local-gov,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Priv-house-serv,Other-relative,White,Female,30,El-Salvador,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,Black,Male,84,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Handlers-cleaners,Other-relative,White,Male,18-21,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,Haiti,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,7th-8th,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -18-21,Private,11th,Never-married,Farming-fishing,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,?,Bachelors,Widowed,?,Other-relative,White,Female,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,60,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Unmarried,White,Male,35,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,25,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,Canada,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,70,South,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-AF-spouse,Sales,Wife,Asian-Pac-Islander,Female,60,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,38,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,13,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,38,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Own-child,White,Female,80,United-States,LessThan50K -18-21,State-gov,Masters,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,35,Hong,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,Black,Female,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,8,?,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Unmarried,White,Female,16,?,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,10th,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,45,Philippines,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,10,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,Japan,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Nicaragua,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Other-relative,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,8,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Own-child,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,58,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Widowed,Other-service,Unmarried,Other,Female,30,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,Outlying-US(Guam-USVI-etc),LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,24,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,60,India,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,55,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,53,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,5,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,Black,Female,35,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,25,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,44,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,50,South,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,12th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,Other,Female,40,Puerto-Rico,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Prof-specialty,Unmarried,White,Female,40,Dominican-Republic,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,South,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,38,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Divorced,Transport-moving,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Other-relative,White,Female,24,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,4,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,9th,Never-married,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Sales,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,52,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,56,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,England,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,28,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,6,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,16,United-States,LessThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Other,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,73,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,10th,Divorced,?,Not-in-family,White,Male,99,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,53,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,5,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Haiti,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,9th,Never-married,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,36,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,60,United-States,LessThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,10,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,86,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,29,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,99,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,15,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,Hungary,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,Canada,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Not-in-family,White,Female,22,United-States,LessThan50K -22-30,State-gov,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,39,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Wife,Amer-Indian-Eskimo,Female,40,South,MoreThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,27,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,11,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Priv-house-serv,Own-child,Black,Female,16,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,80,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,43,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,Germany,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,80,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,India,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,35,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,30,Germany,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,Haiti,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -<18,Private,11th,Never-married,Exec-managerial,Own-child,White,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Wife,White,Female,80,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Transport-moving,Not-in-family,Black,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,Asian-Pac-Islander,Female,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,HS-grad,Widowed,?,Not-in-family,White,Female,80,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,Black,Female,24,Jamaica,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Widowed,Exec-managerial,Not-in-family,White,Female,84,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,Iran,LessThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Masters,Never-married,Exec-managerial,Other-relative,White,Female,72,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,50,England,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,Mexico,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,38,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,Other,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Columbia,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,17,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,38,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,England,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,54,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,63,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,State-gov,Some-college,Separated,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,23,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,6,United-States,LessThan50K ->50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-AF-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Ecuador,MoreThan50K ->50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Priv-house-serv,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,State-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,Germany,LessThan50K -22-30,?,12th,Married-civ-spouse,?,Husband,Black,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,70,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,12,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Masters,Widowed,?,Not-in-family,White,Male,6,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Iran,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,Canada,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,14,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,Cuba,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,45,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,52,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,Dominican-Republic,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Widowed,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,39,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Female,90,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,?,Assoc-acdm,Separated,?,Unmarried,Black,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,15,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Preschool,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,42,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,46,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,Laos,MoreThan50K ->50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Separated,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,Asian-Pac-Islander,Male,44,Philippines,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,12th,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,24,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,Black,Male,18-21,Haiti,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Separated,Exec-managerial,Unmarried,Black,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,24,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,50,United-States,MoreThan50K ->50,Private,11th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Other-relative,White,Female,55,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Not-in-family,Asian-Pac-Islander,Female,75,Cambodia,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,Hungary,LessThan50K -22-30,Local-gov,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,9th,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,35,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,37,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,75,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,Dominican-Republic,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,22,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,75,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Other-relative,Asian-Pac-Islander,Male,32,China,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,49,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Other-service,Wife,Black,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Female,84,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,35,Puerto-Rico,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,Cuba,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,England,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,28,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Farming-fishing,Own-child,White,Male,55,United-States,LessThan50K -22-30,Private,11th,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Without-pay,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,Ireland,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,53,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,England,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,39,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Tech-support,Unmarried,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,Black,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,86,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,Black,Male,52,?,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Transport-moving,Own-child,White,Male,4,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,3,Poland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Protective-serv,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-spouse-absent,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,33,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,7,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,27,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,England,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Married-spouse-absent,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,15,Germany,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Columbia,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Farming-fishing,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Other-relative,White,Female,25,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,France,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,2,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,52,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,Black,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,Haiti,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,?,7th-8th,Divorced,?,Own-child,White,Male,84,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,46,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,30,Honduras,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,36,Puerto-Rico,LessThan50K -31-50,Self-emp-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,?,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,36,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,23,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Farming-fishing,Unmarried,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,India,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Private,1st-4th,Divorced,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Unmarried,White,Female,23,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-spouse-absent,Sales,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,80,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Other,Male,60,United-States,MoreThan50K ->50,Private,Doctorate,Widowed,Tech-support,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,35,Hong,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,Other,Male,40,Japan,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Other-service,Not-in-family,White,Female,33,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,75,Mexico,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Adm-clerical,Husband,White,Male,34,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,56,Mexico,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,80,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,35,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Other-relative,White,Female,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,Ireland,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Adm-clerical,Unmarried,Other,Female,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Ecuador,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Other,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Tech-support,Unmarried,Black,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Farming-fishing,Other-relative,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Prof-specialty,Other-relative,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,27,Taiwan,MoreThan50K ->50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,12th,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,58,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,India,LessThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Own-child,White,Male,39,United-States,LessThan50K -31-50,Local-gov,10th,Never-married,Farming-fishing,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K ->50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,36,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Local-gov,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,France,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,60,Thailand,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,35,Poland,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,?,10th,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,15,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Other-relative,White,Female,43,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,38,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -22-30,Private,9th,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Own-child,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Other-service,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,37,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Self-emp-inc,9th,Never-married,Sales,Own-child,White,Female,44,Portugal,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,54,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,9th,Divorced,Other-service,Own-child,White,Female,50,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,Dominican-Republic,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,7th-8th,Divorced,Craft-repair,Unmarried,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,12,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,84,Taiwan,MoreThan50K ->50,Private,Assoc-voc,Widowed,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,40,Columbia,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Nicaragua,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,Yugoslavia,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,11th,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,Black,Male,40,Jamaica,MoreThan50K ->50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Other-relative,White,Female,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Scotland,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,25,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Own-child,White,Male,62,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,10th,Separated,Priv-house-serv,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,30,United-States,LessThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,38,Philippines,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-AF-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,17,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,14,United-States,LessThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,50,Taiwan,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,58,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,99,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Protective-serv,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,Black,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,12th,Separated,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,10,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Male,40,Philippines,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,11th,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,12th,Divorced,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,33,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,?,11th,Married-civ-spouse,?,Husband,White,Male,22,Ecuador,LessThan50K ->50,?,12th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,Black,Female,40,Jamaica,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,Black,Female,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,11,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,56,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,55,?,LessThan50K -22-30,Private,10th,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,15,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,45,China,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,39,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Other-relative,White,Male,24,Honduras,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Male,50,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,25,Peru,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,28,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Separated,Craft-repair,Unmarried,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Unmarried,Black,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,5,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Hong,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,60,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Tech-support,Not-in-family,White,Male,39,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,25,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,56,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Prof-specialty,Own-child,White,Male,40,Mexico,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,55,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,33,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Private,11th,Separated,Machine-op-inspct,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,31,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Separated,?,Own-child,White,Female,56,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,9,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,27,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,77,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,15,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,42,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Unmarried,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Farming-fishing,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,MoreThan50K -22-30,Private,12th,Never-married,Transport-moving,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,Private,11th,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,55,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,51,Cuba,LessThan50K -31-50,Local-gov,9th,Widowed,Handlers-cleaners,Unmarried,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Handlers-cleaners,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Divorced,Protective-serv,Other-relative,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,Black,Female,75,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Male,40,Portugal,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,30,Haiti,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Own-child,White,Female,32,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Not-in-family,White,Female,27,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Wife,White,Female,30,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Greece,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,44,Cuba,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Sales,Unmarried,Asian-Pac-Islander,Male,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Vietnam,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Columbia,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,60,United-States,MoreThan50K ->50,?,Assoc-voc,Widowed,?,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,5,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,65,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Separated,Adm-clerical,Other-relative,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,60,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,40,El-Salvador,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -<18,Private,11th,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,84,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,80,United-States,LessThan50K -22-30,?,9th,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,Black,Female,40,Trinadad&Tobago,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,39,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,47,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,36,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,63,Thailand,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Male,5,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Sales,Own-child,Black,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-spouse-absent,Craft-repair,Own-child,White,Male,16,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,36,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,11th,Divorced,Transport-moving,Unmarried,White,Female,52,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,88,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,12,United-States,LessThan50K -22-30,?,Preschool,Never-married,?,Not-in-family,Black,Male,40,South,LessThan50K -31-50,Self-emp-not-inc,12th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,?,11th,Separated,?,Unmarried,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Unmarried,White,Female,70,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,25,United-States,LessThan50K -31-50,Local-gov,Prof-school,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-spouse-absent,Farming-fishing,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Never-married,Prof-specialty,Other-relative,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-spouse-absent,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,40,Mexico,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,State-gov,Assoc-acdm,Never-married,Tech-support,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,53,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,45,?,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,36,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Priv-house-serv,Unmarried,White,Female,35,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,29,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,12,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Other-relative,Black,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,24,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,South,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,Jamaica,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Italy,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,45,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Other-service,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Preschool,Married-spouse-absent,?,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,39,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,12th,Divorced,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,White,Female,12,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -<18,?,10th,Never-married,?,Other-relative,White,Male,12,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Tech-support,Unmarried,White,Female,38,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,48,Trinadad&Tobago,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,26,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,5th-6th,Widowed,?,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,60,Hungary,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -<18,?,HS-grad,Never-married,?,Own-child,White,Male,14,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,40,?,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Protective-serv,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Wife,Black,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,Peru,LessThan50K -18-21,Self-emp-not-inc,12th,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Other-relative,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Handlers-cleaners,Unmarried,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,66,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,54,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,Yugoslavia,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,37,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,7,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,50,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Craft-repair,Own-child,Other,Female,35,El-Salvador,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,40,?,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,24,China,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,32,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,12,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,24,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,56,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Other,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Craft-repair,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,12,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,32,?,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Asian-Pac-Islander,Female,18-21,Laos,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Never-worked,7th-8th,Divorced,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,11th,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,15,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Armed-Forces,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,56,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -<18,Local-gov,10th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,38,?,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,75,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,64,?,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,England,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,52,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Canada,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,?,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Poland,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Tech-support,Own-child,White,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Sales,Unmarried,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Some-college,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Male,4,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,42,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,?,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Other-relative,Black,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,78,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,28,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Separated,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,Cuba,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,54,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,10th,Never-married,?,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,Trinadad&Tobago,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,46,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,40,Cuba,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,45,Mexico,LessThan50K -22-30,Self-emp-inc,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,Nicaragua,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,28,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,Germany,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Widowed,Tech-support,Unmarried,Asian-Pac-Islander,Female,40,India,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Canada,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Widowed,Sales,Unmarried,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,28,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,55,Canada,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,Black,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Unmarried,Other,Female,40,?,LessThan50K -18-21,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Widowed,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Unmarried,Asian-Pac-Islander,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Italy,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,China,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,?,LessThan50K ->50,Private,5th-6th,Widowed,Machine-op-inspct,Not-in-family,White,Female,10,Italy,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,16,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,England,MoreThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Male,40,Portugal,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,36,Haiti,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,75,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,50,?,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Transport-moving,Unmarried,Black,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Tech-support,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,43,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Divorced,Sales,Not-in-family,White,Female,52,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Tech-support,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Cuba,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,41,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,5th-6th,Never-married,?,Not-in-family,White,Male,25,Mexico,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Italy,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Widowed,Farming-fishing,Unmarried,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Priv-house-serv,Unmarried,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,?,LessThan50K ->50,Private,11th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Female,84,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,37,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,54,Dominican-Republic,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-spouse-absent,Other-service,Not-in-family,White,Female,35,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,Mexico,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,Iran,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,25,United-States,LessThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Adm-clerical,Own-child,White,Female,4,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,41,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,Italy,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,33,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Germany,MoreThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,32,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,12,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Never-married,Priv-house-serv,Not-in-family,White,Female,9,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,Black,Male,70,United-States,MoreThan50K ->50,State-gov,HS-grad,Divorced,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Farming-fishing,Not-in-family,Other,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,46,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,26,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,23,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,11th,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Federal-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,24,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,70,South,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Doctorate,Separated,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,23,Iran,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,?,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Own-child,White,Female,38,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,8,United-States,LessThan50K -18-21,Private,Some-college,Married-AF-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,44,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Other,Female,50,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,16,?,LessThan50K ->50,Private,1st-4th,Separated,Farming-fishing,Not-in-family,Black,Male,50,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Wife,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Masters,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,1,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Iran,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,66,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,35,United-States,MoreThan50K ->50,Local-gov,10th,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,State-gov,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Other-relative,Other,Male,50,Ecuador,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,Canada,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Preschool,Widowed,?,Not-in-family,White,Female,40,Guatemala,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,Private,7th-8th,Separated,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,90,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,26,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,4,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Tech-support,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,?,11th,Never-married,?,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,90,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K ->50,Private,11th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,Poland,LessThan50K -31-50,?,HS-grad,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,El-Salvador,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,England,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Preschool,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,9th,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,Yugoslavia,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,Black,Female,30,Haiti,LessThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,Iran,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Hong,LessThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,11th,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,47,United-States,LessThan50K -22-30,?,10th,Never-married,?,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,7,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,22,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Protective-serv,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,42,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Female,45,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,Mexico,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,Canada,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Craft-repair,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,27,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Widowed,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Greece,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,70,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Craft-repair,Wife,Asian-Pac-Islander,Female,35,Philippines,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Other,Female,40,Dominican-Republic,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Protective-serv,Other-relative,White,Male,40,Mexico,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,22,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,Dominican-Republic,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,12th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,Black,Female,35,England,LessThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,18-21,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Masters,Married-spouse-absent,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,Nicaragua,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,70,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,70,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,60,India,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,52,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,1st-4th,Never-married,Other-service,Not-in-family,White,Male,45,El-Salvador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Female,38,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Taiwan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,28,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,?,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,1,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,Poland,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,11th,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Widowed,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,45,Scotland,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,9,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,9th,Widowed,Other-service,Not-in-family,White,Female,25,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Prof-specialty,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,48,Philippines,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K ->50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,30,India,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Widowed,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Male,40,Guatemala,LessThan50K ->50,?,Assoc-acdm,Widowed,?,Unmarried,White,Female,3,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,11,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,50,Germany,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,55,France,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,1st-4th,Married-civ-spouse,Other-service,Own-child,Asian-Pac-Islander,Female,5,Vietnam,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,?,7th-8th,Separated,?,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Unmarried,White,Male,44,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Female,50,Peru,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,Black,Male,39,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -22-30,?,9th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Not-in-family,White,Male,64,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Preschool,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,33,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,Black,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,30,Japan,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Female,15,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,41,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Own-child,White,Female,38,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Other,Male,70,Iran,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,Other,Female,18-21,Columbia,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,51,United-States,LessThan50K -22-30,Private,11th,Separated,Farming-fishing,Other-relative,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,Columbia,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,Black,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,27,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,63,South,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,25,Columbia,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,58,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Canada,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,8,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,Puerto-Rico,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,99,United-States,LessThan50K ->50,Local-gov,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,9th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,Ireland,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,Japan,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Own-child,Black,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,16,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Never-married,Priv-house-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,50,Philippines,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Prof-school,Divorced,Sales,Own-child,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Own-child,Asian-Pac-Islander,Female,30,Philippines,LessThan50K -22-30,Local-gov,Some-college,Separated,Protective-serv,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Priv-house-serv,Other-relative,White,Male,99,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -18-21,?,Assoc-voc,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,India,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,16,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,Canada,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Own-child,White,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,State-gov,Some-college,Widowed,Exec-managerial,Not-in-family,Black,Male,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,55,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Widowed,Prof-specialty,Unmarried,White,Female,40,Iran,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Own-child,Other,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,16,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Adm-clerical,Other-relative,White,Female,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,11th,Divorced,?,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,40,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,5,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,11th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Sales,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Own-child,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,MoreThan50K ->50,?,10th,Never-married,?,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,?,LessThan50K -31-50,?,9th,Divorced,?,Unmarried,White,Female,5,Cuba,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Other,Male,45,United-States,LessThan50K -<18,Private,9th,Never-married,Farming-fishing,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,45,China,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,56,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,Poland,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,Germany,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Own-child,White,Female,10,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,Black,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,51,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,7th-8th,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,Mexico,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Widowed,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,Canada,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,?,MoreThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,26,United-States,LessThan50K ->50,Private,12th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,30,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,9th,Widowed,Priv-house-serv,Unmarried,Black,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K ->50,Private,Doctorate,Separated,Priv-house-serv,Unmarried,White,Female,30,Nicaragua,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,38,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,36,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,MoreThan50K -22-30,Private,10th,Never-married,Farming-fishing,Not-in-family,Black,Male,35,Haiti,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-acdm,Never-married,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,6,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,38,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Scotland,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Never-married,Handlers-cleaners,Unmarried,Black,Male,10,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,75,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Cuba,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Tech-support,Unmarried,White,Female,40,?,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,Italy,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,26,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,1st-4th,Widowed,Priv-house-serv,Not-in-family,Black,Female,4,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Local-gov,10th,Widowed,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,11th,Separated,Exec-managerial,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Separated,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,Italy,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Separated,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,7,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,25,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,36,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Other-relative,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,Black,Female,32,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,24,Canada,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,12,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Female,52,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,10,Poland,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,85,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Cuba,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,Puerto-Rico,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,38,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,8,Philippines,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Widowed,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,45,Laos,LessThan50K ->50,Private,1st-4th,Never-married,Other-service,Not-in-family,White,Male,40,Dominican-Republic,LessThan50K ->50,Local-gov,7th-8th,Widowed,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,37,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Columbia,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,Black,Female,60,?,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,32,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,12th,Never-married,Farming-fishing,Other-relative,White,Male,40,Puerto-Rico,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,39,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Female,35,Germany,LessThan50K -22-30,?,Assoc-voc,Married-civ-spouse,?,Wife,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,22,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Widowed,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Without-pay,7th-8th,Widowed,Farming-fishing,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,10,Vietnam,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,63,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,10th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,10,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,55,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Not-in-family,White,Female,36,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Other-relative,White,Male,10,El-Salvador,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,90,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,16,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,33,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Other-relative,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,14,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,43,Germany,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Own-child,White,Male,75,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,18-21,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,MoreThan50K -22-30,Private,10th,Divorced,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,75,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,51,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,72,?,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Adm-clerical,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,6,Iran,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,60,China,LessThan50K -22-30,Private,1st-4th,Never-married,Other-service,Not-in-family,White,Male,18-21,El-Salvador,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,49,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,67,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,41,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,33,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Japan,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,30,Japan,MoreThan50K -31-50,Private,Some-college,Widowed,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,Cuba,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -31-50,Local-gov,10th,Divorced,Protective-serv,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Male,22,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,Poland,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Married-civ-spouse,Sales,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,Asian-Pac-Islander,Male,10,Vietnam,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,37,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -22-30,State-gov,Some-college,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,66,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Priv-house-serv,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Unmarried,Other,Female,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Priv-house-serv,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,Laos,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,40,?,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Other-relative,Black,Male,24,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,9th,Never-married,Craft-repair,Not-in-family,Other,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,50,England,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,80,Mexico,LessThan50K -18-21,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Female,60,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Unmarried,White,Male,35,United-States,LessThan50K ->50,Private,11th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Masters,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Transport-moving,Own-child,Other,Male,45,?,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,33,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-voc,Widowed,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,?,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,45,Portugal,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,11th,Divorced,Other-service,Not-in-family,Black,Male,54,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Germany,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,MoreThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Female,43,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,24,United-States,LessThan50K ->50,?,Assoc-acdm,Separated,?,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,56,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,Puerto-Rico,LessThan50K -31-50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,12,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,White,Female,33,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,55,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,?,5th-6th,Married-civ-spouse,?,Wife,Other,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Canada,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Canada,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Puerto-Rico,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,40,China,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,Black,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,90,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Unmarried,White,Female,56,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,60,Germany,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,60,Poland,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,Italy,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Male,16,United-States,LessThan50K -31-50,Private,12th,Divorced,Protective-serv,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Unmarried,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,12th,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Widowed,Craft-repair,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,Canada,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Black,Female,44,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Machine-op-inspct,Wife,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,41,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,14,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Other-service,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,43,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,12,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,Black,Female,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Farming-fishing,Not-in-family,White,Male,48,Mexico,LessThan50K -18-21,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,30,Puerto-Rico,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,70,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,60,?,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,45,United-States,LessThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,35,Jamaica,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,1,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Not-in-family,Black,Female,60,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,7,United-States,LessThan50K -31-50,?,Masters,Divorced,?,Own-child,White,Female,55,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Other,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,52,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,?,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,5,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,9th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Sales,Unmarried,White,Female,65,Guatemala,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,28,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,France,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,South,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Sales,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K ->50,Private,10th,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,28,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,36,?,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Separated,Protective-serv,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Protective-serv,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,17,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Iran,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Unmarried,White,Female,40,Nicaragua,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Other-relative,White,Female,10,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Asian-Pac-Islander,Female,42,?,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Transport-moving,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Other,Female,45,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Exec-managerial,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Without-pay,Some-college,Married-civ-spouse,Farming-fishing,Own-child,White,Male,65,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,34,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Other-relative,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,30,Jamaica,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Adm-clerical,Own-child,White,Male,40,Portugal,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Priv-house-serv,Not-in-family,White,Female,26,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Masters,Never-married,Protective-serv,Not-in-family,White,Male,16,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,65,United-States,MoreThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,36,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,40,?,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -18-21,Self-emp-inc,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,35,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Protective-serv,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,80,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,58,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,37,?,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Germany,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,35,Taiwan,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,40,Dominican-Republic,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,90,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K ->50,Federal-gov,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,9th,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Protective-serv,Unmarried,Black,Male,47,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,57,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Other-service,Other-relative,White,Male,32,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,Black,Male,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,Germany,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Own-child,White,Female,38,United-States,LessThan50K ->50,Local-gov,10th,Divorced,Transport-moving,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,State-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,Black,Female,43,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Sales,Not-in-family,White,Female,40,Italy,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Female,29,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,32,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,4,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,3,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,India,LessThan50K ->50,Private,1st-4th,Divorced,Other-service,Unmarried,Black,Female,40,Dominican-Republic,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,50,Laos,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,63,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,?,5th-6th,Never-married,?,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Transport-moving,Unmarried,White,Male,51,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Poland,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,2,United-States,LessThan50K -31-50,Private,9th,Separated,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Iran,MoreThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,State-gov,Some-college,Separated,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K ->50,?,Doctorate,Never-married,?,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Yugoslavia,LessThan50K -31-50,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Other-service,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,HS-grad,Married-spouse-absent,Other-service,Own-child,Black,Male,40,Jamaica,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,Canada,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,70,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,5th-6th,Widowed,?,Not-in-family,White,Male,15,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Masters,Married-civ-spouse,?,Husband,White,Male,46,United-States,MoreThan50K ->50,Local-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,?,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Unmarried,Asian-Pac-Islander,Male,25,Philippines,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,52,Mexico,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,2,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,5,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,85,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,6,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,England,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,29,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Female,26,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,France,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,?,LessThan50K ->50,Private,7th-8th,Widowed,Farming-fishing,Other-relative,White,Female,45,Guatemala,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Prof-school,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Adm-clerical,Not-in-family,Black,Female,40,?,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,?,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,?,HS-grad,Widowed,?,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Other-service,Own-child,White,Female,4,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Craft-repair,Other-relative,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,98,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Male,38,?,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,90,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Other,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Transport-moving,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Sales,Unmarried,Asian-Pac-Islander,Male,40,Laos,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,48,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,40,?,LessThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,42,China,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,99,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Male,38,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,Other,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,9,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,47,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,40,?,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,24,Iran,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,11th,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,10,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Tech-support,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Craft-repair,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,60,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,England,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,23,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,7th-8th,Never-married,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,54,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Cambodia,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Farming-fishing,Not-in-family,White,Female,54,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,Laos,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,11th,Separated,?,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,72,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,Germany,LessThan50K ->50,?,HS-grad,Divorced,?,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,?,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Female,7,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,White,Male,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,31,Cuba,MoreThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,Haiti,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,White,Male,35,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Poland,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,99,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Black,Female,65,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Separated,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,30,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,?,10th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,1st-4th,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Male,53,Yugoslavia,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Widowed,Farming-fishing,Unmarried,White,Female,6,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Other-relative,Asian-Pac-Islander,Male,75,Thailand,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Unmarried,Black,Female,16,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,India,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,12th,Divorced,?,Not-in-family,White,Male,40,Canada,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,35,Taiwan,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Widowed,Sales,Unmarried,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Sales,Other-relative,White,Female,3,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,Greece,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,China,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,Black,Female,30,United-States,LessThan50K -<18,Local-gov,9th,Never-married,Other-service,Own-child,Black,Male,9,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K ->50,State-gov,Some-college,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,37,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,31,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,10,Canada,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,Greece,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,7,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Federal-gov,5th-6th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,35,Jamaica,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Farming-fishing,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,Black,Female,40,Jamaica,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-spouse-absent,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,10th,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,Italy,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,State-gov,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,12th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,43,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,54,United-States,MoreThan50K -22-30,Private,9th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,80,United-States,MoreThan50K -22-30,Self-emp-not-inc,10th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,66,Yugoslavia,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,40,Germany,LessThan50K -22-30,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Mexico,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,6,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,14,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,30,Philippines,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,State-gov,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Ireland,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Separated,Transport-moving,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,80,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,46,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,Germany,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,Ireland,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,10,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,10,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,?,11th,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Other-relative,White,Male,35,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-spouse-absent,Farming-fishing,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,Canada,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Cuba,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,Asian-Pac-Islander,Female,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,50,?,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,50,South,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,49,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,7th-8th,Never-married,?,Not-in-family,White,Female,35,Mexico,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,41,United-States,LessThan50K -31-50,Private,Some-college,Separated,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,9th,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Own-child,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,Peru,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,4,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,30,?,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,52,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Other,Female,18-21,?,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Tech-support,Unmarried,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Protective-serv,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,46,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Assoc-voc,Never-married,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Unmarried,Black,Female,15,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,Canada,MoreThan50K -31-50,Private,Masters,Separated,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Male,59,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,Jamaica,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,9th,Never-married,Farming-fishing,Other-relative,White,Male,45,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Other,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Transport-moving,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,32,El-Salvador,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,1,Japan,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,Columbia,LessThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,54,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Other-relative,Other,Male,58,Guatemala,LessThan50K -18-21,?,12th,Never-married,?,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,4,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Yugoslavia,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Private,12th,Never-married,Transport-moving,Unmarried,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,29,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,?,LessThan50K -22-30,Private,Doctorate,Never-married,Craft-repair,Other-relative,Black,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,32,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,25,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,MoreThan50K -<18,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,2,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,8,Mexico,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,30,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Other-relative,White,Female,60,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,1,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,Black,Male,40,England,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Divorced,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Prof-specialty,Not-in-family,White,Female,35,Italy,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Sales,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Black,Female,2,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,28,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Other-service,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,5th-6th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,55,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,64,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,54,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Craft-repair,Unmarried,White,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,Ireland,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Separated,Farming-fishing,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,45,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,Black,Male,10,United-States,LessThan50K -31-50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,12,United-States,LessThan50K ->50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,40,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,24,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,25,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Farming-fishing,Own-child,White,Male,25,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,24,United-States,LessThan50K -22-30,Federal-gov,10th,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,15,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,99,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,62,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,37,United-States,LessThan50K -31-50,Local-gov,11th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,39,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,Thailand,MoreThan50K -31-50,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,15,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,31,Laos,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Prof-specialty,Own-child,White,Male,54,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,4,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Female,40,Canada,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,78,Thailand,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Widowed,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Machine-op-inspct,Not-in-family,White,Male,24,Mexico,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,70,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,46,United-States,LessThan50K -18-21,Private,12th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Philippines,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,41,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -18-21,Private,5th-6th,Never-married,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,10th,Separated,Sales,Unmarried,White,Female,43,Italy,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,30,South,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,10th,Widowed,?,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Separated,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Male,72,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,70,Mexico,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,Guatemala,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,10,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,49,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Female,3,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Male,5,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Hungary,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,Germany,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,Portugal,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,52,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,72,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,6,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,12th,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,37,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,10,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,6,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,90,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Adm-clerical,Other-relative,White,Female,25,United-States,LessThan50K -<18,Self-emp-inc,10th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Male,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Columbia,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Separated,Tech-support,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Own-child,Black,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,57,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Widowed,Craft-repair,Unmarried,White,Female,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,?,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,12th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,Mexico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,35,China,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,?,9th,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Farming-fishing,Husband,White,Male,2,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Peru,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,?,7th-8th,Divorced,?,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,25,Mexico,LessThan50K ->50,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,25,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,81,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Not-in-family,White,Male,40,Columbia,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,10th,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,Portugal,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Black,Female,18-21,Haiti,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Amer-Indian-Eskimo,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Not-in-family,Black,Male,50,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Farming-fishing,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,10,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,Canada,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,18-21,South,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,43,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,4,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Widowed,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,LessThan50K -22-30,?,11th,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,52,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,12,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,11th,Married-spouse-absent,Sales,Not-in-family,White,Male,60,?,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,62,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,40,Columbia,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Female,42,Germany,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,52,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Germany,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,37,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,China,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,65,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,Germany,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Widowed,Exec-managerial,Unmarried,White,Female,40,?,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,84,Vietnam,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Other-service,Husband,White,Male,28,United-States,LessThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Italy,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,35,?,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,26,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Other-relative,Black,Male,40,Mexico,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,10th,Separated,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,6,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Greece,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Germany,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Machine-op-inspct,Not-in-family,White,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,1st-4th,Never-married,Handlers-cleaners,Other-relative,White,Male,52,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,8,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,72,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,?,11th,Separated,?,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,Cambodia,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,China,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Separated,?,Not-in-family,Black,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Prof-specialty,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Prof-specialty,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,48,South,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,18-21,England,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Other-relative,White,Female,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Male,50,?,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Female,5,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,25,Jamaica,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K -22-30,State-gov,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,10,China,LessThan50K -22-30,Private,11th,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,State-gov,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Assoc-voc,Separated,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Masters,Never-married,Handlers-cleaners,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,41,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,15,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,Black,Male,38,Jamaica,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Separated,Priv-house-serv,Other-relative,White,Female,30,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,32,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Other-relative,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Other-relative,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Female,28,Mexico,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,7,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Local-gov,9th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Trinadad&Tobago,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Trinadad&Tobago,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Unmarried,Black,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,62,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,Poland,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,10th,Never-married,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Not-in-family,White,Male,80,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,5th-6th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,68,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Other-relative,Black,Male,40,Trinadad&Tobago,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,30,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,6,South,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,Haiti,LessThan50K -<18,Self-emp-inc,11th,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,Black,Female,46,Trinadad&Tobago,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,?,LessThan50K ->50,Federal-gov,Some-college,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,State-gov,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Male,8,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Unmarried,Other,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,61,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,El-Salvador,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,Mexico,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,36,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,1st-4th,Widowed,?,Not-in-family,White,Female,18-21,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,11th,Widowed,?,Unmarried,Black,Female,9,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -31-50,Local-gov,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Female,10,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,55,India,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,70,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Wife,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,Cambodia,LessThan50K -31-50,State-gov,Some-college,Divorced,Tech-support,Unmarried,White,Female,10,United-States,LessThan50K ->50,?,5th-6th,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Mexico,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Tech-support,Wife,White,Female,23,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Divorced,Priv-house-serv,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Widowed,Adm-clerical,Unmarried,White,Male,60,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,10th,Married-spouse-absent,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,5th-6th,Divorced,Other-service,Not-in-family,White,Female,45,?,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Divorced,Machine-op-inspct,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Masters,Separated,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,99,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -22-30,Local-gov,HS-grad,Separated,Other-service,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,30,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,1,United-States,LessThan50K -22-30,Local-gov,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,Black,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,35,Cuba,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Canada,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Other-service,Unmarried,White,Female,12,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,12,Canada,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,29,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,32,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Male,24,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Preschool,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,23,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -<18,Private,11th,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Male,60,?,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,50,?,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,?,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Own-child,Black,Female,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,1st-4th,Widowed,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,72,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Female,52,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,Trinadad&Tobago,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,35,?,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Married-AF-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Other,Male,40,India,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Unmarried,Other,Female,30,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,4,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,?,Some-college,Separated,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,72,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,60,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Unmarried,Amer-Indian-Eskimo,Male,43,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,30,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,30,India,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,Black,Female,8,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,80,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,England,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,Black,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Priv-house-serv,Own-child,White,Female,40,Guatemala,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,Canada,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,11th,Divorced,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,43,Mexico,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,Canada,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,45,China,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,48,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Male,33,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Divorced,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,38,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Adm-clerical,Own-child,Black,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Federal-gov,Prof-school,Divorced,Exec-managerial,Not-in-family,Black,Male,55,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,70,Cuba,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,11th,Widowed,Other-service,Not-in-family,White,Female,27,El-Salvador,LessThan50K -22-30,?,10th,Divorced,?,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Other-relative,White,Male,6,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Preschool,Widowed,Craft-repair,Unmarried,Black,Male,10,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,26,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,24,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,Japan,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,Cuba,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,50,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,27,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,25,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,5th-6th,Separated,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Unmarried,White,Female,25,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Haiti,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,26,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,Other,Male,24,United-States,MoreThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Male,30,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Black,Male,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,39,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,36,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,52,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,80,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Wife,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,27,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,8,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,35,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,15,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,China,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Own-child,Other,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,25,Ecuador,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,Taiwan,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Separated,Machine-op-inspct,Other-relative,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,99,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,38,?,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,38,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,32,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,43,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Transport-moving,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K ->50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,30,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Masters,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Wife,Black,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,28,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,Japan,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,Black,Female,38,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,Japan,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Other-service,Unmarried,Other,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Protective-serv,Own-child,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,14,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,42,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,30,United-States,LessThan50K -22-30,State-gov,Some-college,Separated,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,Peru,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,42,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,36,Ireland,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,12th,Married-spouse-absent,Handlers-cleaners,Not-in-family,Other,Male,56,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Other-relative,Other,Female,40,Ecuador,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,Other,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,Canada,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Black,Male,48,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,10,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,Black,Male,47,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Male,99,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,84,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,White,Male,24,Guatemala,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,?,Assoc-voc,Married-civ-spouse,?,Wife,Black,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,India,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,48,Germany,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,11th,Divorced,?,Unmarried,Black,Female,10,Haiti,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,47,Cuba,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Tech-support,Husband,White,Male,65,United-States,MoreThan50K -31-50,?,9th,Never-married,?,Own-child,Black,Male,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Male,3,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,49,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,42,United-States,MoreThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,8,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Unmarried,White,Female,7,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,40,Canada,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,98,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,Mexico,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,27,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,Black,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,7,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Some-college,Widowed,Machine-op-inspct,Unmarried,White,Female,36,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,45,Germany,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,22,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,8,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,15,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,13,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Male,70,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Transport-moving,Own-child,White,Male,10,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,India,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,53,?,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,Black,Male,18-21,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Own-child,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,27,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -<18,?,9th,Never-married,?,Own-child,White,Male,5,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,?,LessThan50K -31-50,Local-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,37,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Other,Female,45,Mexico,LessThan50K -22-30,Self-emp-not-inc,Some-college,Separated,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,11,Taiwan,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,41,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Other-service,Unmarried,White,Male,80,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,44,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Other-service,Other-relative,White,Female,18-21,Cuba,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Private,10th,Widowed,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,England,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Transport-moving,Own-child,Black,Male,40,Cambodia,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Black,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Female,40,Scotland,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Married-AF-spouse,?,Wife,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K ->50,Private,11th,Widowed,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Male,60,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,77,Vietnam,LessThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,13,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,63,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,33,?,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -22-30,Federal-gov,9th,Never-married,Adm-clerical,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Other-relative,Other,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,30,Vietnam,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Other-relative,White,Female,15,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,8,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Italy,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,?,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,85,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Wife,White,Female,38,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,Iran,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,65,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Widowed,Prof-specialty,Not-in-family,White,Male,18-21,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,32,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,41,El-Salvador,MoreThan50K -31-50,Private,10th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,12,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,39,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Other-service,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,3,El-Salvador,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,42,United-States,MoreThan50K -<18,State-gov,10th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,Mexico,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Amer-Indian-Eskimo,Female,72,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Sales,Own-child,White,Female,26,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,11th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,35,Dominican-Republic,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,White,Female,38,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Sales,Unmarried,Black,Female,17,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Guatemala,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,40,Columbia,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,5,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Other-relative,White,Male,45,Dominican-Republic,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-spouse-absent,Prof-specialty,Other-relative,White,Male,60,?,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,67,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,43,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,France,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,66,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Craft-repair,Unmarried,White,Female,52,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,Other,Male,40,France,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,12,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -22-30,?,Masters,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,MoreThan50K -31-50,?,Assoc-acdm,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Farming-fishing,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,24,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,39,United-States,LessThan50K -31-50,Private,Prof-school,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,35,United-States,LessThan50K -22-30,Self-emp-inc,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Tech-support,Unmarried,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -18-21,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,?,10th,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Unmarried,Asian-Pac-Islander,Male,47,Iran,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,25,United-States,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,54,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,12th,Widowed,Adm-clerical,Unmarried,White,Female,37,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,62,United-States,LessThan50K -31-50,Private,11th,Separated,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Columbia,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Other,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Priv-house-serv,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Columbia,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Assoc-voc,Separated,?,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,60,Canada,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Divorced,?,Unmarried,White,Female,10,Dominican-Republic,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,White,Male,15,?,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Mexico,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Female,40,Cambodia,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,1st-4th,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Unmarried,White,Female,8,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,56,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Separated,Sales,Other-relative,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Sales,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,Black,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,37,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,37,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,70,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Other,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-inc,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K ->50,Federal-gov,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,11th,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K -22-30,Private,Prof-school,Divorced,Prof-specialty,Own-child,White,Female,72,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,?,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,Amer-Indian-Eskimo,Female,38,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,60,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,?,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Transport-moving,Not-in-family,Black,Male,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Male,22,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,India,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Columbia,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Male,52,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,1st-4th,Never-married,Farming-fishing,Unmarried,White,Male,77,Mexico,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,Asian-Pac-Islander,Male,35,United-States,LessThan50K -31-50,Private,11th,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,56,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Other-relative,Black,Female,55,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Unmarried,Asian-Pac-Islander,Female,4,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,Peru,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,64,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Without-pay,HS-grad,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Never-married,Sales,Not-in-family,White,Male,43,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Iran,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,Other,Female,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,10th,Never-married,Sales,Own-child,White,Male,80,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,47,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,18-21,South,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Priv-house-serv,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,8,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,55,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Female,40,Jamaica,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,56,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,Germany,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,32,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,Black,Male,60,?,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Other-relative,White,Female,25,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,52,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -22-30,?,9th,Separated,?,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -<18,Self-emp-not-inc,10th,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K -<18,Private,10th,Never-married,Other-service,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,Germany,MoreThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,England,MoreThan50K ->50,?,Bachelors,Married-spouse-absent,?,Unmarried,Black,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,?,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,90,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,49,Dominican-Republic,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Armed-Forces,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Sales,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,53,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Other-service,Other-relative,White,Female,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Separated,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,24,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,38,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,52,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,30,?,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,30,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,60,Japan,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Other-service,Own-child,Black,Female,38,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,48,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Sales,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Female,80,Italy,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,?,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,48,Philippines,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,36,Mexico,LessThan50K -31-50,State-gov,5th-6th,Never-married,Machine-op-inspct,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Never-married,Farming-fishing,Other-relative,White,Male,35,Mexico,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K ->50,Private,1st-4th,Separated,Priv-house-serv,Other-relative,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Male,35,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,?,MoreThan50K ->50,Without-pay,Some-college,Married-spouse-absent,Farming-fishing,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Adm-clerical,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,Doctorate,Widowed,Exec-managerial,Not-in-family,White,Male,6,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,35,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Husband,White,Male,84,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,6,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,LessThan50K -31-50,Private,12th,Never-married,Other-service,Own-child,White,Male,10,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Separated,Adm-clerical,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Nicaragua,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Sales,Not-in-family,White,Female,18-21,Germany,LessThan50K ->50,Self-emp-not-inc,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Germany,MoreThan50K -18-21,Self-emp-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,60,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,26,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,35,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Separated,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,?,11th,Married-civ-spouse,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Unmarried,White,Female,84,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,60,Vietnam,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,Private,10th,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -18-21,Private,Some-college,Married-spouse-absent,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Iran,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K ->50,Local-gov,9th,Widowed,Other-service,Not-in-family,White,Female,45,Cuba,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,38,?,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,5th-6th,Widowed,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,England,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Other,Male,50,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,48,?,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,Other,Female,42,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,?,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,36,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Sales,Other-relative,Asian-Pac-Islander,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,46,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,48,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,Germany,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Tech-support,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,46,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Own-child,White,Male,38,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Italy,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,7,England,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,35,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,80,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Separated,Tech-support,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,58,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Some-college,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Farming-fishing,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,Black,Male,18-21,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,38,Dominican-Republic,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,11,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Female,26,India,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,47,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,Taiwan,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,40,Thailand,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,France,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,42,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Wife,Black,Female,35,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,24,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Female,2,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,Black,Male,8,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,54,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Tech-support,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,56,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Federal-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Unmarried,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,60,India,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,25,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,Other,Female,25,Ecuador,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Other-relative,White,Male,28,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Not-in-family,Amer-Indian-Eskimo,Female,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-spouse-absent,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,7th-8th,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,12,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,5,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K ->50,?,9th,Widowed,?,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,10th,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Own-child,White,Male,25,Columbia,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,50,Germany,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,Black,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Prof-school,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,?,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Transport-moving,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Own-child,Asian-Pac-Islander,Male,63,South,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,4,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,80,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,9th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,49,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,11th,Never-married,?,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,15,United-States,LessThan50K -31-50,Without-pay,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Other-service,Own-child,White,Male,99,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Tech-support,Not-in-family,Other,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Adm-clerical,Unmarried,White,Female,52,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,38,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,39,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,Japan,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,24,?,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,50,?,MoreThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,4,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,11th,Separated,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,11th,Separated,Other-service,Not-in-family,Black,Female,42,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Female,40,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Exec-managerial,Unmarried,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Other,Female,32,Nicaragua,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Wife,White,Female,35,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,60,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Unmarried,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,Black,Male,18-21,Jamaica,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,India,LessThan50K -31-50,State-gov,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,28,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,9th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Adm-clerical,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Separated,Prof-specialty,Not-in-family,White,Male,32,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Own-child,White,Female,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,99,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,57,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Other-relative,White,Female,10,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Other,Female,40,?,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Divorced,Other-service,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,46,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,25,Mexico,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,Amer-Indian-Eskimo,Female,78,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Craft-repair,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,13,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,14,Philippines,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Guatemala,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,30,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Canada,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,40,?,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,51,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,9th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Sales,Own-child,White,Male,30,Mexico,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -31-50,State-gov,Preschool,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Guatemala,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,?,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Other-relative,White,Male,18-21,Guatemala,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Other-relative,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,99,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,99,?,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,28,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Italy,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Male,40,Poland,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,1,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K ->50,?,Masters,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,36,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,44,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Farming-fishing,Unmarried,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,11th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,9th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Sales,Unmarried,Black,Female,12,United-States,LessThan50K ->50,Local-gov,7th-8th,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,47,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,25,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,Other,Female,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Female,48,?,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,46,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,12,United-States,MoreThan50K ->50,State-gov,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,74,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,Haiti,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,48,China,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,22,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Transport-moving,Not-in-family,White,Male,56,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,Japan,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,52,Japan,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Black,Male,36,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,9th,Married-civ-spouse,Other-service,Wife,White,Female,40,Yugoslavia,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,27,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,Honduras,LessThan50K -31-50,Local-gov,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,35,Haiti,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,80,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,24,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,12th,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Own-child,White,Female,28,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,37,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Doctorate,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,35,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,12th,Separated,?,Not-in-family,White,Female,36,Puerto-Rico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,28,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,45,Taiwan,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,63,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,80,Columbia,MoreThan50K ->50,Private,5th-6th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,41,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,1st-4th,Never-married,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,65,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Own-child,Black,Female,14,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,30,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Other-relative,White,Female,26,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,50,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,40,South,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,84,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,37,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,12,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,Honduras,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Farming-fishing,Own-child,Black,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,52,Jamaica,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Other-service,Unmarried,Black,Female,58,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,12th,Never-married,Protective-serv,Own-child,Black,Male,35,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,China,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Other-relative,White,Female,24,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Black,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Prof-school,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,Peru,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,35,China,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,2,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,White,Female,18-21,?,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,9,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,32,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,35,Cuba,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,35,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,26,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Separated,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Separated,Craft-repair,Not-in-family,Other,Male,35,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Own-child,White,Female,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Handlers-cleaners,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,6,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,6,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,14,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,16,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,5,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,65,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,11,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,26,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Nicaragua,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,75,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,50,South,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,25,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,42,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,99,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,England,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,22,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,12,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,11th,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,45,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Own-child,Black,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,52,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,12th,Married-civ-spouse,Other-service,Other-relative,White,Female,35,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,50,France,MoreThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,27,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,45,Yugoslavia,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,66,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,54,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,25,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -<18,Local-gov,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,35,Philippines,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K ->50,?,9th,Widowed,?,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Other,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,47,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,State-gov,Some-college,Separated,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,28,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,36,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,15,?,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Sales,Husband,White,Male,50,Mexico,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,9th,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,?,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,60,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,66,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,12,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,MoreThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,55,Canada,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,43,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,?,10th,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Separated,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Married-AF-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,Greece,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,10,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Iran,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Wife,White,Female,16,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Separated,Prof-specialty,Unmarried,White,Female,10,Canada,LessThan50K ->50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K ->50,Local-gov,12th,Widowed,Exec-managerial,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Widowed,Exec-managerial,Unmarried,White,Female,55,?,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,80,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,36,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,70,?,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,14,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,35,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,99,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,7th-8th,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,43,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,Other,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Federal-gov,12th,Married-civ-spouse,Armed-Forces,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,White,Female,50,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,?,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,60,United-States,LessThan50K -31-50,?,Assoc-voc,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,7,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,Mexico,LessThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Guatemala,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,5,United-States,LessThan50K ->50,?,Some-college,Married-spouse-absent,?,Not-in-family,White,Male,3,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,10th,Separated,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Other-relative,White,Female,50,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,1st-4th,Separated,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,Black,Male,35,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Not-in-family,Black,Female,24,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,9th,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Cuba,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,16,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,?,Masters,Divorced,?,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Other-relative,White,Female,45,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Other,Female,38,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,4,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,43,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,46,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,60,India,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,27,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,Black,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,24,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,56,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Prof-specialty,Own-child,Black,Female,2,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,Columbia,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Canada,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,63,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Farming-fishing,Unmarried,White,Male,36,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Priv-house-serv,Husband,White,Male,2,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,LessThan50K -18-21,Private,10th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Married-spouse-absent,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,?,Some-college,Divorced,?,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,30,Jamaica,LessThan50K -31-50,?,HS-grad,Widowed,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Canada,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Handlers-cleaners,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,Black,Female,35,United-States,LessThan50K ->50,State-gov,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,40,Honduras,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,23,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Tech-support,Not-in-family,White,Female,12,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,75,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,16,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,Ireland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Divorced,Other-service,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K ->50,?,1st-4th,Married-spouse-absent,?,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,16,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Other-relative,Black,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,Other,Male,30,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,60,Jamaica,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,55,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Local-gov,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,60,United-States,LessThan50K ->50,State-gov,7th-8th,Widowed,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,48,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,48,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Portugal,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,Mexico,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,Portugal,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,35,India,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,Poland,LessThan50K -22-30,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -22-30,Private,11th,Separated,Handlers-cleaners,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,50,Italy,MoreThan50K ->50,?,Masters,Never-married,?,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Widowed,Exec-managerial,Not-in-family,White,Female,67,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Male,55,United-States,LessThan50K -22-30,Local-gov,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,?,10th,Widowed,?,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,48,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,40,Ireland,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,8,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Female,35,South,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,12th,Separated,Sales,Unmarried,White,Female,34,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Wife,White,Female,28,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Wife,White,Female,45,Italy,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,7th-8th,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,35,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-AF-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,El-Salvador,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,MoreThan50K -18-21,Never-worked,Some-college,Never-married,?,Own-child,White,Male,4,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -<18,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,2,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Never-married,?,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Masters,Married-spouse-absent,Sales,Not-in-family,White,Female,80,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Prof-school,Divorced,?,Not-in-family,White,Male,5,United-States,LessThan50K ->50,Private,Assoc-voc,Separated,Exec-managerial,Unmarried,Black,Female,60,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Hong,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,?,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Unmarried,White,Male,5,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,1st-4th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,Yugoslavia,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Unmarried,Black,Male,15,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,35,England,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,Cuba,LessThan50K -31-50,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Unmarried,White,Female,12,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -<18,Local-gov,12th,Never-married,Adm-clerical,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Male,51,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Germany,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,9th,Never-married,Farming-fishing,Other-relative,Other,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,25,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,Iran,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Female,60,United-States,MoreThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,Germany,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,?,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Own-child,White,Male,45,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,60,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,France,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Transport-moving,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,Black,Male,45,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,55,?,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,30,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Male,35,China,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Other-service,Not-in-family,Black,Male,60,United-States,LessThan50K ->50,Private,10th,Widowed,Transport-moving,Unmarried,White,Female,40,Greece,LessThan50K -22-30,Private,7th-8th,Separated,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,State-gov,Doctorate,Married-spouse-absent,Prof-specialty,Unmarried,White,Male,64,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,?,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,48,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,54,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,54,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Husband,Other,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Canada,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-spouse-absent,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Tech-support,Not-in-family,White,Female,32,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-AF-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Male,39,United-States,LessThan50K ->50,Private,9th,Widowed,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,48,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Tech-support,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,60,United-States,MoreThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Priv-house-serv,Not-in-family,White,Female,15,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,Mexico,LessThan50K -18-21,Private,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,Guatemala,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Yugoslavia,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Sales,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,40,Canada,LessThan50K ->50,Federal-gov,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,?,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,8,United-States,LessThan50K -31-50,Private,7th-8th,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,32,Dominican-Republic,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Male,17,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Separated,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,90,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,?,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,25,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Priv-house-serv,Own-child,White,Female,32,El-Salvador,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Divorced,Exec-managerial,Own-child,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,46,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Tech-support,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Farming-fishing,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,80,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Own-child,White,Female,40,Cuba,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,8,Guatemala,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,LessThan50K ->50,?,12th,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,44,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Other,Male,49,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Widowed,Transport-moving,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,78,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,5,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,6,Germany,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,68,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,1st-4th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,28,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,32,United-States,LessThan50K ->50,?,Assoc-acdm,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,49,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,38,?,LessThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,72,?,LessThan50K ->50,Local-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,10th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,25,Iran,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,49,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,50,South,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,44,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,12th,Never-married,Sales,Other-relative,White,Female,40,Mexico,LessThan50K -18-21,?,12th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Greece,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,24,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,30,United-States,MoreThan50K -22-30,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,98,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,Taiwan,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,Hong,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Other-relative,Black,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Unmarried,Black,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,1st-4th,Never-married,Other-service,Own-child,Other,Male,35,Dominican-Republic,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Black,Female,25,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Male,11,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,36,?,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Divorced,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,64,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -<18,Self-emp-inc,10th,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,White,Female,50,Columbia,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,13,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Canada,MoreThan50K -<18,Private,7th-8th,Never-married,Sales,Own-child,White,Male,8,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,33,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Farming-fishing,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,MoreThan50K ->50,Private,Masters,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,China,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Female,32,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,30,Dominican-Republic,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,7th-8th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Portugal,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,MoreThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,Black,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Unmarried,Black,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Masters,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,24,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Not-in-family,White,Female,40,Ecuador,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Tech-support,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,40,England,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,58,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,?,Some-college,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,52,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,12th,Divorced,Other-service,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Unmarried,White,Male,40,El-Salvador,LessThan50K ->50,Self-emp-inc,Assoc-voc,Widowed,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,45,South,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Craft-repair,Not-in-family,White,Male,40,Guatemala,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Own-child,White,Male,53,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,10th,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,Mexico,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,18-21,China,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,12,England,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,44,United-States,MoreThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,25,Taiwan,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,65,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,11th,Divorced,Other-service,Own-child,White,Female,60,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K ->50,Local-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,Japan,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Other-relative,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Other-relative,White,Male,24,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,Mexico,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,Haiti,LessThan50K ->50,?,Assoc-voc,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,30,Philippines,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,Haiti,LessThan50K ->50,Private,11th,Never-married,Farming-fishing,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,45,Jamaica,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Iran,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,Black,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,Canada,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,?,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,50,Japan,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Black,Male,38,Jamaica,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Female,32,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,42,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,White,Female,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,14,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,Black,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,7th-8th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,11th,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,Amer-Indian-Eskimo,Male,75,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Widowed,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,?,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,36,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Other-relative,White,Male,25,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Husband,Black,Male,40,Jamaica,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,13,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,49,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,14,United-States,LessThan50K ->50,State-gov,10th,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,70,Italy,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,4,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,45,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,England,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -18-21,?,11th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,18-21,Columbia,LessThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,White,Male,45,Portugal,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Farming-fishing,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Widowed,Prof-specialty,Unmarried,White,Male,60,?,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Separated,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Farming-fishing,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Other,Female,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Other,Male,32,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Craft-repair,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Black,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Nicaragua,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Other,Male,37,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,40,Poland,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,25,Nicaragua,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,29,?,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,50,?,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,?,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,35,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,17,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,18-21,South,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,36,Jamaica,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,Dominican-Republic,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,88,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,Black,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,43,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,State-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,41,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,45,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,36,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Sales,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,South,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,70,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,Puerto-Rico,LessThan50K ->50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Transport-moving,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Federal-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,24,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Own-child,White,Female,50,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,India,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,MoreThan50K -31-50,State-gov,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Separated,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Separated,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,11th,Widowed,Other-service,Own-child,White,Female,47,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Not-in-family,White,Female,25,Ecuador,LessThan50K -22-30,Private,11th,Married-spouse-absent,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,75,United-States,LessThan50K ->50,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Greece,LessThan50K -22-30,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,66,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,11th,Divorced,Other-service,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Local-gov,Preschool,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,65,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,78,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Other-relative,White,Male,30,United-States,LessThan50K ->50,Private,12th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Other-relative,White,Female,36,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,Black,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,43,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,Italy,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,44,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Ireland,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,40,Guatemala,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,Germany,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,11th,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Protective-serv,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,55,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,50,Trinadad&Tobago,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,Iran,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,1,Vietnam,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,50,Taiwan,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,45,Mexico,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Unmarried,Black,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,Black,Male,40,?,LessThan50K -31-50,?,10th,Divorced,?,Not-in-family,White,Male,40,Columbia,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,?,7th-8th,Never-married,?,Not-in-family,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,England,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,8,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Sales,Own-child,Black,Female,37,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,99,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Dominican-Republic,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,13,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,Vietnam,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-spouse-absent,Other-service,Not-in-family,Black,Female,16,Jamaica,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Unmarried,White,Female,55,?,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Sales,Husband,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,27,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,45,China,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Wife,White,Female,48,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,Black,Male,48,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,70,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Unmarried,White,Female,25,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K ->50,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,32,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,England,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,Black,Male,45,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,12th,Widowed,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,Other,Male,40,Nicaragua,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Widowed,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Other,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,8,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Not-in-family,White,Male,5,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,54,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,25,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-spouse-absent,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,Black,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Other-relative,White,Female,40,Cuba,LessThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Wife,White,Female,40,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Wife,White,Female,8,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Divorced,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,Hungary,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,72,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,16,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,Mexico,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Tech-support,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,26,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,1st-4th,Separated,Machine-op-inspct,Own-child,White,Female,40,Guatemala,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Divorced,?,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Columbia,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,Asian-Pac-Islander,Female,40,South,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,84,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,45,South,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Cuba,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,White,Female,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,Black,Female,45,?,LessThan50K ->50,?,HS-grad,Divorced,?,Own-child,White,Male,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Protective-serv,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-AF-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Divorced,Sales,Not-in-family,White,Male,50,Cuba,MoreThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,38,China,MoreThan50K ->50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Other-relative,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,50,Poland,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Unmarried,Black,Female,6,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,32,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,England,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,25,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,40,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,24,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,Other,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,Canada,LessThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Other-service,Other-relative,White,Female,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,41,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-acdm,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,65,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Unmarried,White,Female,15,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,10th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,40,Jamaica,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Other,Female,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,England,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,White,Female,18-21,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,47,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,72,Canada,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-spouse-absent,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Male,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,Canada,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,6,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,25,Germany,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,?,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,45,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,11th,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,10th,Widowed,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-spouse-absent,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,6,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,8,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,France,LessThan50K -22-30,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Other-relative,Other,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Self-emp-inc,12th,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,10,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Transport-moving,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,14,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -22-30,?,Some-college,Married-AF-spouse,?,Husband,Black,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,MoreThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Sales,Unmarried,Black,Female,38,Germany,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Male,42,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Male,6,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Ireland,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,17,Honduras,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,Puerto-Rico,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,14,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,Mexico,MoreThan50K -22-30,State-gov,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Tech-support,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,84,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,Asian-Pac-Islander,Female,24,Germany,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,28,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,70,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,16,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,Other,Male,55,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,12,United-States,LessThan50K ->50,Self-emp-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,Italy,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Sales,Other-relative,White,Female,32,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,Black,Female,35,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,12th,Divorced,?,Not-in-family,White,Female,40,Canada,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,5,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,3,United-States,LessThan50K ->50,Self-emp-inc,10th,Widowed,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,El-Salvador,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,28,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Widowed,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,52,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,31,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -22-30,?,Assoc-acdm,Married-AF-spouse,?,Wife,White,Female,3,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Priv-house-serv,Own-child,White,Female,40,El-Salvador,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,38,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,32,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,Cuba,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,?,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,11th,Never-married,Sales,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,41,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Machine-op-inspct,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,53,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,6,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,30,El-Salvador,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,11,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,El-Salvador,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,35,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Wife,White,Female,2,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Puerto-Rico,LessThan50K -<18,Private,11th,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Divorced,Prof-specialty,Unmarried,Black,Female,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Tech-support,Other-relative,White,Female,38,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K -18-21,Private,9th,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,46,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -<18,?,9th,Never-married,?,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,Columbia,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,27,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,47,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Sales,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,16,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Assoc-acdm,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Taiwan,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Female,10,Poland,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Unmarried,White,Female,2,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Private,Doctorate,Separated,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,68,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,10th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,35,Mexico,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Divorced,Sales,Other-relative,White,Male,18-21,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,10,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Black,Female,37,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Craft-repair,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,Black,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Female,17,United-States,LessThan50K -22-30,?,11th,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,58,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,18-21,India,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Tech-support,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,50,China,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,Black,Female,30,United-States,LessThan50K -22-30,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Wife,Amer-Indian-Eskimo,Female,35,Mexico,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,10th,Never-married,Sales,Own-child,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Other-relative,White,Male,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,32,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Scotland,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,India,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -22-30,Local-gov,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,9th,Never-married,Other-service,Own-child,White,Female,44,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,Other,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,80,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,Black,Male,40,England,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,86,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Female,40,Columbia,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,Canada,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,12th,Separated,Machine-op-inspct,Other-relative,White,Female,40,Cuba,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,Other,Male,43,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,?,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Female,50,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Other-relative,White,Male,30,Mexico,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Priv-house-serv,Unmarried,Black,Female,4,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Other-relative,White,Female,16,Poland,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,65,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,24,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,44,United-States,MoreThan50K -22-30,Private,10th,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,65,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Asian-Pac-Islander,Female,35,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Separated,Sales,Not-in-family,White,Female,42,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,37,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,11th,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Female,5,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,38,El-Salvador,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,10th,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,41,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Separated,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Widowed,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Widowed,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Other-relative,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,36,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,Black,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,Black,Male,43,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,37,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Female,34,South,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,17,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,12th,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,85,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,10th,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,25,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,17,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,2,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,47,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,?,10th,Married-spouse-absent,?,Not-in-family,White,Female,5,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,32,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,55,Italy,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,52,Dominican-Republic,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,99,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Doctorate,Married-spouse-absent,Tech-support,Not-in-family,White,Male,18-21,?,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Separated,Adm-clerical,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,72,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Sales,Own-child,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,White,Female,30,?,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,50,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,10,India,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Separated,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Not-in-family,Black,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,75,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,LessThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,White,Female,40,Germany,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Handlers-cleaners,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Male,48,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Other,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,Black,Female,36,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,Black,Male,37,United-States,LessThan50K -22-30,Private,10th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Other-service,Not-in-family,Other,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,Black,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,39,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,State-gov,12th,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,40,El-Salvador,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Unmarried,White,Female,12,Poland,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,48,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,14,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,38,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Other-relative,White,Male,30,Mexico,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Sales,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,23,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,47,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,Peru,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Sales,Unmarried,Amer-Indian-Eskimo,Female,38,United-States,LessThan50K -22-30,Private,10th,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Other-relative,Black,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,13,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,48,United-States,LessThan50K -31-50,Private,9th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,El-Salvador,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Hungary,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Separated,?,Not-in-family,Asian-Pac-Islander,Male,4,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Japan,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Male,40,Nicaragua,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,Taiwan,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Black,Female,11,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Prof-school,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Masters,Separated,Prof-specialty,Not-in-family,White,Male,39,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Black,Female,52,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,16,Yugoslavia,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Transport-moving,Unmarried,White,Female,53,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Unmarried,Black,Female,33,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,49,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,7,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,34,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,43,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K ->50,Private,Masters,Separated,Exec-managerial,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,64,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Dominican-Republic,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,39,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,Philippines,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,England,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,47,United-States,LessThan50K -31-50,Private,Some-college,Separated,Transport-moving,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,35,Honduras,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,Black,Female,40,Haiti,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Not-in-family,White,Male,30,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,25,China,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Widowed,Prof-specialty,Unmarried,White,Female,18-21,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,50,United-States,MoreThan50K ->50,Local-gov,11th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,43,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Other-relative,Black,Female,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,Black,Female,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Other-relative,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Widowed,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,7th-8th,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,27,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,12,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Priv-house-serv,Not-in-family,White,Female,12,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,55,United-States,LessThan50K ->50,State-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Masters,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,52,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,Mexico,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,1st-4th,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,?,11th,Never-married,?,Own-child,Black,Male,24,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,72,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Other-relative,White,Male,48,Mexico,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,32,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Priv-house-serv,Wife,Other,Female,40,Dominican-Republic,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,85,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,99,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,Germany,MoreThan50K -31-50,State-gov,Assoc-voc,Married-spouse-absent,Protective-serv,Own-child,White,Female,40,Germany,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Protective-serv,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Protective-serv,Not-in-family,Black,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,42,Japan,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,Hong,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Adm-clerical,Husband,White,Male,52,Dominican-Republic,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,?,9th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,4,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Other-relative,Black,Male,65,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,Black,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,50,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,43,Mexico,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,36,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,85,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,Germany,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Separated,Tech-support,Not-in-family,White,Male,50,Columbia,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,80,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,Portugal,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Wife,White,Female,25,El-Salvador,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,6,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,?,HS-grad,Widowed,?,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,Canada,LessThan50K -<18,?,11th,Never-married,?,Own-child,Black,Male,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,32,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,48,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,Yugoslavia,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,Black,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,54,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,Guatemala,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,48,?,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Hungary,MoreThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Other-relative,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Sales,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Canada,LessThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Sales,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,56,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,36,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,Canada,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Italy,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,50,?,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-spouse-absent,Farming-fishing,Not-in-family,White,Female,18-21,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,56,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,Thailand,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,Doctorate,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,El-Salvador,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Greece,LessThan50K -18-21,Private,10th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Canada,MoreThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,53,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,45,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Adm-clerical,Not-in-family,White,Female,33,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Separated,Prof-specialty,Not-in-family,White,Male,35,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,65,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,9th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Other,Female,46,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,22,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Farming-fishing,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Guatemala,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Masters,Never-married,?,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,England,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,Ireland,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,77,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,State-gov,10th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,58,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,23,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Other-service,Unmarried,Black,Female,40,Scotland,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K -22-30,Local-gov,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Italy,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,52,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Transport-moving,Not-in-family,Black,Male,40,?,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,40,Peru,LessThan50K ->50,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Prof-specialty,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Not-in-family,White,Female,40,Dominican-Republic,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Craft-repair,Unmarried,White,Male,25,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Own-child,White,Male,40,?,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,56,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Separated,Machine-op-inspct,Unmarried,White,Female,35,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,18-21,England,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Sales,Own-child,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Female,30,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -<18,Private,10th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,35,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,LessThan50K -22-30,Private,5th-6th,Divorced,Other-service,Unmarried,Other,Female,18-21,Honduras,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,White,Male,30,El-Salvador,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,37,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Other,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,45,Mexico,LessThan50K -31-50,Local-gov,Doctorate,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,10,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,11th,Separated,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Not-in-family,White,Male,50,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,24,Outlying-US(Guam-USVI-etc),LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,95,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,55,United-States,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,?,Assoc-voc,Married-spouse-absent,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,33,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,1,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,Taiwan,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Federal-gov,1st-4th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Unmarried,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-spouse-absent,Prof-specialty,Other-relative,White,Male,35,Puerto-Rico,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,11th,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Female,40,India,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,Black,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Unmarried,White,Female,30,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,Other,Male,40,Puerto-Rico,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Columbia,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,10th,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,38,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Other-relative,Black,Male,15,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,35,Mexico,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,42,Italy,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,Black,Female,35,?,MoreThan50K ->50,Self-emp-inc,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,Black,Male,55,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,45,India,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,18-21,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,Germany,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Never-married,Prof-specialty,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,Ecuador,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Other-relative,Asian-Pac-Islander,Male,45,India,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,28,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,38,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,3,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,38,Puerto-Rico,LessThan50K -18-21,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,6,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Priv-house-serv,Own-child,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Own-child,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-AF-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Transport-moving,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,Black,Male,45,?,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-inc,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,34,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Italy,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Without-pay,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,44,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,38,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,12,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,30,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,?,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,Honduras,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,36,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,25,Philippines,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Sales,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,Poland,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,Black,Female,32,Jamaica,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -<18,Self-emp-inc,10th,Never-married,Sales,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,10th,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,22,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,85,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,5th-6th,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Separated,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,33,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Priv-house-serv,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,55,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,Black,Female,40,Honduras,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,6,United-States,LessThan50K -31-50,?,9th,Separated,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Federal-gov,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,5th-6th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,58,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,30,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Other,Male,60,South,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,Guatemala,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,30,United-States,LessThan50K ->50,Local-gov,7th-8th,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Philippines,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,?,HS-grad,Separated,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Own-child,White,Male,75,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Own-child,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Own-child,Black,Female,40,Dominican-Republic,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,99,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Local-gov,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-spouse-absent,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Other-relative,Black,Female,40,Honduras,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,9,United-States,LessThan50K ->50,Private,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,South,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,10th,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,11th,Separated,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,India,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,Puerto-Rico,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,35,Poland,LessThan50K -31-50,Self-emp-not-inc,10th,Never-married,Craft-repair,Not-in-family,Black,Male,32,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Cuba,MoreThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,6,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,4,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,55,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,?,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Separated,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,65,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Farming-fishing,Other-relative,White,Male,36,El-Salvador,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,13,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,State-gov,12th,Never-married,Transport-moving,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,75,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Separated,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,9th,Never-married,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,36,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,35,Hong,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,Germany,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,49,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,2,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Not-in-family,Asian-Pac-Islander,Female,40,Cambodia,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,36,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Other-relative,Other,Male,40,Ecuador,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Other-relative,Other,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Protective-serv,Own-child,White,Female,30,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,?,Some-college,Widowed,?,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Male,16,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,Other,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -31-50,Self-emp-inc,1st-4th,Married-civ-spouse,Sales,Husband,White,Male,60,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,6,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Local-gov,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,11th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,White,Female,1,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Transport-moving,Not-in-family,Black,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,25,Mexico,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Male,9,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,England,LessThan50K -31-50,Private,1st-4th,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,50,India,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,61,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,12th,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,10,Poland,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,11th,Separated,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -<18,Local-gov,12th,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,65,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Puerto-Rico,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,55,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,37,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Unmarried,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Cuba,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Other-service,Wife,White,Female,2,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Other,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,11th,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Farming-fishing,Not-in-family,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Separated,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,28,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,28,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,25,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,9,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Farming-fishing,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Separated,Other-service,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Sales,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Sales,Own-child,White,Male,48,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,44,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Nicaragua,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Other-relative,Black,Female,35,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Unmarried,White,Male,56,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,72,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Own-child,Other,Male,43,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,MoreThan50K -18-21,Private,10th,Never-married,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-AF-spouse,Craft-repair,Wife,Black,Female,42,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,Asian-Pac-Islander,Female,40,China,MoreThan50K -31-50,Self-emp-inc,11th,Married-civ-spouse,Sales,Husband,White,Male,60,Portugal,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Never-married,?,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Exec-managerial,Husband,White,Male,67,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,50,Italy,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Male,6,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,66,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,44,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,15,Germany,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Own-child,White,Male,32,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Separated,Exec-managerial,Unmarried,White,Female,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,99,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,Black,Male,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,32,China,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,State-gov,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Sales,Not-in-family,White,Male,49,El-Salvador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,32,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,Black,Male,6,England,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,35,Jamaica,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,47,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Other-relative,Black,Male,39,Haiti,LessThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Female,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,35,Vietnam,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,Other,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,13,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Own-child,Black,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,Cuba,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,46,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,31,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Other,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,3,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,38,Japan,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,?,LessThan50K -22-30,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,16,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,Mexico,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,78,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Separated,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,32,Mexico,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,45,?,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,36,?,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,53,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,36,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K ->50,Local-gov,Assoc-acdm,Widowed,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,Japan,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Japan,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Armed-Forces,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,45,India,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Male,30,Jamaica,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Unmarried,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,25,?,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,30,Hong,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Federal-gov,HS-grad,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,35,?,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Divorced,Transport-moving,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Priv-house-serv,Unmarried,Other,Female,35,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,Canada,LessThan50K ->50,State-gov,Doctorate,Widowed,Prof-specialty,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,32,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -<18,Private,11th,Never-married,Farming-fishing,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,27,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Mexico,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,24,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Female,35,United-States,LessThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Priv-house-serv,Own-child,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,56,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Own-child,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,8,India,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,30,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,60,South,LessThan50K -<18,Private,9th,Never-married,Sales,Own-child,Black,Male,22,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,6,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Separated,Prof-specialty,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Sales,Husband,Other,Male,49,Dominican-Republic,LessThan50K -<18,Private,9th,Never-married,Sales,Other-relative,Other,Female,32,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,12th,Never-married,Adm-clerical,Not-in-family,Black,Male,40,Haiti,LessThan50K ->50,Private,9th,Divorced,Priv-house-serv,Not-in-family,Black,Female,6,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,35,Puerto-Rico,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,12,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,76,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,9th,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,8,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Own-child,Black,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Own-child,Black,Male,56,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Wife,Other,Female,48,Guatemala,LessThan50K ->50,Private,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,6,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K -22-30,?,Some-college,Separated,?,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,India,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,Taiwan,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,14,Canada,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,53,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Other-relative,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,15,Haiti,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,Black,Male,40,Cuba,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,2,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,36,China,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,9,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,30,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,10,China,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,25,United-States,LessThan50K -22-30,State-gov,10th,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -<18,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Separated,Exec-managerial,Not-in-family,White,Male,25,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Other,Male,45,?,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,5th-6th,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K ->50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,18-21,China,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,England,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Transport-moving,Unmarried,Other,Male,40,El-Salvador,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Self-emp-inc,12th,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,80,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,25,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Adm-clerical,Husband,White,Male,84,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,?,9th,Divorced,?,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,Taiwan,LessThan50K -<18,?,11th,Never-married,?,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,Black,Male,48,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Female,2,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,?,MoreThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Without-pay,HS-grad,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Tech-support,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,Asian-Pac-Islander,Female,6,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,4,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Other-service,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,6,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Jamaica,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,45,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -<18,Self-emp-inc,9th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,France,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Assoc-voc,Separated,Priv-house-serv,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,9th,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Priv-house-serv,Other-relative,White,Female,40,?,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Female,22,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,59,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,60,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Unmarried,White,Male,30,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,99,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Separated,Other-service,Own-child,White,Female,11,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,6,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Masters,Widowed,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,9,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,Black,Male,35,Jamaica,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Farming-fishing,Unmarried,White,Female,14,United-States,LessThan50K ->50,State-gov,Some-college,Separated,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Craft-repair,Own-child,White,Female,16,United-States,LessThan50K -31-50,Local-gov,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,Black,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,24,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,17,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,England,LessThan50K ->50,?,HS-grad,Widowed,?,Other-relative,White,Female,8,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Transport-moving,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,?,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Own-child,White,Female,45,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,36,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,5,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Separated,Sales,Other-relative,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Separated,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Not-in-family,White,Female,10,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,18-21,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Female,60,South,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Divorced,Prof-specialty,Unmarried,Black,Male,36,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K ->50,Private,12th,Widowed,Machine-op-inspct,Other-relative,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,9,England,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,34,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Other-service,Other-relative,Other,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,1st-4th,Widowed,Farming-fishing,Not-in-family,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,52,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Divorced,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,Germany,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,60,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Other-relative,White,Female,50,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,30,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K ->50,Federal-gov,Some-college,Widowed,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,17,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,12,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,Nicaragua,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Male,18-21,?,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,?,7th-8th,Never-married,?,Not-in-family,White,Female,32,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,39,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,?,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,11th,Separated,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Wife,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,9th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Female,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Divorced,Farming-fishing,Unmarried,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Other,Male,50,United-States,LessThan50K -31-50,Private,9th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Dominican-Republic,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,91,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,?,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,MoreThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Priv-house-serv,Unmarried,Black,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Doctorate,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,Italy,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Unmarried,Other,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Married-civ-spouse,Armed-Forces,Husband,White,Male,40,?,MoreThan50K -<18,Private,11th,Never-married,Other-service,Other-relative,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,47,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,16,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Preschool,Never-married,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,48,Philippines,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Private,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,47,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Craft-repair,Other-relative,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,11th,Never-married,Other-service,Own-child,Other,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,6,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,9th,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,44,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Not-in-family,Black,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,11th,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,India,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,Germany,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,42,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,32,Haiti,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Never-worked,11th,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,12th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,?,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Own-child,Other,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Prof-specialty,Unmarried,Other,Female,35,Puerto-Rico,LessThan50K -31-50,Private,Preschool,Never-married,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,32,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,33,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,55,?,LessThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Other,Male,40,Mexico,LessThan50K -31-50,Local-gov,Assoc-voc,Widowed,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,?,LessThan50K -22-30,Private,Assoc-voc,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,7th-8th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,9th,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,36,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,30,Honduras,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Other,Male,40,Peru,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,16,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,56,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,52,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Handlers-cleaners,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Transport-moving,Unmarried,Black,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Unmarried,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,55,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Iran,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,90,South,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Priv-house-serv,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,Greece,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,9th,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,1st-4th,Married-civ-spouse,Other-service,Other-relative,White,Male,40,England,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,Dominican-Republic,LessThan50K -<18,Private,10th,Married-spouse-absent,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Adm-clerical,Unmarried,White,Female,16,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,38,United-States,MoreThan50K ->50,?,11th,Widowed,?,Other-relative,White,Female,16,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Puerto-Rico,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,28,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,10th,Widowed,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Local-gov,10th,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,42,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Priv-house-serv,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,62,England,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Other-relative,White,Male,40,Ireland,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,Other,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,1st-4th,Widowed,Other-service,Other-relative,White,Female,18-21,Mexico,LessThan50K ->50,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Tech-support,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,36,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Craft-repair,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,12,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Asian-Pac-Islander,Female,41,China,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Sales,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,MoreThan50K -31-50,Self-emp-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Private,11th,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,10,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,40,Poland,LessThan50K -22-30,Self-emp-not-inc,10th,Never-married,Exec-managerial,Not-in-family,White,Male,75,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Local-gov,11th,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,27,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,48,?,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Other-service,Not-in-family,White,Male,40,Ecuador,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,44,United-States,MoreThan50K -22-30,Private,12th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,34,United-States,LessThan50K -31-50,State-gov,Bachelors,Separated,Exec-managerial,Unmarried,Black,Female,38,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,39,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Puerto-Rico,MoreThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Sales,Own-child,Black,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,?,LessThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,Black,Male,22,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,60,United-States,LessThan50K -31-50,Local-gov,11th,Divorced,Handlers-cleaners,Unmarried,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,52,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,35,Germany,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,Jamaica,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Adm-clerical,Unmarried,Black,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,Black,Female,60,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Wife,Asian-Pac-Islander,Female,37,Philippines,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,12th,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Machine-op-inspct,Not-in-family,White,Female,45,Poland,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Other-relative,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Widowed,Prof-specialty,Unmarried,Black,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,50,Iran,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,5th-6th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,44,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,12th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Italy,LessThan50K -22-30,Private,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,1st-4th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,50,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Transport-moving,Husband,White,Male,5,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,30,?,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,12th,Separated,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Never-married,Other-service,Not-in-family,Black,Female,40,Trinadad&Tobago,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,12,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,14,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,45,?,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,32,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Other,Female,40,Columbia,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Local-gov,10th,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,63,?,MoreThan50K -22-30,?,Some-college,Divorced,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Other,Male,24,Peru,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,84,Japan,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Own-child,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,Puerto-Rico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Prof-specialty,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,Black,Female,60,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Mexico,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,90,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,?,11th,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Other,Male,55,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,35,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,8,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,?,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,5,?,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Black,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,35,Mexico,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,45,Philippines,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,30,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,30,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,35,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Never-married,Exec-managerial,Not-in-family,Black,Female,40,Germany,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Unmarried,White,Male,66,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Separated,Transport-moving,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,29,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,Black,Female,38,Jamaica,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Unmarried,Amer-Indian-Eskimo,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Transport-moving,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Not-in-family,White,Male,10,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,59,Canada,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Male,40,Honduras,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,9th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -18-21,Never-worked,11th,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,37,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,11th,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,24,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Mexico,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,25,India,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,10th,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,Peru,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,MoreThan50K -31-50,?,HS-grad,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,13,United-States,MoreThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,Germany,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,Black,Male,30,Ecuador,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Other-service,Unmarried,White,Female,13,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,30,England,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,77,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,99,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,90,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,15,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,India,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,27,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -<18,?,12th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Italy,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,Black,Male,40,Haiti,LessThan50K -22-30,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Unmarried,Black,Male,35,United-States,LessThan50K ->50,Private,11th,Separated,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,Canada,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Widowed,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,11th,Widowed,Other-service,Unmarried,Other,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,3,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Machine-op-inspct,Unmarried,White,Female,40,Dominican-Republic,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,Canada,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Sales,Own-child,Black,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Divorced,Protective-serv,Unmarried,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,England,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,32,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,White,Female,40,France,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K -22-30,Private,12th,Married-spouse-absent,Transport-moving,Unmarried,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Hong,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,White,Female,25,Nicaragua,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K ->50,State-gov,11th,Widowed,Other-service,Unmarried,White,Female,32,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,40,Mexico,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,Cuba,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Male,35,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Male,50,?,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,12,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,7th-8th,Separated,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Adm-clerical,Not-in-family,White,Female,35,Cuba,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,50,Columbia,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Wife,White,Female,40,Mexico,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Female,6,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,40,Portugal,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,Canada,LessThan50K -22-30,State-gov,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Wife,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Separated,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,Columbia,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Female,40,Vietnam,LessThan50K ->50,Private,9th,Widowed,Exec-managerial,Not-in-family,Black,Male,65,United-States,LessThan50K -31-50,Self-emp-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,?,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,28,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,52,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -<18,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Protective-serv,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Wife,Black,Female,18-21,Haiti,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,11th,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,35,United-States,LessThan50K -18-21,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,60,United-States,LessThan50K -31-50,?,10th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K ->50,?,1st-4th,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,11th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Married-spouse-absent,Other-service,Other-relative,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,45,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Adm-clerical,Not-in-family,Black,Female,47,Jamaica,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Priv-house-serv,Other-relative,White,Female,35,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,35,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -31-50,Federal-gov,Masters,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,53,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,1st-4th,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Other-relative,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,?,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,30,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,13,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,South,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Yugoslavia,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Self-emp-inc,9th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Priv-house-serv,Other-relative,Black,Female,60,Jamaica,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,Mexico,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Unmarried,Black,Female,28,?,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,44,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,56,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,?,10th,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,49,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,Hungary,LessThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Black,Female,40,Jamaica,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Male,22,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Armed-Forces,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,England,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,3,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Ecuador,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,16,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,10th,Widowed,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,9th,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Mexico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Puerto-Rico,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Not-in-family,Asian-Pac-Islander,Female,37,Taiwan,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,Black,Female,40,Puerto-Rico,LessThan50K -31-50,Private,12th,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,50,Taiwan,LessThan50K -18-21,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Other-relative,White,Male,40,Guatemala,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Wife,Black,Female,50,Jamaica,MoreThan50K -22-30,State-gov,Assoc-voc,Married-AF-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Female,28,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Hungary,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,MoreThan50K -31-50,State-gov,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Priv-house-serv,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,Germany,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Transport-moving,Other-relative,White,Male,10,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,14,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,38,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,Canada,MoreThan50K ->50,State-gov,HS-grad,Widowed,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Other,Male,40,?,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Own-child,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,MoreThan50K -31-50,Private,11th,Never-married,Other-service,Own-child,White,Male,30,Poland,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,16,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,32,Canada,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Preschool,Married-civ-spouse,?,Wife,White,Female,40,Mexico,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Prof-school,Divorced,Tech-support,Unmarried,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Divorced,Machine-op-inspct,Not-in-family,Black,Male,39,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,85,United-States,MoreThan50K ->50,Private,11th,Widowed,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,35,Philippines,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,99,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,38,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,India,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Priv-house-serv,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,18-21,Vietnam,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Craft-repair,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Own-child,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,54,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-spouse-absent,Sales,Not-in-family,Asian-Pac-Islander,Male,50,India,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,El-Salvador,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Dominican-Republic,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Transport-moving,Unmarried,White,Male,30,Columbia,LessThan50K ->50,?,Some-college,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,49,Haiti,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Yugoslavia,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,State-gov,10th,Widowed,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Own-child,Black,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,15,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,35,Germany,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,12th,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,10th,Separated,Exec-managerial,Unmarried,White,Female,15,Ecuador,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,65,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,3,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,48,South,LessThan50K ->50,Private,11th,Separated,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-AF-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Never-married,Sales,Not-in-family,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,Ecuador,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Other-relative,White,Female,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,55,Germany,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,84,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,12,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,96,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,9,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Divorced,Other-service,Not-in-family,White,Male,30,?,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,1st-4th,Never-married,?,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,England,MoreThan50K -22-30,Private,Preschool,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Own-child,Black,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,99,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,57,United-States,LessThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,90,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Columbia,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Other-relative,Black,Male,40,Haiti,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Black,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-spouse-absent,Other-service,Not-in-family,White,Male,25,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,18-21,Puerto-Rico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-inc,10th,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Iran,MoreThan50K -31-50,Private,Some-college,Separated,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,State-gov,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Other-relative,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Sales,Not-in-family,Asian-Pac-Islander,Male,60,Japan,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Never-married,Craft-repair,Unmarried,White,Male,47,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,45,?,MoreThan50K -22-30,Private,7th-8th,Separated,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,El-Salvador,LessThan50K ->50,Local-gov,Assoc-voc,Separated,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Cuba,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,60,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,56,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,65,Greece,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,10th,Widowed,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Farming-fishing,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,Mexico,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Female,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,9th,Married-civ-spouse,Sales,Wife,White,Female,70,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,Some-college,Divorced,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,50,?,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Unmarried,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K ->50,Self-emp-not-inc,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,50,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,4,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,36,Canada,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Female,40,Puerto-Rico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,65,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,25,?,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Other-service,Not-in-family,White,Female,40,?,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,?,Bachelors,Divorced,?,Not-in-family,White,Female,8,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,44,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Unmarried,White,Female,45,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,23,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,28,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,?,9th,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Italy,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Italy,MoreThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,Portugal,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Female,40,Ireland,LessThan50K -22-30,Private,Assoc-voc,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,55,Mexico,LessThan50K -22-30,State-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-inc,7th-8th,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,55,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,Other,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,42,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,48,Mexico,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,15,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,50,Thailand,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Own-child,White,Female,55,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Sales,Unmarried,Black,Female,30,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,Mexico,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Tech-support,Own-child,White,Female,25,?,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Wife,White,Female,45,Germany,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Own-child,Other,Female,22,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Other-relative,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Female,40,Trinadad&Tobago,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,50,Trinadad&Tobago,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,45,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Married-spouse-absent,Other-service,Own-child,Other,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,16,Japan,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,70,United-States,MoreThan50K -22-30,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Priv-house-serv,Wife,White,Female,6,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Other-service,Unmarried,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,?,MoreThan50K -22-30,Private,11th,Separated,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,44,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Male,44,Philippines,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,48,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,39,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,30,China,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,53,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,44,United-States,LessThan50K -18-21,Private,9th,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Separated,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Separated,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Other-service,Own-child,Black,Female,18-21,Jamaica,LessThan50K -18-21,Private,9th,Never-married,Exec-managerial,Other-relative,White,Female,40,Mexico,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,45,India,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,70,?,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Unmarried,Black,Female,36,Jamaica,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,50,India,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,12th,Divorced,Transport-moving,Not-in-family,White,Male,84,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,16,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-spouse-absent,Prof-specialty,Other-relative,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,48,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,England,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,32,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,60,United-States,MoreThan50K -31-50,Private,11th,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Transport-moving,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,36,United-States,LessThan50K -22-30,?,Assoc-voc,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,16,United-States,LessThan50K ->50,Private,10th,Divorced,Transport-moving,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Other-relative,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Other-service,Not-in-family,White,Male,25,El-Salvador,LessThan50K ->50,Self-emp-inc,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,12,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,80,Philippines,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Guatemala,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Transport-moving,Wife,White,Female,15,Germany,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,75,Mexico,MoreThan50K ->50,Private,Bachelors,Widowed,Farming-fishing,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,2,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Other,Male,38,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Germany,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Female,25,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,41,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,6,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Transport-moving,Not-in-family,Other,Male,48,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Japan,MoreThan50K ->50,Self-emp-not-inc,Masters,Divorced,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Female,35,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,59,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Separated,Sales,Unmarried,Black,Male,2,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,60,England,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Priv-house-serv,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,60,Cuba,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,Asian-Pac-Islander,Female,12,South,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,10,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Own-child,Black,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -18-21,?,9th,Never-married,?,Own-child,White,Male,42,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Japan,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,7,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Other,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,Amer-Indian-Eskimo,Female,48,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Separated,Transport-moving,Not-in-family,White,Male,90,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,42,France,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K ->50,State-gov,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,65,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Other-relative,Black,Male,52,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,25,Germany,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,17,United-States,LessThan50K -31-50,?,Some-college,Widowed,?,Unmarried,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,35,Japan,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,51,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,80,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Other-service,Other-relative,White,Male,25,El-Salvador,LessThan50K -31-50,Private,HS-grad,Widowed,Farming-fishing,Unmarried,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,?,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Columbia,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,32,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Female,23,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,25,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Without-pay,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,10,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,38,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,37,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Sales,Not-in-family,Black,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,60,Philippines,MoreThan50K ->50,Self-emp-not-inc,1st-4th,Divorced,Craft-repair,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,30,?,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,18-21,Iran,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Other,Female,35,El-Salvador,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Other-relative,Other,Male,48,Guatemala,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,84,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Male,32,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,Ecuador,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,50,?,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,Black,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,54,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,39,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,3,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K ->50,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,30,Nicaragua,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,55,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,Ireland,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,5th-6th,Married-spouse-absent,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,12th,Never-married,Priv-house-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,45,Thailand,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Transport-moving,Not-in-family,Black,Male,30,Jamaica,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -18-21,Private,10th,Separated,Sales,Unmarried,Black,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Separated,Adm-clerical,Own-child,White,Male,40,Cuba,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,?,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,65,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Tech-support,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,12th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,16,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,Black,Female,36,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Greece,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,LessThan50K -31-50,?,11th,Separated,?,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,44,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,South,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,45,United-States,LessThan50K -18-21,Private,11th,Never-married,Exec-managerial,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,15,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Female,50,Haiti,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K ->50,?,1st-4th,Never-married,?,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Private,12th,Divorced,Priv-house-serv,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,Columbia,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,8,United-States,LessThan50K ->50,Private,Bachelors,Married-spouse-absent,Other-service,Other-relative,Black,Female,40,Haiti,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,State-gov,12th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Never-married,Farming-fishing,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Other-service,Not-in-family,Black,Female,60,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,Peru,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,?,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,75,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,10th,Separated,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Never-worked,HS-grad,Married-civ-spouse,?,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,55,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,El-Salvador,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,49,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,24,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Prof-school,Divorced,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Married-AF-spouse,Adm-clerical,Wife,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,30,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K ->50,?,10th,Widowed,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Dominican-Republic,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,5,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,37,United-States,LessThan50K ->50,State-gov,Assoc-voc,Widowed,Other-service,Not-in-family,Black,Female,37,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,41,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,42,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Other,Male,35,United-States,MoreThan50K -<18,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,5th-6th,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,65,United-States,LessThan50K -22-30,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,Other,Male,25,Columbia,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,Yugoslavia,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,41,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,52,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,35,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Masters,Divorced,?,Not-in-family,White,Male,1,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,54,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,43,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Unmarried,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Columbia,LessThan50K -31-50,State-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,60,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,52,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,16,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Separated,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Without-pay,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,Prof-school,Never-married,?,Not-in-family,White,Male,80,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,24,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Hong,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Other,Male,40,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,Portugal,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,48,El-Salvador,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Italy,LessThan50K -<18,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,?,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,80,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,Other,Male,50,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Protective-serv,Unmarried,White,Female,23,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,17,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Widowed,Prof-specialty,Not-in-family,White,Male,2,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,Black,Male,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,28,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,80,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Local-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,90,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,22,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Female,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,6,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,38,?,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,46,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,59,?,MoreThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,Scotland,LessThan50K -31-50,?,12th,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,Mexico,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,6,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,9,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,Cuba,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Divorced,?,Unmarried,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,32,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,15,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Male,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Holand-Netherlands,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,25,?,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Peru,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,13,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,White,Female,30,Portugal,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,England,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,70,Jamaica,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,99,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,48,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Divorced,Protective-serv,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,22,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,11th,Married-civ-spouse,?,Wife,White,Female,16,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,Other,Male,84,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,50,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Canada,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Poland,LessThan50K -18-21,Private,9th,Never-married,Other-service,Unmarried,White,Male,35,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Other-relative,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Separated,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Italy,LessThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Female,50,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,MoreThan50K ->50,?,10th,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,7th-8th,Never-married,Other-service,Own-child,White,Female,7,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Tech-support,Own-child,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,?,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,36,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,15,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,5,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,England,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Unmarried,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-acdm,Divorced,?,Not-in-family,White,Female,45,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Unmarried,Black,Male,32,United-States,LessThan50K -31-50,Private,10th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Divorced,Craft-repair,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,70,Iran,LessThan50K -22-30,Private,Bachelors,Never-married,Priv-house-serv,Not-in-family,White,Female,40,France,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,7th-8th,Divorced,?,Not-in-family,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -31-50,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,64,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,28,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Germany,MoreThan50K -22-30,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,99,England,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,34,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,Canada,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,10,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,Vietnam,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,70,Iran,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,LessThan50K ->50,?,Some-college,Separated,?,Other-relative,White,Female,99,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,MoreThan50K -31-50,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Local-gov,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,12th,Widowed,Machine-op-inspct,Unmarried,White,Female,40,Italy,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Private,11th,Divorced,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,47,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,28,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Other-relative,White,Male,16,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,15,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Never-married,Craft-repair,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,45,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Widowed,Craft-repair,Unmarried,White,Female,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,Germany,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,35,United-States,MoreThan50K -22-30,Local-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,LessThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,Germany,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,62,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,Black,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,9th,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Assoc-acdm,Widowed,Other-service,Not-in-family,White,Female,7,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,Black,Female,30,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Sales,Unmarried,White,Female,40,Cuba,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,30,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Jamaica,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Never-married,Sales,Not-in-family,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,62,Canada,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,12,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,Other,Female,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,?,10th,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,10,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,Ireland,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Priv-house-serv,Wife,White,Female,18-21,United-States,MoreThan50K -<18,Private,11th,Never-married,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,Ireland,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Tech-support,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -18-21,Private,10th,Separated,Sales,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Never-married,Handlers-cleaners,Own-child,White,Male,40,El-Salvador,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,96,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,Other,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,30,United-States,MoreThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,Canada,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,60,?,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,17,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Own-child,Asian-Pac-Islander,Female,15,Taiwan,LessThan50K ->50,Private,11th,Married-spouse-absent,Other-service,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,52,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,27,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,Germany,MoreThan50K ->50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,30,Mexico,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,25,Thailand,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Italy,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Priv-house-serv,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,37,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Puerto-Rico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,38,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,38,Mexico,LessThan50K -22-30,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,17,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,99,United-States,MoreThan50K ->50,?,9th,Divorced,?,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,?,MoreThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,62,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-spouse-absent,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,43,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Male,40,Dominican-Republic,LessThan50K ->50,?,Preschool,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,MoreThan50K -18-21,Private,Bachelors,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,8,United-States,LessThan50K ->50,Local-gov,10th,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,12th,Never-married,Sales,Own-child,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Not-in-family,White,Female,26,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,India,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,35,Laos,LessThan50K ->50,Local-gov,7th-8th,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,75,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,11th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Wife,Other,Female,48,?,LessThan50K ->50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Separated,Tech-support,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-AF-spouse,Other-service,Other-relative,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,Cuba,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Other,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,36,United-States,LessThan50K ->50,Private,Some-college,Separated,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Italy,MoreThan50K -18-21,Local-gov,7th-8th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,3,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,58,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,30,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,52,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,1st-4th,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,35,Puerto-Rico,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Other-service,Own-child,White,Female,4,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,6,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,4,Mexico,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Other,Male,40,India,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Masters,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,25,United-States,LessThan50K -22-30,?,10th,Separated,?,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Hong,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Male,42,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,84,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Other-relative,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,36,Iran,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,Puerto-Rico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,26,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Transport-moving,Unmarried,Other,Male,18-21,El-Salvador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Female,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,75,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,24,United-States,MoreThan50K ->50,Local-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,28,Haiti,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,55,Jamaica,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,9th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Priv-house-serv,Not-in-family,Other,Female,35,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Black,Male,37,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,12,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,3,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,10,Canada,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Other-relative,White,Female,8,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,10th,Divorced,Handlers-cleaners,Unmarried,White,Female,58,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,80,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,10th,Widowed,Other-service,Not-in-family,White,Female,25,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -<18,State-gov,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,36,Portugal,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,10,China,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Other-relative,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,60,Iran,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,England,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,11th,Never-married,Priv-house-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,18-21,Hungary,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Armed-Forces,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,35,South,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,18-21,Greece,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Male,52,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -<18,Self-emp-inc,10th,Never-married,Other-service,Own-child,White,Male,4,United-States,LessThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,Black,Female,40,Jamaica,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Bachelors,Never-married,?,Own-child,Black,Female,40,Jamaica,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,3,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,75,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Not-in-family,White,Male,40,Hong,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Handlers-cleaners,Other-relative,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,Jamaica,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,Black,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K ->50,State-gov,Assoc-voc,Widowed,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Female,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,Black,Female,36,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,?,11th,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,56,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,9th,Married-spouse-absent,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,30,China,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,?,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,18-21,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Tech-support,Own-child,White,Female,24,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,14,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Separated,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Male,40,Ecuador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,State-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,13,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Separated,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-spouse-absent,Other-service,Not-in-family,White,Male,60,?,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Priv-house-serv,Not-in-family,White,Female,40,Guatemala,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Other,Female,40,India,MoreThan50K -31-50,Private,9th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,46,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,50,Germany,MoreThan50K -22-30,Private,Masters,Never-married,Tech-support,Other-relative,White,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,24,United-States,LessThan50K ->50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Unmarried,White,Female,40,?,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,41,United-States,MoreThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,France,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Male,30,Hong,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Unmarried,White,Male,45,United-States,LessThan50K ->50,?,1st-4th,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Wife,Black,Female,75,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,Puerto-Rico,LessThan50K ->50,Private,12th,Divorced,Transport-moving,Unmarried,Black,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Farming-fishing,Other-relative,White,Male,60,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,50,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,48,Taiwan,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Ecuador,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,State-gov,HS-grad,Widowed,Other-service,Unmarried,White,Female,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,9th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,State-gov,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,10th,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,Canada,MoreThan50K -22-30,?,10th,Separated,?,Other-relative,White,Female,40,Puerto-Rico,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,36,Poland,LessThan50K -31-50,Private,Some-college,Divorced,Farming-fishing,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,12th,Separated,?,Unmarried,Black,Female,53,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,42,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,32,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,54,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,45,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Other-service,Wife,White,Female,15,Mexico,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,56,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Black,Female,35,Jamaica,LessThan50K -31-50,State-gov,9th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Female,42,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Female,25,United-States,LessThan50K ->50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,39,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,18-21,Germany,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,77,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Male,40,Jamaica,LessThan50K -18-21,Private,10th,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Ireland,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,MoreThan50K -22-30,Private,Some-college,Married-AF-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,60,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,28,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,46,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,49,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,75,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,Canada,LessThan50K ->50,State-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,44,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,18-21,Trinadad&Tobago,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,56,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,State-gov,7th-8th,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Some-college,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Sales,Unmarried,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Male,35,Mexico,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,53,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,52,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Other-relative,Black,Male,40,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,India,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,28,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,?,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,9th,Separated,?,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,50,Mexico,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Other,Male,32,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,37,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Own-child,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,?,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,10th,Separated,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,Black,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,24,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,9th,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Priv-house-serv,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Own-child,White,Male,72,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,Black,Male,15,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Sales,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,12th,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Handlers-cleaners,Unmarried,White,Male,40,Peru,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Black,Male,35,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Prof-school,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,65,?,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,50,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,Columbia,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Peru,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,5,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Tech-support,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,White,Male,48,Germany,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,24,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,10,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,85,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,30,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,?,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,23,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Portugal,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Honduras,MoreThan50K -31-50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Widowed,Prof-specialty,Unmarried,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,52,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,41,United-States,MoreThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,England,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,30,Vietnam,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,9th,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Bachelors,Never-married,?,Own-child,Asian-Pac-Islander,Male,80,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,32,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Separated,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Priv-house-serv,Unmarried,White,Female,35,Nicaragua,LessThan50K -<18,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Poland,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Own-child,White,Female,28,United-States,LessThan50K ->50,Federal-gov,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,1st-4th,Separated,Other-service,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,4,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,40,Jamaica,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,5,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,80,United-States,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,51,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,70,South,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Never-married,Farming-fishing,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,30,?,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,13,?,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,80,France,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,48,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -<18,Private,12th,Never-married,Prof-specialty,Own-child,White,Male,7,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Canada,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Own-child,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Other-relative,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,9th,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Other-service,Unmarried,White,Female,17,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Wife,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Other-relative,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,El-Salvador,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Without-pay,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Other-service,Unmarried,Black,Male,25,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,Germany,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,3,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,84,United-States,LessThan50K -22-30,?,10th,Never-married,?,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,Cuba,LessThan50K -31-50,Private,11th,Married-spouse-absent,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Male,40,India,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,England,MoreThan50K ->50,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,White,Female,35,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -22-30,Private,11th,Widowed,Sales,Own-child,Black,Female,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Tech-support,Unmarried,White,Male,36,United-States,MoreThan50K -22-30,?,Assoc-voc,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,South,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Assoc-voc,Never-married,?,Own-child,Black,Female,15,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,Taiwan,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,34,Germany,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-spouse-absent,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,47,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Greece,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Philippines,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,Peru,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Own-child,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Tech-support,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,90,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,Dominican-Republic,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,26,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K ->50,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,35,Mexico,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,10th,Widowed,Exec-managerial,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,99,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,28,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,35,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,43,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,44,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,16,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,43,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,28,?,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Not-in-family,Black,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,11th,Married-civ-spouse,Prof-specialty,Wife,Black,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,22,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,Poland,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,Black,Male,9,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,33,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Taiwan,MoreThan50K ->50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,52,United-States,LessThan50K ->50,State-gov,Doctorate,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,37,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,45,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Unmarried,Black,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Yugoslavia,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,56,England,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Other-relative,Black,Female,38,United-States,MoreThan50K ->50,Private,Masters,Divorced,Other-service,Not-in-family,Black,Female,18-21,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Never-married,Handlers-cleaners,Other-relative,Black,Male,37,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,38,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Japan,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,5th-6th,Divorced,Other-service,Not-in-family,White,Male,37,Cuba,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,48,South,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Separated,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Thailand,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-AF-spouse,Craft-repair,Husband,White,Male,28,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,9th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,32,Philippines,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Farming-fishing,Other-relative,White,Male,16,Mexico,LessThan50K -31-50,?,Some-college,Widowed,?,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,Black,Female,44,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Other-service,Own-child,Black,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Other-service,Other-relative,Black,Female,45,Haiti,LessThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Other-relative,White,Male,12,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Priv-house-serv,Not-in-family,Black,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,75,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,9th,Never-married,Other-service,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Female,25,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Other-relative,White,Male,10,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,16,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,India,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Sales,Unmarried,Black,Female,40,Haiti,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,64,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Farming-fishing,Unmarried,White,Female,45,United-States,LessThan50K ->50,?,7th-8th,Never-married,?,Not-in-family,White,Male,4,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Prof-specialty,Other-relative,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,22,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Other-service,Own-child,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,48,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Some-college,Divorced,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Mexico,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Black,Male,36,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Greece,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,Greece,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Sales,Not-in-family,White,Male,90,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Private,12th,Divorced,Transport-moving,Other-relative,Black,Male,35,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Sales,Unmarried,White,Female,70,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,35,Philippines,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -31-50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,6,Mexico,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,4,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,England,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,41,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,United-States,MoreThan50K ->50,Private,5th-6th,Never-married,Other-service,Not-in-family,White,Male,40,Cuba,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Male,65,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,37,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,?,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Priv-house-serv,Not-in-family,Black,Female,36,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,28,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Married-civ-spouse,Sales,Other-relative,White,Female,50,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,Black,Male,64,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,35,Haiti,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,49,United-States,MoreThan50K ->50,Private,10th,Widowed,Other-service,Not-in-family,White,Female,31,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Separated,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Transport-moving,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,2,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Private,11th,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,El-Salvador,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Transport-moving,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Other-relative,White,Male,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,Portugal,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,Black,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Male,55,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,Other,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,?,9th,Married-civ-spouse,?,Husband,White,Male,10,Mexico,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Transport-moving,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Female,40,Portugal,LessThan50K -<18,Private,11th,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,MoreThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,84,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,38,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,44,Japan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Asian-Pac-Islander,Female,38,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,64,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,England,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,Black,Male,37,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Other-relative,Asian-Pac-Islander,Female,40,Greece,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,11th,Divorced,?,Own-child,White,Male,53,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,16,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,?,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -18-21,?,12th,Never-married,?,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,Black,Male,42,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,45,Mexico,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Male,70,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Other-relative,White,Female,40,El-Salvador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Never-married,?,Unmarried,White,Female,45,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,52,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,Black,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -18-21,Private,Bachelors,Married-civ-spouse,Sales,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,24,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Mexico,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,22,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,48,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,9th,Never-married,Other-service,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Scotland,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,28,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,18-21,India,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Federal-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,85,England,MoreThan50K -31-50,Private,11th,Divorced,Sales,Unmarried,White,Male,50,Mexico,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,4,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Japan,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,11th,Separated,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,56,United-States,MoreThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Male,43,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,17,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,7th-8th,Married-spouse-absent,?,Not-in-family,White,Female,35,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K -18-21,?,7th-8th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,97,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -18-21,Self-emp-inc,12th,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Married-spouse-absent,Other-service,Other-relative,White,Male,35,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,12th,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,Dominican-Republic,LessThan50K -22-30,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Self-emp-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,France,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Male,2,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Other-relative,White,Female,35,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,12th,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,64,Philippines,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,Iran,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,30,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Separated,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,7,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,48,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K ->50,?,11th,Married-civ-spouse,?,Husband,White,Male,3,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Other-relative,White,Female,18-21,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,Canada,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,?,Assoc-acdm,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,39,Cuba,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,44,United-States,LessThan50K ->50,?,12th,Married-civ-spouse,?,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,10,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,63,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,84,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,15,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Own-child,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,?,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,7,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K ->50,Federal-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Separated,Transport-moving,Unmarried,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,Ecuador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,45,Japan,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Sales,Unmarried,Black,Female,42,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,26,?,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Other-relative,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,25,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,7,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,9,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,Mexico,LessThan50K ->50,Private,HS-grad,Widowed,Protective-serv,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Divorced,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,17,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,25,Ecuador,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Married-spouse-absent,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,47,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Unmarried,White,Male,48,Guatemala,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Greece,MoreThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,38,Jamaica,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,?,11th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,17,Taiwan,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,Cuba,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,?,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,45,United-States,LessThan50K ->50,?,Assoc-voc,Separated,?,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,24,United-States,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,34,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Female,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,43,United-States,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,6,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Exec-managerial,Unmarried,White,Female,36,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,12,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Wife,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,60,United-States,LessThan50K -18-21,Private,12th,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,Iran,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Other-relative,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Sales,Husband,White,Male,40,Italy,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,46,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Male,17,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Other-service,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,11th,Divorced,Sales,Not-in-family,White,Male,43,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Guatemala,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,?,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,Germany,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,48,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,32,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,State-gov,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Federal-gov,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,50,Japan,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Farming-fishing,Not-in-family,White,Male,99,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,State-gov,12th,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Own-child,White,Male,26,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Widowed,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,33,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,12th,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,15,Mexico,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,8,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,13,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Sales,Other-relative,Black,Female,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Sales,Unmarried,Black,Female,17,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,30,?,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,70,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Craft-repair,Not-in-family,Other,Male,40,?,MoreThan50K ->50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Priv-house-serv,Not-in-family,Black,Female,15,United-States,LessThan50K -31-50,Private,10th,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,5,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,White,Female,12,Cuba,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,12th,Married-civ-spouse,Sales,Husband,Other,Male,98,Dominican-Republic,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,Black,Female,4,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,Black,Female,60,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,9th,Separated,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Unmarried,White,Female,48,El-Salvador,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Priv-house-serv,Unmarried,White,Female,50,Puerto-Rico,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,4,Greece,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,Mexico,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Other,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Other,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,65,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,11th,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Widowed,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Puerto-Rico,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Other,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,44,Ireland,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,Haiti,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,98,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,45,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,14,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Female,16,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Divorced,Adm-clerical,Other-relative,Black,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,56,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Canada,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,7th-8th,Never-married,Other-service,Other-relative,White,Female,99,Mexico,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,45,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Machine-op-inspct,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,48,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,Some-college,Never-married,Prof-specialty,Other-relative,White,Female,11,United-States,LessThan50K -31-50,Private,11th,Never-married,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,Poland,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,12th,Widowed,Handlers-cleaners,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,Puerto-Rico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,Puerto-Rico,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,9,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Masters,Never-married,?,Unmarried,Asian-Pac-Islander,Male,18-21,Taiwan,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Unmarried,White,Female,70,United-States,LessThan50K -18-21,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Tech-support,Unmarried,White,Female,7,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Other-relative,White,Male,50,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,India,MoreThan50K -22-30,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,Mexico,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,MoreThan50K ->50,Local-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,Columbia,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,40,Guatemala,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,45,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K ->50,?,Some-college,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Widowed,Transport-moving,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,White,Male,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,30,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,49,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,5,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,Mexico,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,?,11th,Widowed,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Other-service,Unmarried,Black,Female,50,United-States,LessThan50K ->50,State-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,53,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,11th,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,27,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,40,India,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,36,United-States,MoreThan50K -18-21,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Poland,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,Mexico,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Greece,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,Columbia,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Own-child,White,Male,90,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,41,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Separated,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,42,India,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Married-spouse-absent,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,9th,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,54,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Widowed,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,12,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,34,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,55,?,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,16,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Other-relative,Black,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Sales,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,42,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,24,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,11th,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,72,Philippines,MoreThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Separated,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,Japan,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,56,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Other,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,48,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Female,15,Haiti,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Other-relative,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K ->50,Private,11th,Never-married,Priv-house-serv,Not-in-family,White,Female,75,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,France,MoreThan50K -31-50,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,MoreThan50K -18-21,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Iran,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Other-relative,White,Male,40,Nicaragua,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Other-service,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Other-service,Not-in-family,Black,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Other-relative,White,Female,50,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,38,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Germany,MoreThan50K -31-50,?,12th,Divorced,?,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,31,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Other-relative,White,Female,10,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,55,England,LessThan50K -<18,Private,7th-8th,Never-married,Farming-fishing,Other-relative,Other,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,85,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,45,Japan,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,36,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,?,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Other-relative,White,Female,72,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,64,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Widowed,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,11th,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,43,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,27,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,47,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,36,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Other-service,Other-relative,Black,Male,40,Haiti,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,11th,Widowed,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Other,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,England,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Female,38,Peru,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,30,Mexico,LessThan50K ->50,Federal-gov,Bachelors,Separated,Other-service,Unmarried,White,Female,72,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,State-gov,Masters,Divorced,Protective-serv,Not-in-family,White,Male,72,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,9th,Widowed,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Local-gov,10th,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,90,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,65,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Cuba,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Separated,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Not-in-family,White,Male,75,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Armed-Forces,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,Black,Female,32,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Female,35,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,11th,Divorced,?,Unmarried,White,Female,58,Canada,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,Black,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,England,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -<18,Federal-gov,11th,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,England,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,10th,Never-married,Craft-repair,Own-child,White,Male,40,England,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,Black,Female,48,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Male,45,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Other,Male,50,Puerto-Rico,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,42,United-States,LessThan50K ->50,Private,9th,Widowed,Craft-repair,Not-in-family,White,Male,10,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,37,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,52,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Craft-repair,Unmarried,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Divorced,Other-service,Not-in-family,Black,Female,10,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,60,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,Other,Female,30,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,30,?,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,35,Philippines,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,65,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,White,Female,35,Columbia,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Widowed,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,10,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,10th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,48,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Sales,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,24,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,?,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Other-relative,White,Male,25,United-States,LessThan50K -<18,?,9th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Local-gov,10th,Never-married,Craft-repair,Unmarried,Black,Male,65,Haiti,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,MoreThan50K -18-21,?,Some-college,Married-civ-spouse,?,Wife,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,15,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,Japan,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,South,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,White,Male,35,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,30,United-States,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Other-service,Own-child,White,Male,40,Mexico,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,11th,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Other,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Male,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,52,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Male,44,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,18-21,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,7,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,37,India,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -<18,Private,11th,Never-married,Machine-op-inspct,Own-child,Other,Male,12,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,28,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Not-in-family,White,Female,42,United-States,LessThan50K ->50,Private,10th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,White,Male,52,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,Black,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Amer-Indian-Eskimo,Female,36,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,12,United-States,LessThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,32,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,10,United-States,LessThan50K ->50,State-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Sales,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,14,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,?,9th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,43,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,Peru,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Unmarried,White,Male,42,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,38,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,7th-8th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Wife,White,Female,47,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Other,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,35,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Female,32,United-States,LessThan50K ->50,Private,11th,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,72,United-States,LessThan50K -31-50,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,36,Vietnam,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Craft-repair,Unmarried,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,?,10th,Widowed,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,Dominican-Republic,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Other-service,Own-child,Black,Female,10,Jamaica,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,Other,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Separated,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,Cuba,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -22-30,?,11th,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Yugoslavia,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,Black,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,?,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Widowed,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Wife,White,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,Greece,MoreThan50K ->50,Self-emp-inc,9th,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,10,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,99,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Male,18-21,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,30,?,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Germany,LessThan50K -31-50,Private,11th,Never-married,Sales,Unmarried,White,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,48,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,55,Ireland,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,33,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,?,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-AF-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,84,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,75,Thailand,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,84,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Local-gov,Prof-school,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,Portugal,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,6,United-States,LessThan50K ->50,Private,1st-4th,Married-spouse-absent,Other-service,Not-in-family,White,Male,35,?,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,Cuba,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,66,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,Black,Female,25,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Unmarried,White,Female,65,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Other-relative,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,72,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,39,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Other-relative,White,Female,40,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,Peru,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -18-21,?,10th,Never-married,?,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,28,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Separated,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,66,?,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,1,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -22-30,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,Other,Female,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,34,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Male,55,Ecuador,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Puerto-Rico,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,80,United-States,MoreThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Female,30,United-States,LessThan50K ->50,?,12th,Widowed,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,99,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,38,Philippines,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,23,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Widowed,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,38,?,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Male,50,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Prof-specialty,Husband,Other,Male,30,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,22,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -18-21,Local-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Separated,Other-service,Unmarried,White,Female,45,Nicaragua,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Transport-moving,Not-in-family,Other,Male,84,India,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,56,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Machine-op-inspct,Not-in-family,White,Female,34,Ecuador,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,72,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,33,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,5,?,LessThan50K -22-30,?,7th-8th,Widowed,?,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,Columbia,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Other,Male,14,United-States,LessThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Black,Male,75,United-States,LessThan50K -31-50,Private,Masters,Separated,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,Other,Female,50,?,MoreThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,33,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K ->50,?,Masters,Never-married,?,Not-in-family,White,Female,23,United-States,LessThan50K -22-30,Self-emp-not-inc,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,75,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,1st-4th,Divorced,Priv-house-serv,Unmarried,White,Female,30,Cuba,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,Assoc-voc,Married-civ-spouse,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,Cuba,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,36,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,12th,Never-married,Craft-repair,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Ecuador,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-spouse-absent,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Local-gov,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,61,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Black,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,38,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,36,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Peru,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,44,Mexico,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,Black,Female,32,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,36,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,23,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Other,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Never-married,Sales,Not-in-family,White,Female,3,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,41,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,Columbia,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,Black,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,18-21,?,LessThan50K ->50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Cuba,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,18-21,Poland,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,12th,Widowed,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Other,Male,18-21,Puerto-Rico,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-spouse-absent,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,41,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Other-relative,White,Female,45,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Japan,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,23,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,60,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Federal-gov,12th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Tech-support,Own-child,White,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Divorced,Craft-repair,Unmarried,White,Female,37,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,50,India,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -31-50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Italy,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,38,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,22,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Self-emp-inc,10th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Unmarried,White,Male,30,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,51,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,Vietnam,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,72,Canada,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Male,10,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,52,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,62,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,33,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Protective-serv,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Divorced,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,Mexico,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Dominican-Republic,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Other,Male,40,Ecuador,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Unmarried,Black,Female,54,United-States,LessThan50K ->50,Federal-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,Germany,LessThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,37,Portugal,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,8,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,60,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Scotland,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K ->50,?,HS-grad,Separated,?,Not-in-family,Black,Male,6,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Divorced,Other-service,Unmarried,White,Female,35,Mexico,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,72,Mexico,LessThan50K -31-50,Private,Some-college,Widowed,Sales,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,9th,Never-married,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Wife,Black,Female,34,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,30,Japan,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,Hong,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Federal-gov,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,36,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,53,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,5th-6th,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,45,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,48,England,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,42,Cambodia,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Divorced,Prof-specialty,Unmarried,White,Male,63,Canada,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,10th,Widowed,?,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,24,Poland,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,40,Mexico,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,90,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,12,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Separated,Exec-managerial,Own-child,Asian-Pac-Islander,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,Italy,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,9th,Widowed,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -18-21,State-gov,11th,Never-married,Adm-clerical,Own-child,White,Female,5,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,18-21,?,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,?,LessThan50K -31-50,Private,11th,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,Guatemala,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Unmarried,Other,Female,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,50,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,39,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,24,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,9th,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Canada,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Not-in-family,Black,Male,12,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Not-in-family,White,Female,30,Mexico,LessThan50K -22-30,Private,Assoc-voc,Separated,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -<18,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Own-child,Asian-Pac-Islander,Male,24,India,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Craft-repair,Other-relative,Black,Female,35,Dominican-Republic,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,2,Italy,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Protective-serv,Own-child,White,Male,54,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Married-spouse-absent,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,23,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Assoc-voc,Widowed,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Separated,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,62,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,45,Canada,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,54,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -18-21,?,11th,Married-civ-spouse,?,Wife,White,Female,56,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,33,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,23,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,18-21,?,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Transport-moving,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,11th,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Priv-house-serv,Not-in-family,White,Female,35,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Self-emp-not-inc,11th,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,18-21,Jamaica,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,White,Female,10,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Widowed,Other-service,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Divorced,Sales,Unmarried,White,Female,42,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,35,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Doctorate,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,40,Portugal,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,30,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Masters,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,55,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,7th-8th,Separated,?,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Other-relative,White,Male,40,Philippines,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,25,South,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -18-21,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,98,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,LessThan50K -22-30,Federal-gov,Some-college,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,37,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,?,11th,Divorced,?,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Black,Male,40,Germany,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-AF-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,24,Italy,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,38,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Female,45,?,LessThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Other-relative,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,Italy,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,85,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,?,7th-8th,Separated,?,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,32,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,35,Haiti,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,England,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,99,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,Black,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,10th,Divorced,?,Unmarried,White,Male,35,United-States,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,Taiwan,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Farming-fishing,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,70,United-States,LessThan50K -18-21,Self-emp-inc,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K ->50,State-gov,1st-4th,Married-civ-spouse,Farming-fishing,Husband,Other,Male,45,Columbia,LessThan50K -31-50,Private,1st-4th,Divorced,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,32,Columbia,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,47,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,Black,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,France,MoreThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,White,Female,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,Yugoslavia,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,Canada,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Trinadad&Tobago,LessThan50K -31-50,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,92,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Cuba,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Male,48,?,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,7th-8th,Widowed,?,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,52,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Female,80,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Male,53,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Female,11,Nicaragua,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,Cuba,LessThan50K ->50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Other,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,Jamaica,MoreThan50K -22-30,Private,11th,Never-married,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,1,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,10,Greece,LessThan50K -31-50,Self-emp-inc,7th-8th,Never-married,Craft-repair,Not-in-family,Other,Male,40,?,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,White,Female,50,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,35,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,33,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,15,China,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,72,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,45,Philippines,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,12th,Never-married,Handlers-cleaners,Unmarried,White,Male,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,Other,Female,32,Jamaica,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Protective-serv,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Other,Female,40,?,LessThan50K -22-30,Private,HS-grad,Married-AF-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-spouse-absent,Farming-fishing,Not-in-family,Black,Male,40,?,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,45,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,36,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,?,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Machine-op-inspct,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,?,11th,Divorced,?,Unmarried,Black,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Transport-moving,Unmarried,White,Female,25,Outlying-US(Guam-USVI-etc),LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,Canada,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,40,Columbia,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Farming-fishing,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Other-relative,White,Male,50,Dominican-Republic,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,28,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,15,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,55,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,84,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,Other,Female,6,Puerto-Rico,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,38,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,40,Taiwan,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,22,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Widowed,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,50,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,Portugal,LessThan50K -22-30,Private,9th,Married-spouse-absent,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Private,9th,Never-married,Priv-house-serv,Not-in-family,White,Female,30,El-Salvador,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Bachelors,Widowed,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,10,Japan,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,43,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,60,India,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Vietnam,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Female,40,?,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,70,United-States,LessThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,Poland,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Male,8,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Other,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,9th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Other-relative,Other,Female,38,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,22,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,Mexico,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,Black,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Unmarried,Black,Male,40,Nicaragua,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Wife,White,Female,16,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Other-service,Husband,Black,Male,40,Trinadad&Tobago,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,52,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,44,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Black,Male,40,Trinadad&Tobago,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,11,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,Black,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,35,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Divorced,Other-service,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,?,Doctorate,Widowed,?,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,32,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,?,11th,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,China,MoreThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,60,China,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,17,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Farming-fishing,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,25,Greece,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,8,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,37,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,Germany,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,36,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,36,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,Cuba,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,67,India,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,Other,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Transport-moving,Unmarried,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,Black,Male,45,?,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-AF-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,35,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,5,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Dominican-Republic,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,Cuba,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Scotland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Black,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,61,United-States,LessThan50K -18-21,Self-emp-not-inc,10th,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,Black,Male,5,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,55,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,10,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Poland,LessThan50K ->50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,10,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,28,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,9,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Male,42,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Other-relative,White,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Masters,Widowed,Craft-repair,Unmarried,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,47,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Machine-op-inspct,Other-relative,Black,Male,75,Dominican-Republic,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,41,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Widowed,Prof-specialty,Unmarried,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,64,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,Canada,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Farming-fishing,Other-relative,White,Female,12,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,65,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Cuba,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,99,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,50,South,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Sales,Unmarried,Black,Female,30,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,38,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,10,Puerto-Rico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,17,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Other,Male,5,Columbia,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Sales,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Italy,MoreThan50K -31-50,?,7th-8th,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -<18,Private,10th,Never-married,Sales,Other-relative,White,Male,30,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Widowed,Exec-managerial,Own-child,White,Male,62,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Poland,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,36,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,China,MoreThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,3,United-States,LessThan50K ->50,Private,9th,Divorced,Other-service,Not-in-family,White,Female,36,Canada,LessThan50K -31-50,Private,9th,Never-married,Sales,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Separated,Other-service,Unmarried,White,Female,35,Cuba,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,12th,Never-married,Protective-serv,Own-child,White,Female,45,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,37,Mexico,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,38,United-States,MoreThan50K -31-50,Private,10th,Divorced,Tech-support,Unmarried,Black,Female,38,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-spouse-absent,Craft-repair,Own-child,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,4,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,96,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-AF-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Male,9,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,45,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,10th,Separated,Machine-op-inspct,Own-child,White,Male,35,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Male,45,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,7,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Columbia,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Widowed,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,10th,Never-married,Prof-specialty,Not-in-family,White,Male,90,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-spouse-absent,Craft-repair,Other-relative,White,Male,45,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,10th,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,White,Female,65,Canada,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,?,Assoc-acdm,Divorced,?,Not-in-family,White,Male,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,12th,Married-spouse-absent,Other-service,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,72,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,55,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Unmarried,White,Female,28,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Never-married,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,9th,Never-married,Craft-repair,Own-child,White,Male,54,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,Amer-Indian-Eskimo,Female,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,40,Columbia,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,38,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Sales,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Divorced,Other-service,Unmarried,White,Female,40,Puerto-Rico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,57,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Other-relative,White,Female,40,Greece,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Private,10th,Separated,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,Puerto-Rico,MoreThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Machine-op-inspct,Unmarried,White,Female,44,Portugal,LessThan50K ->50,Private,12th,Widowed,Priv-house-serv,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,65,United-States,MoreThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,35,Vietnam,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Divorced,?,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,1st-4th,Widowed,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,72,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,42,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Never-married,Transport-moving,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Puerto-Rico,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,48,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,25,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Other-relative,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -22-30,?,11th,Married-civ-spouse,?,Wife,Other,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,Black,Male,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Unmarried,Other,Female,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,28,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,12th,Separated,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,37,United-States,LessThan50K ->50,Private,Some-college,Widowed,Protective-serv,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,Black,Male,23,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,2,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,Cuba,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,50,Guatemala,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,35,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Ecuador,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,Jamaica,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Never-married,Transport-moving,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K ->50,State-gov,10th,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,Haiti,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,Cambodia,LessThan50K -22-30,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,32,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Other-relative,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,37,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Prof-specialty,Own-child,White,Female,36,?,LessThan50K -22-30,Private,11th,Married-civ-spouse,Sales,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,Black,Female,27,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,66,United-States,MoreThan50K -22-30,Private,9th,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-AF-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,41,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Sales,Unmarried,White,Male,5,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,50,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,50,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,16,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Not-in-family,Other,Male,40,Dominican-Republic,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Honduras,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,38,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Unmarried,White,Male,75,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,26,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,18-21,India,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,Black,Female,40,Germany,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,12,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,42,?,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Other,Male,40,Puerto-Rico,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K ->50,?,5th-6th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,Cuba,MoreThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,Haiti,LessThan50K -22-30,Local-gov,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,60,Trinadad&Tobago,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,State-gov,9th,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Other-service,Husband,Black,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,Black,Female,33,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,50,?,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Farming-fishing,Own-child,Asian-Pac-Islander,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Federal-gov,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,11th,Divorced,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,47,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,84,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,?,9th,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,Hong,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K ->50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Other-relative,Black,Female,40,Haiti,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,1st-4th,Widowed,Sales,Other-relative,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,Black,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Transport-moving,Not-in-family,White,Female,11,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,10th,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,37,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,44,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,17,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Prof-specialty,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Unmarried,White,Female,4,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Transport-moving,Own-child,White,Male,40,Peru,LessThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Never-married,Craft-repair,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,14,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Male,5,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Protective-serv,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,24,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,Columbia,LessThan50K -18-21,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,10th,Divorced,?,Unmarried,White,Female,16,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Farming-fishing,Own-child,White,Male,50,?,LessThan50K -22-30,Private,11th,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Male,35,India,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Handlers-cleaners,Not-in-family,White,Male,50,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,48,Mexico,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,75,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,45,?,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,70,?,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,?,7th-8th,Separated,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Other-relative,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Local-gov,HS-grad,Separated,Other-service,Unmarried,White,Female,26,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Wife,Black,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,60,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,48,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Not-in-family,White,Male,45,Germany,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Other-relative,White,Male,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,12th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Own-child,White,Male,55,United-States,LessThan50K -18-21,State-gov,11th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Not-in-family,White,Female,45,England,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Masters,Never-married,Adm-clerical,Not-in-family,Black,Female,52,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,1st-4th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,9th,Divorced,Protective-serv,Not-in-family,Black,Male,24,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -<18,Private,9th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Preschool,Separated,Transport-moving,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,44,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,59,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,10,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,52,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,Canada,LessThan50K ->50,Private,Assoc-voc,Widowed,Sales,Unmarried,White,Female,33,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,28,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,China,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,Other,Female,38,Ecuador,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,5,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,30,Canada,LessThan50K -31-50,Private,Assoc-voc,Widowed,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Portugal,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,55,India,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,32,?,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,56,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,Asian-Pac-Islander,Female,60,South,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,?,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,El-Salvador,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Bachelors,Never-married,Farming-fishing,Own-child,White,Male,72,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Unmarried,White,Female,12,Mexico,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -18-21,?,HS-grad,Never-married,?,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,Mexico,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Own-child,White,Female,36,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,11th,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,El-Salvador,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Puerto-Rico,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,Black,Female,60,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,10,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,37,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,35,?,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Unmarried,White,Female,38,Peru,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Married-spouse-absent,Priv-house-serv,Unmarried,White,Female,24,Guatemala,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,30,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,7,United-States,LessThan50K -31-50,Private,10th,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,52,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,15,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,24,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,44,Poland,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -18-21,Without-pay,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,Philippines,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,92,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Wife,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,35,?,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,79,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,12th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Other,Male,30,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,Puerto-Rico,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Other,Female,35,United-States,LessThan50K -22-30,Private,10th,Separated,Farming-fishing,Unmarried,White,Female,40,Guatemala,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Separated,Priv-house-serv,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Preschool,Never-married,Other-service,Other-relative,White,Female,35,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,38,United-States,MoreThan50K -18-21,Private,11th,Never-married,Transport-moving,Other-relative,White,Male,40,Guatemala,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,LessThan50K -31-50,Self-emp-inc,12th,Divorced,Craft-repair,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,2,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,Amer-Indian-Eskimo,Female,36,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Divorced,Other-service,Not-in-family,Black,Female,38,Dominican-Republic,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Separated,Sales,Unmarried,White,Female,25,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,40,Taiwan,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,60,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K ->50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Other,Male,40,Mexico,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,80,?,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,MoreThan50K -31-50,State-gov,Some-college,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,80,Italy,LessThan50K -22-30,Local-gov,11th,Married-civ-spouse,Other-service,Other-relative,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,57,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Prof-specialty,Unmarried,White,Male,33,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Never-married,Adm-clerical,Unmarried,White,Male,48,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Not-in-family,White,Male,35,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,38,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,5,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,50,Japan,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,Japan,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Unmarried,Asian-Pac-Islander,Male,50,South,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,Black,Male,40,?,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,5th-6th,Married-civ-spouse,Prof-specialty,Husband,White,Male,6,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,Black,Female,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Own-child,White,Female,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,80,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Separated,Sales,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Other-relative,White,Male,32,Mexico,LessThan50K -31-50,State-gov,Prof-school,Divorced,Prof-specialty,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Local-gov,11th,Never-married,Prof-specialty,Own-child,Black,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,70,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Male,42,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,25,?,LessThan50K -31-50,?,Assoc-voc,Never-married,?,Other-relative,White,Female,32,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,32,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Separated,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Tech-support,Husband,White,Male,40,Germany,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,Black,Male,18-21,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Separated,Machine-op-inspct,Other-relative,Black,Female,37,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,Canada,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Sales,Other-relative,White,Male,45,Guatemala,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,15,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,48,India,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,15,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,58,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,England,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,United-States,LessThan50K ->50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,43,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Hungary,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Black,Female,35,Haiti,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Black,Female,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,4,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Widowed,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -31-50,Local-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,80,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,37,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Male,54,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,75,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,Haiti,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,Black,Male,30,Haiti,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Separated,Sales,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,?,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Separated,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,Cuba,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Germany,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Protective-serv,Not-in-family,Other,Female,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Divorced,Transport-moving,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Handlers-cleaners,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,48,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,18-21,South,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,Black,Male,5,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,24,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,53,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,State-gov,HS-grad,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,8,South,LessThan50K -22-30,Private,10th,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Unmarried,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,53,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Farming-fishing,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,9th,Divorced,Farming-fishing,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Never-married,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,Black,Male,45,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,Mexico,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Wife,Black,Female,25,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Other,Male,40,Mexico,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,32,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,31,United-States,LessThan50K ->50,?,Masters,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Priv-house-serv,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,37,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,39,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Widowed,Sales,Not-in-family,White,Female,27,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,5,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,12,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Greece,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Canada,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,56,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,Jamaica,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,22,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Widowed,Tech-support,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,?,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Priv-house-serv,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Other-relative,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,India,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,12,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K ->50,State-gov,10th,Never-married,Other-service,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,72,South,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Widowed,Sales,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,Japan,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,80,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,38,United-States,LessThan50K -31-50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,32,Mexico,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,38,India,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,16,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Prof-specialty,Other-relative,White,Female,18-21,?,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,12,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,10th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,12,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,47,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,HS-grad,Separated,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,White,Female,1,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,43,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,32,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,46,Dominican-Republic,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,99,Japan,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,55,United-States,LessThan50K ->50,?,9th,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,?,LessThan50K ->50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,56,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,9,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,Other,Male,45,?,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,54,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,75,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Farming-fishing,Own-child,White,Male,55,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,Jamaica,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-AF-spouse,Craft-repair,Husband,White,Male,90,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,12,Thailand,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,27,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-AF-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Other-relative,White,Female,50,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,3,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,Japan,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,15,Poland,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,Black,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Protective-serv,Own-child,White,Male,33,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,11th,Widowed,Other-service,Unmarried,Black,Female,12,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Transport-moving,Not-in-family,White,Male,55,Iran,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Unmarried,White,Male,43,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,?,LessThan50K -18-21,Self-emp-not-inc,7th-8th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,?,11th,Separated,?,Unmarried,Black,Female,53,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,4,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,41,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,35,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,30,Mexico,LessThan50K -31-50,Private,Doctorate,Divorced,Sales,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Armed-Forces,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,46,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Own-child,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Priv-house-serv,Not-in-family,White,Female,44,Germany,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Other,Female,33,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,53,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,?,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Female,7,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,34,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,25,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,Germany,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Guatemala,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,43,?,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,?,HS-grad,Divorced,?,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,18-21,South,LessThan50K ->50,Private,11th,Widowed,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,44,Mexico,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Wife,White,Female,28,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,Black,Male,30,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,Other,Male,45,Mexico,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Other,Female,40,Columbia,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Greece,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Dominican-Republic,LessThan50K -18-21,Private,5th-6th,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,10,?,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,12th,Never-married,Transport-moving,Own-child,White,Male,55,Germany,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-AF-spouse,Farming-fishing,Husband,White,Male,44,United-States,MoreThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,Philippines,MoreThan50K -22-30,Self-emp-not-inc,11th,Never-married,Craft-repair,Own-child,White,Male,50,Mexico,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Separated,Prof-specialty,Not-in-family,Black,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,47,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Female,35,El-Salvador,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,80,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,1,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,22,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Italy,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,60,England,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Separated,Handlers-cleaners,Own-child,White,Male,38,United-States,LessThan50K -18-21,?,HS-grad,Separated,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,12,Germany,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,Black,Male,23,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,90,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,France,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,37,Dominican-Republic,LessThan50K -31-50,Private,Preschool,Never-married,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Other-relative,Black,Female,38,United-States,LessThan50K -22-30,?,Some-college,Separated,?,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Other-relative,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Separated,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,24,Germany,LessThan50K -31-50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,51,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Female,36,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Divorced,Craft-repair,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,Black,Male,40,Germany,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,58,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Protective-serv,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,5,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Male,6,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,White,Male,65,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Own-child,White,Female,38,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,18-21,South,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,?,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Other-relative,White,Male,42,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,?,7th-8th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Own-child,White,Male,50,Mexico,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Protective-serv,Own-child,White,Female,40,Cuba,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Tech-support,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,80,Greece,LessThan50K -31-50,Private,12th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,7th-8th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,34,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-spouse-absent,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,49,?,LessThan50K -31-50,Private,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,9th,Divorced,Sales,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Female,28,Taiwan,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Prof-specialty,Other-relative,Other,Female,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Columbia,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,80,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,13,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Not-in-family,Black,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Farming-fishing,Own-child,White,Male,6,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Sales,Husband,White,Male,58,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,6,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Farming-fishing,Unmarried,White,Male,1,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,48,Hungary,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Other-service,Other-relative,White,Male,52,Mexico,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,Other,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Preschool,Married-spouse-absent,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,80,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,18-21,?,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Transport-moving,Unmarried,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,22,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Other-relative,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,85,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,44,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Other-service,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Canada,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Male,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,98,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Priv-house-serv,Not-in-family,White,Female,29,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,Other,Male,60,?,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Male,99,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,Peru,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Transport-moving,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,34,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Adm-clerical,Own-child,Asian-Pac-Islander,Female,39,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Peru,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,33,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Other-relative,White,Female,50,Peru,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K ->50,Private,10th,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,15,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,England,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,28,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Cuba,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Sales,Not-in-family,White,Male,8,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,22,Germany,LessThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,?,7th-8th,Separated,?,Not-in-family,Black,Male,15,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,11th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,Canada,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,37,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Female,30,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,32,Cuba,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,Mexico,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,9th,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,?,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,50,Mexico,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Other,Male,50,?,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,?,12th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -<18,Self-emp-not-inc,10th,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Separated,Exec-managerial,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,35,Thailand,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -22-30,Self-emp-not-inc,5th-6th,Never-married,Prof-specialty,Unmarried,White,Male,14,Mexico,LessThan50K -22-30,Private,1st-4th,Never-married,Other-service,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,35,India,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Male,30,United-States,LessThan50K -18-21,Federal-gov,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,Canada,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Black,Female,18-21,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Divorced,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -<18,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Male,10,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Armed-Forces,Other-relative,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,75,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,10th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Sales,Other-relative,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,54,United-States,LessThan50K -31-50,?,HS-grad,Widowed,?,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,Cuba,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,40,?,LessThan50K ->50,?,Some-college,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,58,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,India,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,11th,Separated,Other-service,Not-in-family,Black,Female,40,Jamaica,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,30,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Protective-serv,Not-in-family,White,Female,12,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Other-service,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,43,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,35,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Wife,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Female,38,?,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,23,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,18-21,Italy,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,24,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,10th,Widowed,Farming-fishing,Unmarried,White,Female,56,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Own-child,White,Male,46,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,43,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,?,MoreThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Masters,Widowed,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,40,China,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,42,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,54,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,30,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,30,?,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,53,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Tech-support,Unmarried,Black,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Tech-support,Own-child,White,Female,25,United-States,LessThan50K -22-30,?,HS-grad,Married-spouse-absent,?,Unmarried,Black,Female,42,Haiti,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,42,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Machine-op-inspct,Other-relative,White,Male,40,?,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,28,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,11th,Widowed,?,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Germany,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,43,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,11th,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,60,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Other-relative,White,Female,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Without-pay,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,49,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,80,United-States,LessThan50K ->50,State-gov,1st-4th,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,29,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Handlers-cleaners,Own-child,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Black,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Canada,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Male,8,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Germany,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,9th,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,39,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,45,Iran,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,9th,Divorced,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Farming-fishing,Husband,Other,Male,60,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,39,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,State-gov,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,8,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,34,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Other-relative,White,Male,45,?,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Preschool,Never-married,Other-service,Not-in-family,Black,Female,40,Haiti,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,17,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,41,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,10,Thailand,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,Germany,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Wife,White,Female,40,El-Salvador,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Craft-repair,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,18-21,Peru,LessThan50K -31-50,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,2,United-States,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,15,South,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,?,Assoc-acdm,Widowed,?,Not-in-family,White,Female,6,Italy,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Sales,Unmarried,White,Female,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,1st-4th,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Priv-house-serv,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,Outlying-US(Guam-USVI-etc),LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Exec-managerial,Unmarried,White,Female,32,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,Taiwan,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,49,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,12th,Separated,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,70,India,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Transport-moving,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,?,10th,Divorced,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,Ireland,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,44,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Adm-clerical,Unmarried,White,Male,41,United-States,LessThan50K ->50,Self-emp-not-inc,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Separated,Sales,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,46,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Farming-fishing,Not-in-family,White,Male,32,Guatemala,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,15,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,80,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,43,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Other-relative,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Other,Female,35,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,18-21,Philippines,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Craft-repair,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Own-child,White,Female,40,Guatemala,LessThan50K ->50,State-gov,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Widowed,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Transport-moving,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Female,40,Italy,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Married-spouse-absent,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,42,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Peru,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,99,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,80,United-States,LessThan50K ->50,Private,Some-college,Divorced,Priv-house-serv,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,36,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-spouse-absent,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,35,India,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Handlers-cleaners,Not-in-family,Black,Male,35,Haiti,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Other-service,Unmarried,Black,Female,40,Jamaica,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Preschool,Separated,Other-service,Unmarried,White,Female,40,El-Salvador,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,12,?,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Other-relative,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,78,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,Japan,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Own-child,White,Male,38,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Adm-clerical,Own-child,Black,Male,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,17,United-States,LessThan50K ->50,Private,Masters,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,8,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,33,United-States,LessThan50K ->50,State-gov,7th-8th,Married-spouse-absent,Other-service,Unmarried,White,Female,45,Poland,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Other-relative,Asian-Pac-Islander,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Other-relative,Black,Female,40,Jamaica,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,5,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Adm-clerical,Not-in-family,Black,Female,44,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Other-service,Husband,White,Male,40,Dominican-Republic,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,50,England,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,Black,Male,40,Philippines,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,12th,Never-married,?,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Unmarried,Black,Female,14,Trinadad&Tobago,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,?,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,52,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,35,Jamaica,MoreThan50K ->50,Private,7th-8th,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Bachelors,Widowed,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Other,Male,40,Ecuador,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Not-in-family,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Female,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,35,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,48,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,51,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,24,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Prof-school,Married-spouse-absent,?,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,18-21,England,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,70,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,5th-6th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Not-in-family,Black,Male,50,United-States,MoreThan50K ->50,Local-gov,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,Columbia,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -22-30,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Not-in-family,White,Female,38,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,LessThan50K -18-21,?,9th,Never-married,?,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Own-child,Asian-Pac-Islander,Male,25,United-States,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,7,United-States,MoreThan50K ->50,Private,5th-6th,Widowed,Other-service,Not-in-family,Black,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,44,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Own-child,Black,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,India,LessThan50K ->50,Private,11th,Divorced,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,9th,Divorced,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,2,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-spouse-absent,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,Mexico,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Farming-fishing,Not-in-family,White,Male,36,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Other-relative,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,38,?,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,Puerto-Rico,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Germany,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Scotland,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Craft-repair,Unmarried,White,Male,40,France,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,MoreThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Own-child,White,Male,75,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Other-relative,White,Female,22,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Germany,LessThan50K -22-30,Private,9th,Never-married,Farming-fishing,Unmarried,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,2,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,39,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,4,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,LessThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,16,?,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,60,India,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-spouse-absent,Farming-fishing,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,30,United-States,LessThan50K ->50,Local-gov,7th-8th,Divorced,Other-service,Unmarried,White,Female,40,Columbia,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,Canada,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Other-relative,Black,Female,35,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Local-gov,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,5,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Farming-fishing,Other-relative,White,Male,45,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,Hungary,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,43,?,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,28,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,Black,Female,38,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Cuba,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,8,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,3,United-States,MoreThan50K ->50,Self-emp-not-inc,1st-4th,Widowed,Other-service,Unmarried,White,Female,30,El-Salvador,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,Black,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,10th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Male,47,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,Portugal,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Female,37,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Handlers-cleaners,Unmarried,White,Male,40,Guatemala,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,?,7th-8th,Never-married,?,Other-relative,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,Black,Male,40,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,England,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,?,Some-college,Divorced,?,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,24,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,85,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Female,4,India,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,45,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-spouse-absent,Sales,Not-in-family,White,Male,46,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,?,10th,Separated,?,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,State-gov,HS-grad,Separated,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,9th,Separated,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,60,?,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,Cuba,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,?,MoreThan50K -22-30,Private,7th-8th,Never-married,Priv-house-serv,Other-relative,White,Female,40,Guatemala,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,75,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Other-relative,White,Male,35,Mexico,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,?,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Greece,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,32,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,24,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,White,Female,22,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,60,Mexico,LessThan50K -31-50,Private,10th,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Other-relative,White,Male,42,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,60,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,30,Poland,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,25,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,42,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,18-21,Philippines,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,46,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Prof-specialty,Own-child,Other,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,15,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,24,Canada,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Transport-moving,Not-in-family,White,Male,27,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,55,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,50,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,Hong,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Other-relative,Asian-Pac-Islander,Female,40,Outlying-US(Guam-USVI-etc),LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Tech-support,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,36,Hong,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,80,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,46,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,14,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,Black,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,25,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Other-service,Other-relative,Black,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,?,9th,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,15,El-Salvador,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Other,Male,48,Mexico,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,India,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,5th-6th,Married-civ-spouse,?,Wife,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,10,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Farming-fishing,Other-relative,White,Male,60,Portugal,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,37,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,9th,Never-married,Craft-repair,Not-in-family,White,Male,15,United-States,LessThan50K -18-21,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Male,33,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,35,Vietnam,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,38,Japan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Some-college,Divorced,Handlers-cleaners,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Tech-support,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,9th,Never-married,Machine-op-inspct,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,26,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Divorced,?,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,10,South,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,Black,Male,45,?,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Italy,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,England,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,18-21,?,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,99,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Priv-house-serv,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,37,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,35,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,11th,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,59,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Italy,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,Peru,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,Poland,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Farming-fishing,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Other-relative,White,Female,18-21,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,?,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,46,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,40,?,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Unmarried,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,25,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Protective-serv,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,Iran,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,50,Nicaragua,LessThan50K -18-21,Private,11th,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,South,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K ->50,State-gov,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,4,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,25,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,43,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,14,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,5th-6th,Never-married,Other-service,Own-child,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,12,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,Germany,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,11th,Separated,Prof-specialty,Unmarried,Other,Female,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Exec-managerial,Other-relative,White,Female,33,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Federal-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,30,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K ->50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,42,Mexico,LessThan50K -18-21,?,11th,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,15,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,89,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Self-emp-inc,9th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,37,Ireland,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,64,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,28,United-States,LessThan50K -18-21,Private,10th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,28,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,70,South,MoreThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -<18,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,16,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-voc,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,11th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,Private,10th,Separated,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Adm-clerical,Unmarried,White,Female,8,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,Poland,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,?,11th,Divorced,?,Unmarried,Amer-Indian-Eskimo,Female,6,United-States,LessThan50K -18-21,Local-gov,10th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,60,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,55,United-States,LessThan50K -18-21,Never-worked,HS-grad,Married-spouse-absent,?,Other-relative,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,Japan,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,Canada,LessThan50K ->50,?,Assoc-voc,Divorced,?,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,38,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Unmarried,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Sales,Own-child,Other,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,El-Salvador,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Craft-repair,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Vietnam,MoreThan50K -31-50,Federal-gov,Prof-school,Separated,Prof-specialty,Unmarried,White,Female,40,Germany,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,55,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Other-service,Not-in-family,White,Female,18-21,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,Germany,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Tech-support,Not-in-family,White,Male,42,United-States,MoreThan50K ->50,State-gov,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,11th,Never-married,Protective-serv,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,32,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Other-relative,White,Male,40,El-Salvador,LessThan50K ->50,?,10th,Divorced,?,Not-in-family,Amer-Indian-Eskimo,Female,10,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,8,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Separated,Prof-specialty,Unmarried,Black,Female,24,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,Black,Female,52,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Separated,Farming-fishing,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Prof-specialty,Unmarried,White,Female,16,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,80,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Farming-fishing,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Other-relative,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,6,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Widowed,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,Jamaica,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,26,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Sales,Own-child,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Iran,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Amer-Indian-Eskimo,Male,72,United-States,LessThan50K ->50,?,Assoc-voc,Widowed,?,Not-in-family,White,Female,1,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Doctorate,Married-spouse-absent,Prof-specialty,Not-in-family,Other,Male,60,England,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,50,Taiwan,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,55,England,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Farming-fishing,Own-child,White,Male,99,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,30,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,36,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Male,4,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Widowed,Machine-op-inspct,Other-relative,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,23,United-States,LessThan50K -18-21,?,11th,Never-married,?,Own-child,White,Male,16,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K ->50,Self-emp-not-inc,Masters,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,26,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,El-Salvador,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Divorced,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,45,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,White,Female,45,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,45,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,39,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Sales,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,7,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Divorced,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Sales,Unmarried,White,Female,40,Germany,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Wife,White,Female,18-21,Cuba,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Poland,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Other-service,Not-in-family,White,Male,17,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,40,Japan,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,34,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Separated,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,37,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,17,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,5th-6th,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,25,Philippines,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Black,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,48,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,38,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Separated,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,Yugoslavia,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Divorced,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,9th,Widowed,Handlers-cleaners,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,52,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Not-in-family,White,Female,65,England,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Male,45,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,38,Cuba,LessThan50K ->50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Divorced,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,11th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,25,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,32,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Priv-house-serv,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,Poland,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Other-relative,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,?,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,12th,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,48,China,LessThan50K -18-21,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,50,Philippines,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,35,Scotland,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,?,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,48,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Mexico,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,50,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Other,Male,40,Jamaica,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,?,9th,Widowed,?,Unmarried,White,Female,15,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,Poland,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,36,Philippines,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Other-service,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,35,Trinadad&Tobago,LessThan50K -22-30,Private,7th-8th,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,72,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,51,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,Germany,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,6,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,84,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Yugoslavia,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,60,Japan,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,38,United-States,MoreThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,Poland,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Asian-Pac-Islander,Female,40,India,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,28,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,6,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Widowed,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,55,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,72,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,10th,Separated,Transport-moving,Unmarried,White,Female,70,United-States,LessThan50K ->50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,48,Philippines,MoreThan50K -22-30,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,9th,Separated,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Sales,Wife,White,Female,15,El-Salvador,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,8,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,?,11th,Separated,?,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,24,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Machine-op-inspct,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,15,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,40,Cuba,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,4,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,12th,Divorced,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,South,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Bachelors,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,99,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,47,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Priv-house-serv,Unmarried,White,Female,25,Guatemala,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,33,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,10th,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Federal-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,40,?,MoreThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,India,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,27,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,Black,Male,8,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,64,United-States,LessThan50K ->50,Private,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,50,India,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,England,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K ->50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,12,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,?,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,56,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,90,United-States,MoreThan50K ->50,?,1st-4th,Married-civ-spouse,?,Husband,White,Male,18-21,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,10th,Never-married,Farming-fishing,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,Japan,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Own-child,White,Male,80,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,53,United-States,MoreThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,16,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Separated,Exec-managerial,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,Guatemala,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,46,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,5,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Other-relative,White,Female,48,United-States,MoreThan50K -22-30,Without-pay,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,15,Germany,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Puerto-Rico,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,70,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,11th,Never-married,?,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,99,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Nicaragua,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Farming-fishing,Unmarried,Other,Male,36,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Priv-house-serv,Not-in-family,White,Male,50,Guatemala,LessThan50K ->50,Private,HS-grad,Separated,Protective-serv,Not-in-family,White,Male,81,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,5,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,39,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,66,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Other-service,Other-relative,White,Female,22,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,5,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,Haiti,MoreThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,Black,Female,70,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,?,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,34,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,1st-4th,Separated,Handlers-cleaners,Unmarried,White,Male,35,Honduras,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,44,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,25,United-States,LessThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Widowed,Craft-repair,Unmarried,White,Female,40,Canada,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,70,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -22-30,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,43,Mexico,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,53,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Unmarried,White,Female,18-21,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,44,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,70,United-States,LessThan50K -31-50,State-gov,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,?,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Unmarried,White,Male,45,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Other-relative,Other,Male,40,Mexico,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,99,United-States,LessThan50K ->50,Federal-gov,Some-college,Widowed,Transport-moving,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Female,44,United-States,LessThan50K -22-30,?,11th,Never-married,?,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Transport-moving,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,43,India,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,30,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Separated,Other-service,Other-relative,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Own-child,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Sales,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,10th,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,Black,Female,50,United-States,LessThan50K -<18,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Male,39,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Other-relative,White,Male,8,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Craft-repair,Own-child,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,60,Taiwan,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,41,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,13,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,10th,Divorced,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,Black,Female,37,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,7th-8th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,8,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,32,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,17,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Protective-serv,Other-relative,Black,Female,25,Haiti,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,55,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-spouse-absent,Transport-moving,Other-relative,Asian-Pac-Islander,Male,50,India,MoreThan50K -22-30,Private,12th,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Tech-support,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,Scotland,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,57,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,2,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Widowed,Transport-moving,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,28,Guatemala,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Cuba,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Female,44,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Priv-house-serv,Unmarried,White,Female,35,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Unmarried,White,Female,45,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,LessThan50K -22-30,?,7th-8th,Married-civ-spouse,?,Own-child,White,Male,60,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,El-Salvador,LessThan50K -18-21,Self-emp-not-inc,9th,Never-married,Prof-specialty,Not-in-family,White,Male,35,Mexico,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,12,Puerto-Rico,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Own-child,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,42,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Other-service,Wife,White,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,32,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,Other,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,Greece,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Female,32,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,41,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,10,Germany,LessThan50K -22-30,Private,11th,Married-civ-spouse,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,58,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Male,46,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Unmarried,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,36,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,12,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,38,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,Black,Male,24,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Ecuador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Exec-managerial,Unmarried,Black,Male,90,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,32,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,28,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,Cuba,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,10,United-States,LessThan50K -<18,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,Other,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,Black,Female,45,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Laos,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,37,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,56,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,30,United-States,LessThan50K ->50,Private,10th,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Sales,Not-in-family,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,24,Nicaragua,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,9th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,11th,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Widowed,Prof-specialty,Unmarried,White,Female,27,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,36,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Separated,Handlers-cleaners,Unmarried,White,Female,40,Nicaragua,LessThan50K ->50,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Female,18-21,Canada,LessThan50K ->50,Federal-gov,Bachelors,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -18-21,Private,1st-4th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,48,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,El-Salvador,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Wife,White,Female,32,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,MoreThan50K -18-21,Private,Some-college,Married-civ-spouse,Sales,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,80,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,44,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-spouse-absent,Protective-serv,Not-in-family,White,Male,69,Germany,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Dominican-Republic,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,Mexico,LessThan50K -18-21,Private,11th,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,?,7th-8th,Never-married,?,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,7th-8th,Never-married,Prof-specialty,Other-relative,Black,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,?,LessThan50K -22-30,State-gov,Bachelors,Never-married,Protective-serv,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -18-21,Local-gov,12th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,46,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Married-spouse-absent,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,?,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,41,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,LessThan50K -<18,Federal-gov,11th,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,5th-6th,Married-spouse-absent,Other-service,Unmarried,Black,Female,30,Haiti,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Female,14,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Married-spouse-absent,Other-service,Not-in-family,Black,Female,37,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,32,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,26,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,45,United-States,MoreThan50K ->50,Private,11th,Divorced,Priv-house-serv,Unmarried,Black,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,48,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,40,?,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,12,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,54,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,1st-4th,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,10th,Divorced,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Other-service,Own-child,Black,Female,12,United-States,LessThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,Ireland,LessThan50K ->50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,32,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,28,Taiwan,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Canada,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-spouse-absent,Craft-repair,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Female,46,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Other-service,Unmarried,White,Female,36,Peru,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -22-30,?,Some-college,Separated,?,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,12th,Separated,Adm-clerical,Own-child,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,State-gov,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,38,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Other-service,Unmarried,White,Female,80,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Farming-fishing,Wife,White,Female,42,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Japan,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,5,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-spouse-absent,Sales,Not-in-family,White,Male,22,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,58,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Widowed,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Female,28,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,Poland,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Transport-moving,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,35,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,Canada,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Unmarried,Amer-Indian-Eskimo,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,48,Canada,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,15,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,7th-8th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Own-child,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Other-service,Not-in-family,White,Male,40,Guatemala,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,?,1st-4th,Widowed,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K -18-21,Private,Some-college,Married-spouse-absent,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,11th,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Separated,Adm-clerical,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Private,9th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,37,United-States,MoreThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,70,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Male,15,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Exec-managerial,Own-child,White,Female,40,Poland,LessThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,9th,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,50,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,White,Female,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,99,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,White,Male,15,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,Hong,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,35,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,78,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,31,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,11th,Divorced,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Divorced,Sales,Unmarried,White,Female,44,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,27,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Tech-support,Husband,White,Male,99,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K -22-30,Private,Prof-school,Widowed,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Divorced,Adm-clerical,Unmarried,Black,Female,36,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Divorced,Transport-moving,Not-in-family,White,Male,45,Cuba,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,LessThan50K -18-21,?,HS-grad,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,25,Cuba,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Farming-fishing,Wife,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,30,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,?,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,Black,Male,10,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,43,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -22-30,?,Assoc-voc,Never-married,?,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,30,China,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,Black,Female,24,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Hong,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,England,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Divorced,Sales,Own-child,White,Female,70,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,55,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,White,Male,25,United-States,LessThan50K ->50,State-gov,10th,Widowed,Other-service,Not-in-family,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,42,?,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,5,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,?,9th,Never-married,?,Unmarried,Black,Female,36,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,17,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K ->50,Self-emp-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,45,United-States,LessThan50K -<18,Private,9th,Never-married,Machine-op-inspct,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,48,China,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,80,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Other,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-spouse-absent,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,75,Italy,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,42,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,72,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,MoreThan50K -18-21,Self-emp-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,99,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Female,35,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,50,?,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,40,Columbia,LessThan50K -31-50,Private,12th,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Cuba,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,White,Female,49,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Other-relative,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Tech-support,Not-in-family,Black,Female,40,United-States,LessThan50K -<18,?,10th,Never-married,?,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Own-child,White,Male,8,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,18-21,England,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Male,60,Scotland,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Protective-serv,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Exec-managerial,Not-in-family,White,Male,42,England,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,El-Salvador,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Female,50,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,10,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,1,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,Columbia,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Priv-house-serv,Not-in-family,White,Female,30,Guatemala,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,47,United-States,LessThan50K -22-30,State-gov,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,9th,Separated,Handlers-cleaners,Other-relative,White,Male,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,MoreThan50K -22-30,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Separated,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,38,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Separated,Other-service,Not-in-family,White,Male,28,Columbia,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,52,United-States,MoreThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,25,United-States,LessThan50K ->50,Private,9th,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,30,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,12,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Widowed,Transport-moving,Not-in-family,Black,Female,47,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,Nicaragua,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,18-21,Vietnam,LessThan50K -18-21,?,10th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Sales,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,11th,Married-spouse-absent,?,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,7th-8th,Divorced,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,30,?,LessThan50K ->50,?,HS-grad,Married-spouse-absent,?,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Prof-specialty,Husband,Black,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,38,United-States,LessThan50K ->50,?,HS-grad,Married-AF-spouse,?,Wife,White,Female,14,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,15,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Machine-op-inspct,Other-relative,White,Female,40,Nicaragua,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,4,France,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,Germany,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,12th,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,5th-6th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,60,South,LessThan50K ->50,Federal-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,90,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,18-21,Philippines,LessThan50K ->50,State-gov,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,52,Philippines,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Unmarried,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,37,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Married-spouse-absent,Craft-repair,Other-relative,White,Male,40,Mexico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-AF-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-spouse-absent,Farming-fishing,Own-child,White,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Own-child,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Japan,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,Hong,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,40,Italy,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,35,China,LessThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,24,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,36,United-States,LessThan50K ->50,Local-gov,Doctorate,Widowed,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Federal-gov,10th,Divorced,Other-service,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Male,14,United-States,LessThan50K ->50,State-gov,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,36,United-States,LessThan50K ->50,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,8,Cuba,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,36,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -<18,Never-worked,11th,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,Mexico,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Unmarried,White,Female,40,Germany,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,?,9th,Never-married,?,Unmarried,White,Female,40,Dominican-Republic,LessThan50K ->50,Private,Doctorate,Widowed,Prof-specialty,Not-in-family,White,Male,80,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,72,United-States,MoreThan50K ->50,Private,10th,Widowed,Priv-house-serv,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,56,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Assoc-voc,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,32,United-States,LessThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,15,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,?,11th,Divorced,?,Not-in-family,White,Female,49,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,32,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Canada,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,36,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,56,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Other,Female,10,?,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,15,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,15,Guatemala,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,1,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,White,Female,25,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,52,United-States,MoreThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,?,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,36,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Sales,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,7,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Transport-moving,Unmarried,Black,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,Black,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Masters,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Male,54,South,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Never-married,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,35,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,49,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,?,LessThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,5,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,11th,Divorced,?,Own-child,White,Male,84,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,Other,Female,15,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Other-relative,White,Female,38,United-States,LessThan50K ->50,Local-gov,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,40,?,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Own-child,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Not-in-family,Other,Female,6,Mexico,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,Other,Male,40,Columbia,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K -31-50,Local-gov,Prof-school,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,47,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,Black,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,32,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,50,?,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K ->50,Federal-gov,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,8,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,China,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Separated,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,?,Bachelors,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K ->50,State-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,?,11th,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,65,United-States,LessThan50K ->50,Private,11th,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,35,United-States,LessThan50K -31-50,Private,9th,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,30,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,70,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,LessThan50K -22-30,Private,10th,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Widowed,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,Canada,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,45,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,70,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,75,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Male,56,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,73,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,23,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Male,5,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,?,7th-8th,Separated,?,Not-in-family,White,Female,8,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,5th-6th,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,18-21,Japan,LessThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,Black,Female,55,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,46,United-States,LessThan50K -31-50,Private,10th,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Other-relative,White,Female,46,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Priv-house-serv,Not-in-family,White,Female,45,?,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Unmarried,White,Male,40,Germany,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,52,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,?,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K ->50,?,10th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,Black,Female,45,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,9th,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,70,?,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Italy,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Widowed,Sales,Own-child,Asian-Pac-Islander,Female,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,Other,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Priv-house-serv,Not-in-family,White,Female,6,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,White,Male,50,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,Mexico,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,?,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,8,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,42,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,Dominican-Republic,LessThan50K -31-50,State-gov,HS-grad,Divorced,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,32,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Farming-fishing,Other-relative,White,Male,35,Mexico,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,15,South,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,40,Mexico,LessThan50K -18-21,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,Black,Female,99,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Ireland,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,12th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,26,United-States,MoreThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,36,Philippines,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Unmarried,Other,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,33,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Other-relative,White,Male,48,United-States,LessThan50K -31-50,?,7th-8th,Married-spouse-absent,?,Not-in-family,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,25,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,36,United-States,LessThan50K -31-50,?,Some-college,Married-AF-spouse,?,Wife,White,Female,14,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Protective-serv,Other-relative,Black,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,43,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,10th,Separated,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Craft-repair,Unmarried,White,Male,42,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Tech-support,Unmarried,Black,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Male,75,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Sales,Unmarried,White,Female,25,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,16,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Japan,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Not-in-family,Other,Male,30,Iran,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,10,Guatemala,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-spouse-absent,Sales,Unmarried,White,Female,25,?,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,53,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,18-21,China,LessThan50K -22-30,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,38,China,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,10,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,State-gov,Assoc-voc,Never-married,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,43,United-States,LessThan50K -31-50,Private,10th,Divorced,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,70,Philippines,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,5th-6th,Divorced,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -22-30,Federal-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,18-21,South,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Wife,Amer-Indian-Eskimo,Female,27,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,45,Hong,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,65,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,74,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Sales,Unmarried,White,Female,44,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,Mexico,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,45,Germany,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Germany,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Assoc-voc,Divorced,?,Unmarried,White,Female,1,?,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Priv-house-serv,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Divorced,Other-service,Own-child,White,Female,29,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Guatemala,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,44,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Widowed,Machine-op-inspct,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Never-married,Sales,Other-relative,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Divorced,?,Unmarried,Black,Female,37,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,13,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,England,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,9th,Never-married,Other-service,Own-child,Black,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,25,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,Black,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,Black,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K ->50,Private,7th-8th,Separated,Machine-op-inspct,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,58,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,14,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Other-relative,Black,Female,35,United-States,LessThan50K ->50,Private,9th,Widowed,Other-service,Unmarried,White,Female,9,United-States,LessThan50K ->50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,12th,Divorced,Protective-serv,Not-in-family,White,Male,37,Cuba,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Other-relative,White,Male,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,24,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,9th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,Columbia,LessThan50K -31-50,Private,1st-4th,Separated,Machine-op-inspct,Other-relative,Black,Male,48,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,Italy,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,55,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,37,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,48,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,15,South,LessThan50K -31-50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Own-child,White,Female,60,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Unmarried,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,15,United-States,LessThan50K -22-30,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,LessThan50K ->50,State-gov,Masters,Separated,Prof-specialty,Unmarried,White,Female,24,?,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Never-married,Craft-repair,Not-in-family,White,Male,40,Greece,LessThan50K -18-21,Private,10th,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,9th,Separated,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Sales,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,12th,Divorced,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,12,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Male,65,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,8,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,10,?,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,32,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -<18,Private,HS-grad,Never-married,Farming-fishing,Own-child,Black,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,11th,Married-spouse-absent,?,Own-child,Asian-Pac-Islander,Female,40,South,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,Canada,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Private,9th,Widowed,Priv-house-serv,Not-in-family,Black,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Sales,Unmarried,White,Female,18-21,Cuba,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Craft-repair,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Female,35,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Sales,Unmarried,Black,Female,28,Jamaica,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,42,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Separated,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Never-worked,Some-college,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,60,?,LessThan50K -31-50,Private,12th,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,45,?,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,Black,Male,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,State-gov,12th,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,32,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Never-married,Machine-op-inspct,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,Germany,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Not-in-family,Black,Female,31,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,99,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Farming-fishing,Unmarried,White,Female,65,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,50,Outlying-US(Guam-USVI-etc),LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,43,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,46,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,Black,Female,30,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,75,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,25,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,48,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Priv-house-serv,Not-in-family,White,Female,60,Puerto-Rico,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Other-service,Husband,Other,Male,40,Nicaragua,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Own-child,White,Female,36,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,37,Mexico,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Female,34,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,44,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,49,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,75,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Portugal,LessThan50K -31-50,Private,Some-college,Never-married,Farming-fishing,Unmarried,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Unmarried,Black,Male,10,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Preschool,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Guatemala,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,England,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Prof-specialty,Unmarried,White,Female,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Female,28,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Priv-house-serv,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Mexico,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,35,Philippines,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,30,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Other-service,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,14,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Female,15,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,33,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Cuba,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K ->50,Local-gov,12th,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,32,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Transport-moving,Unmarried,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Female,23,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Preschool,Divorced,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,46,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,40,Laos,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Craft-repair,Not-in-family,Black,Male,40,?,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,90,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,45,United-States,LessThan50K -31-50,?,HS-grad,Widowed,?,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,24,United-States,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,Canada,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,Black,Female,40,France,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,State-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Protective-serv,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Masters,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,9th,Separated,Other-service,Other-relative,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,44,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,Ecuador,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,11th,Divorced,Sales,Unmarried,White,Male,50,Puerto-Rico,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,17,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,?,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,10th,Married-civ-spouse,?,Husband,White,Male,99,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,?,7th-8th,Never-married,?,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,44,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,50,India,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-spouse-absent,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,40,India,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,6,Canada,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Widowed,Tech-support,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,?,10th,Separated,?,Not-in-family,White,Male,80,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Sales,Not-in-family,Black,Female,35,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Separated,Prof-specialty,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Prof-school,Separated,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Divorced,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,Canada,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Machine-op-inspct,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,Scotland,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Farming-fishing,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,Other,Male,40,Mexico,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,State-gov,7th-8th,Widowed,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,Greece,LessThan50K -22-30,Private,5th-6th,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Unmarried,Black,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Unmarried,Black,Male,18-21,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Protective-serv,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,White,Female,42,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,?,Assoc-voc,Separated,?,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,3,United-States,LessThan50K -31-50,State-gov,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Own-child,White,Male,50,United-States,MoreThan50K -<18,Private,11th,Never-married,Craft-repair,Own-child,White,Male,16,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,LessThan50K ->50,State-gov,Bachelors,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,37,United-States,LessThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,Dominican-Republic,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Never-married,Tech-support,Not-in-family,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Other,Male,35,India,LessThan50K -22-30,Private,Bachelors,Married-AF-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,6,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Male,5,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,56,United-States,LessThan50K -22-30,Private,Doctorate,Never-married,Prof-specialty,Own-child,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Preschool,Widowed,Priv-house-serv,Other-relative,White,Female,40,Guatemala,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,80,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Separated,Machine-op-inspct,Not-in-family,Black,Male,36,United-States,LessThan50K ->50,Federal-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Widowed,Adm-clerical,Not-in-family,White,Female,14,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,Laos,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,60,Philippines,LessThan50K ->50,Private,Some-college,Separated,Craft-repair,Other-relative,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,10th,Divorced,Handlers-cleaners,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,Masters,Divorced,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,12,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,Black,Male,48,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,35,Guatemala,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,El-Salvador,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Widowed,Craft-repair,Other-relative,White,Male,18-21,Mexico,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,80,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,7th-8th,Widowed,Other-service,Unmarried,White,Female,30,Puerto-Rico,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Sales,Unmarried,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,24,?,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Other-relative,Other,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Widowed,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,16,Trinadad&Tobago,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Other-relative,White,Female,18-21,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Unmarried,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,MoreThan50K ->50,Local-gov,5th-6th,Married-civ-spouse,Protective-serv,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,11th,Divorced,Adm-clerical,Not-in-family,White,Female,42,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Outlying-US(Guam-USVI-etc),MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,9,United-States,LessThan50K -18-21,Private,5th-6th,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,LessThan50K -31-50,State-gov,HS-grad,Never-married,Protective-serv,Other-relative,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Preschool,Married-civ-spouse,?,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Male,38,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,Preschool,Never-married,Farming-fishing,Not-in-family,White,Male,50,Mexico,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,78,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,?,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,State-gov,12th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,Guatemala,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Other-relative,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,28,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,China,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,55,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,Local-gov,10th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,98,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,42,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Federal-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Germany,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,60,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,30,United-States,MoreThan50K ->50,State-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,Dominican-Republic,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Thailand,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,45,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,50,Greece,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Protective-serv,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Prof-specialty,Other-relative,White,Male,7,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Other-relative,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Preschool,Never-married,Machine-op-inspct,Not-in-family,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,48,United-States,MoreThan50K -22-30,Self-emp-not-inc,10th,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,88,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Separated,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,Germany,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,England,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,9th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -31-50,?,Bachelors,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,38,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Local-gov,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,11th,Divorced,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,10,Poland,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -22-30,State-gov,HS-grad,Never-married,Protective-serv,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,England,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Tech-support,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Armed-Forces,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Unmarried,Black,Female,38,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,72,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Mexico,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Unmarried,White,Female,56,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,England,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,72,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Divorced,Sales,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,70,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,45,Cambodia,LessThan50K ->50,Local-gov,Some-college,Widowed,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,33,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,?,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -22-30,?,11th,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,23,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Not-in-family,Other,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Handlers-cleaners,Other-relative,White,Male,39,Mexico,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,36,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Divorced,?,Own-child,Black,Female,40,United-States,LessThan50K -18-21,?,Some-college,Married-civ-spouse,?,Wife,White,Female,30,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,24,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-acdm,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,42,Mexico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,24,United-States,LessThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,3,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,36,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,Jamaica,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,24,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,48,Poland,MoreThan50K -31-50,?,Masters,Divorced,?,Unmarried,White,Female,35,?,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,50,?,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,Columbia,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,?,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Black,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Columbia,MoreThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Separated,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,9th,Never-married,Priv-house-serv,Unmarried,White,Female,24,Mexico,LessThan50K -31-50,Private,Bachelors,Never-married,Priv-house-serv,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,18-21,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,47,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,80,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Black,Male,60,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Separated,Farming-fishing,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,40,Poland,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,70,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,38,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,47,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,8,United-States,LessThan50K ->50,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Other-relative,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,70,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Divorced,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,South,MoreThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Tech-support,Unmarried,White,Female,38,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Not-in-family,White,Female,34,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,42,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,22,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Transport-moving,Husband,White,Male,58,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,15,?,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,45,?,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Sales,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Private,5th-6th,Widowed,Other-service,Not-in-family,Asian-Pac-Islander,Female,6,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,Some-college,Widowed,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,Asian-Pac-Islander,Female,5,Philippines,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,42,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Male,44,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,35,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,Ecuador,MoreThan50K -31-50,Self-emp-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Other-relative,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,30,?,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Male,40,Cuba,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,25,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Handlers-cleaners,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,Greece,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Without-pay,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Wife,White,Female,15,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,39,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,12th,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Male,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,England,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K ->50,Local-gov,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,47,United-States,LessThan50K -<18,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Black,Female,30,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,10,Haiti,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Craft-repair,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Exec-managerial,Unmarried,White,Female,84,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,39,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,43,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Separated,Protective-serv,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Own-child,White,Male,62,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,?,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Other-relative,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Divorced,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Never-married,Other-service,Other-relative,White,Male,35,Guatemala,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,8,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,LessThan50K -31-50,Local-gov,HS-grad,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -18-21,Private,9th,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,?,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,Black,Female,30,Dominican-Republic,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,11th,Never-married,?,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,12th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,35,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,11th,Divorced,Craft-repair,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,52,Canada,MoreThan50K -22-30,Private,HS-grad,Separated,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,11th,Never-married,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,12,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,22,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,5th-6th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Widowed,Exec-managerial,Not-in-family,Black,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,8,Yugoslavia,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,Black,Male,38,United-States,LessThan50K ->50,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,12th,Never-married,Farming-fishing,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Never-married,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Self-emp-not-inc,9th,Widowed,Other-service,Unmarried,White,Female,27,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,Bachelors,Divorced,?,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Farming-fishing,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,27,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Other-service,Not-in-family,White,Female,35,El-Salvador,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,39,United-States,LessThan50K -31-50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,?,HS-grad,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Wife,White,Female,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,84,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-spouse-absent,Priv-house-serv,Other-relative,White,Female,40,El-Salvador,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,Mexico,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,13,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Some-college,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Female,80,Greece,MoreThan50K ->50,Self-emp-inc,Bachelors,Separated,Sales,Unmarried,White,Male,70,Canada,LessThan50K -31-50,Private,9th,Never-married,Other-service,Not-in-family,White,Male,45,El-Salvador,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Wife,White,Female,40,France,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Other-service,Wife,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,52,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,9th,Never-married,Other-service,Not-in-family,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,Black,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,Columbia,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,5,United-States,LessThan50K -22-30,Local-gov,9th,Divorced,Farming-fishing,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Separated,?,Own-child,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,32,Mexico,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,35,Philippines,LessThan50K ->50,Local-gov,Assoc-voc,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,Asian-Pac-Islander,Male,60,South,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,Black,Female,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,49,United-States,LessThan50K ->50,Private,10th,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Other-relative,Black,Female,18-21,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Tech-support,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,38,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Widowed,Other-service,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Cuba,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Farming-fishing,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,45,United-States,LessThan50K -31-50,Private,5th-6th,Never-married,Transport-moving,Not-in-family,White,Male,30,El-Salvador,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Sales,Unmarried,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,11th,Never-married,Farming-fishing,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,Black,Male,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Local-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Divorced,Craft-repair,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,?,Prof-school,Never-married,?,Not-in-family,Asian-Pac-Islander,Male,45,Japan,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,26,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Other-service,Unmarried,White,Female,50,Portugal,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,22,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,52,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,LessThan50K -18-21,State-gov,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,State-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,45,United-States,LessThan50K -18-21,?,12th,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,Iran,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Cambodia,MoreThan50K ->50,?,Doctorate,Married-civ-spouse,?,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Separated,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,44,Canada,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,9th,Divorced,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Amer-Indian-Eskimo,Female,48,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Other,Male,45,Japan,MoreThan50K -22-30,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Widowed,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Exec-managerial,Unmarried,White,Female,55,?,LessThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,22,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,10,Hungary,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Farming-fishing,Unmarried,Asian-Pac-Islander,Male,40,?,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,47,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Never-married,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -18-21,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,47,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,12,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Separated,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,35,Italy,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,65,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,70,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,?,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,14,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,Germany,MoreThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Other,Male,65,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,El-Salvador,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,47,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,38,United-States,LessThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,China,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Other,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,45,Portugal,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,45,United-States,LessThan50K -31-50,State-gov,Some-college,Separated,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,55,United-States,LessThan50K -22-30,Private,Some-college,Separated,Sales,Other-relative,Black,Male,30,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,12,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,60,Germany,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,40,Puerto-Rico,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,35,United-States,LessThan50K ->50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,State-gov,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,70,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-spouse-absent,Prof-specialty,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Sales,Unmarried,White,Female,35,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,Portugal,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,8,Canada,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Transport-moving,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,62,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Tech-support,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,42,United-States,LessThan50K -22-30,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Other-relative,Other,Male,40,Dominican-Republic,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Other,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Own-child,White,Female,30,United-States,LessThan50K -31-50,Federal-gov,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,4,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,73,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,35,Columbia,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,54,United-States,MoreThan50K ->50,Private,Some-college,Separated,Sales,Unmarried,White,Female,33,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Protective-serv,Not-in-family,Black,Male,42,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Divorced,Sales,Unmarried,White,Female,54,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Priv-house-serv,Unmarried,White,Female,99,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,South,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,10th,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,MoreThan50K -18-21,Private,12th,Never-married,Farming-fishing,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,56,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Tech-support,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,8,Italy,LessThan50K ->50,Local-gov,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Sales,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Other-relative,White,Female,30,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,3,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,25,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Transport-moving,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Ecuador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Widowed,Other-service,Other-relative,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Puerto-Rico,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,12,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,27,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Other-service,Not-in-family,Other,Male,40,Peru,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,Black,Male,46,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,24,United-States,LessThan50K -18-21,?,10th,Never-married,?,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K ->50,Private,11th,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Other-relative,White,Male,24,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Male,72,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,Ireland,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,66,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,Germany,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Self-emp-inc,HS-grad,Never-married,Other-service,Own-child,White,Male,6,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Dominican-Republic,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Federal-gov,Some-college,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,16,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,70,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,50,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Widowed,Transport-moving,Unmarried,Black,Male,40,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Prof-school,Never-married,Sales,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,78,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,70,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,Honduras,MoreThan50K -31-50,State-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,16,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,66,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,65,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,36,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Some-college,Separated,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,56,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,?,MoreThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,?,5th-6th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,?,9th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,?,MoreThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,Asian-Pac-Islander,Male,16,Philippines,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Poland,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,34,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,53,United-States,LessThan50K ->50,Private,Preschool,Never-married,Other-service,Not-in-family,White,Female,15,El-Salvador,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Self-emp-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Male,12,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,Greece,MoreThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,32,United-States,LessThan50K -18-21,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Unmarried,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,34,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,?,5th-6th,Widowed,?,Not-in-family,Black,Male,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Exec-managerial,Other-relative,White,Male,25,United-States,LessThan50K ->50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Unmarried,Black,Female,48,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Sales,Unmarried,White,Female,54,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Never-married,?,Not-in-family,White,Female,4,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,Germany,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,30,Columbia,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,24,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Other-relative,White,Female,40,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,7,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Guatemala,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,9th,Married-civ-spouse,Adm-clerical,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Separated,Sales,Not-in-family,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Other-relative,White,Female,32,Mexico,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Self-emp-not-inc,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,37,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Other-relative,Black,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,Germany,MoreThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Wife,White,Female,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Other,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,?,Masters,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Transport-moving,Not-in-family,Other,Male,32,Canada,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,24,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,Black,Female,28,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Transport-moving,Husband,Black,Male,50,?,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Black,Male,60,?,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Transport-moving,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Other-service,Wife,White,Female,60,United-States,MoreThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Male,25,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,34,United-States,LessThan50K -18-21,Private,11th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,State-gov,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,36,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Other,Female,18-21,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Priv-house-serv,Not-in-family,Black,Female,50,Nicaragua,LessThan50K -22-30,Private,HS-grad,Separated,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,56,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,45,United-States,MoreThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,White,Male,40,Canada,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Own-child,White,Female,32,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,25,Mexico,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,Black,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,56,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -<18,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,?,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,25,Jamaica,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,48,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,MoreThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,58,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Thailand,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,48,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,33,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,52,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,42,Germany,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Other-service,Other-relative,White,Female,40,Guatemala,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,Ireland,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,99,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,Mexico,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,State-gov,Some-college,Married-spouse-absent,Tech-support,Unmarried,White,Male,18-21,United-States,LessThan50K -18-21,Private,9th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,24,United-States,LessThan50K ->50,State-gov,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,?,MoreThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Craft-repair,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,42,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,4,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,42,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,80,United-States,LessThan50K -31-50,Private,Masters,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,32,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,45,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,4,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Other-relative,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Female,7,United-States,LessThan50K ->50,Private,1st-4th,Divorced,Craft-repair,Not-in-family,Other,Male,38,Dominican-Republic,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Not-in-family,Black,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Married-spouse-absent,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Female,50,?,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Other-service,Husband,White,Male,12,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,1,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,65,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,England,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Other-relative,White,Male,15,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Preschool,Separated,?,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,54,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,12th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,Black,Male,35,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,Black,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,38,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,45,Columbia,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Tech-support,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Portugal,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,White,Male,42,United-States,LessThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,?,9th,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Separated,Exec-managerial,Unmarried,White,Male,50,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,25,United-States,MoreThan50K -18-21,Private,12th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,46,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,22,United-States,LessThan50K -22-30,Private,10th,Never-married,Transport-moving,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Unmarried,White,Female,50,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,50,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Unmarried,Other,Male,35,Mexico,MoreThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,55,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Bachelors,Separated,?,Not-in-family,White,Female,7,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,Canada,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,9th,Divorced,Handlers-cleaners,Not-in-family,White,Male,70,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,11th,Separated,Tech-support,Unmarried,White,Female,40,Puerto-Rico,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,60,Iran,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,39,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Transport-moving,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Never-married,Exec-managerial,Not-in-family,Black,Female,70,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Private,9th,Widowed,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Federal-gov,Some-college,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,22,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,35,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,43,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,48,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-spouse-absent,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Other-service,Own-child,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,49,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,Germany,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,White,Female,48,United-States,MoreThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,36,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,30,United-States,LessThan50K -18-21,?,HS-grad,Married-spouse-absent,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Farming-fishing,Not-in-family,White,Male,70,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,52,Taiwan,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,16,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,40,Jamaica,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,25,Japan,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Wife,White,Female,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Puerto-Rico,LessThan50K ->50,Private,Some-college,Widowed,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,14,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Doctorate,Divorced,Exec-managerial,Not-in-family,White,Female,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,11th,Divorced,Other-service,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,43,United-States,LessThan50K -31-50,Private,11th,Never-married,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,40,El-Salvador,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Exec-managerial,Not-in-family,Black,Female,40,Jamaica,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Local-gov,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -<18,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,France,MoreThan50K ->50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,10,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,Canada,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,11th,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,?,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,Bachelors,Widowed,?,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,35,United-States,MoreThan50K -<18,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,23,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,9th,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Federal-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,8,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Other-relative,White,Male,38,Puerto-Rico,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,Black,Female,24,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Divorced,Farming-fishing,Unmarried,White,Male,70,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-acdm,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,Germany,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,57,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,60,United-States,LessThan50K ->50,Federal-gov,Bachelors,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,37,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -18-21,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Other-relative,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Priv-house-serv,Other-relative,White,Female,40,Mexico,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,11th,Married-spouse-absent,Transport-moving,Own-child,White,Male,36,Mexico,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,35,United-States,LessThan50K -22-30,?,Assoc-acdm,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -<18,Private,9th,Never-married,Handlers-cleaners,Own-child,White,Male,12,United-States,LessThan50K ->50,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Separated,Craft-repair,Unmarried,Black,Female,40,?,LessThan50K -22-30,Private,Assoc-voc,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Puerto-Rico,MoreThan50K ->50,Self-emp-not-inc,12th,Married-civ-spouse,Other-service,Husband,White,Male,99,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,30,Mexico,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,36,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,10,United-States,LessThan50K -<18,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,76,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,35,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,75,United-States,MoreThan50K -31-50,Private,9th,Separated,Craft-repair,Own-child,White,Male,35,Mexico,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,15,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,8,United-States,LessThan50K ->50,Federal-gov,HS-grad,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,70,United-States,LessThan50K -<18,Private,11th,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Prof-school,Widowed,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,7th-8th,Separated,Farming-fishing,Not-in-family,White,Male,45,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,60,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,41,United-States,LessThan50K ->50,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,45,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,China,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,Black,Female,18-21,Jamaica,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Not-in-family,White,Male,40,Canada,LessThan50K ->50,Local-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Female,17,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,47,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,Ireland,LessThan50K -31-50,Private,Some-college,Separated,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -22-30,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Black,Male,56,Haiti,MoreThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Widowed,Prof-specialty,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Divorced,Tech-support,Other-relative,Black,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Federal-gov,Prof-school,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,37,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,9th,Divorced,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Wife,Black,Female,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,White,Female,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,65,Canada,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,?,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Female,40,Vietnam,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Farming-fishing,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,8,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,?,Some-college,Divorced,?,Not-in-family,Amer-Indian-Eskimo,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Divorced,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,30,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Poland,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,Federal-gov,Bachelors,Never-married,Protective-serv,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Widowed,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,47,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,84,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Unmarried,White,Female,52,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Own-child,Other,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,54,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,25,United-States,LessThan50K -31-50,Private,12th,Separated,Other-service,Unmarried,White,Female,50,Dominican-Republic,LessThan50K -31-50,Private,Assoc-acdm,Widowed,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Male,49,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,38,United-States,LessThan50K -31-50,Private,Masters,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,25,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Other,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Never-married,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,40,Iran,LessThan50K ->50,Self-emp-not-inc,Masters,Married-spouse-absent,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,70,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,White,Male,45,Outlying-US(Guam-USVI-etc),LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Sales,Own-child,White,Female,48,Iran,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,12th,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,10th,Separated,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Transport-moving,Own-child,Black,Male,45,United-States,LessThan50K ->50,Private,10th,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Adm-clerical,Own-child,White,Male,80,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,44,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,7th-8th,Never-married,Other-service,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Separated,Other-service,Not-in-family,White,Male,38,Puerto-Rico,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,?,7th-8th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,15,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Widowed,Exec-managerial,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Farming-fishing,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Assoc-voc,Married-civ-spouse,Other-service,Other-relative,White,Female,50,Mexico,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Other,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,40,Vietnam,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,99,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,State-gov,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,37,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,33,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,Germany,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,12,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,24,United-States,LessThan50K -22-30,?,HS-grad,Separated,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Exec-managerial,Not-in-family,Black,Male,50,United-States,LessThan50K -31-50,Private,10th,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,10th,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,India,MoreThan50K -31-50,Private,11th,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,State-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,18-21,China,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,1st-4th,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Other-relative,Black,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Other-relative,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,18-21,Mexico,LessThan50K -31-50,?,Some-college,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Widowed,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,3,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Priv-house-serv,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,84,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,Portugal,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,10th,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,48,Cuba,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Male,40,?,LessThan50K -31-50,State-gov,Bachelors,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Separated,Exec-managerial,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,60,Poland,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,Taiwan,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,38,United-States,MoreThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,MoreThan50K -31-50,Private,Some-college,Widowed,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,Germany,MoreThan50K -18-21,State-gov,HS-grad,Never-married,Adm-clerical,Own-child,Black,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,36,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,Portugal,LessThan50K -31-50,State-gov,Some-college,Divorced,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,11th,Divorced,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,14,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,43,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,Other,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,60,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Sales,Husband,White,Male,68,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Never-married,Other-service,Own-child,Black,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,MoreThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,Black,Female,35,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Male,38,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,State-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,?,Some-college,Separated,?,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Black,Female,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,10,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,9,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,England,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,36,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Separated,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Federal-gov,11th,Divorced,Adm-clerical,Not-in-family,White,Female,8,Canada,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Masters,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Own-child,White,Male,38,Poland,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,32,United-States,LessThan50K ->50,State-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Other-relative,White,Male,70,Iran,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,Columbia,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Male,30,Guatemala,MoreThan50K -18-21,Self-emp-not-inc,12th,Married-civ-spouse,Adm-clerical,Wife,White,Female,30,Portugal,LessThan50K -<18,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,Black,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,Black,Female,55,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Private,11th,Never-married,Transport-moving,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Prof-specialty,Unmarried,Black,Female,55,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Sales,Other-relative,Black,Male,51,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Priv-house-serv,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Masters,Never-married,Sales,Not-in-family,White,Male,65,?,LessThan50K -18-21,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,24,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,25,Ireland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,Black,Male,40,Haiti,LessThan50K -31-50,Local-gov,Masters,Divorced,Protective-serv,Not-in-family,Black,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Prof-school,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Divorced,Adm-clerical,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Unmarried,White,Female,38,United-States,LessThan50K -31-50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,Germany,LessThan50K -31-50,Local-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,58,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Other-service,Unmarried,White,Female,17,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Wife,White,Female,30,United-States,LessThan50K ->50,Private,11th,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Widowed,Farming-fishing,Not-in-family,White,Male,40,United-States,MoreThan50K -18-21,?,12th,Never-married,?,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Craft-repair,Unmarried,White,Female,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Unmarried,Black,Male,50,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,35,Taiwan,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,25,United-States,LessThan50K ->50,Private,12th,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,65,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Other-relative,White,Female,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -18-21,Private,7th-8th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,18-21,Taiwan,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Local-gov,Some-college,Divorced,Exec-managerial,Unmarried,Black,Female,35,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Widowed,?,Unmarried,White,Male,24,United-States,LessThan50K ->50,Private,Some-college,Divorced,Sales,Unmarried,Black,Female,37,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Other-relative,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,35,United-States,LessThan50K -<18,Self-emp-not-inc,12th,Never-married,Handlers-cleaners,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,37,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Protective-serv,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Farming-fishing,Wife,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,36,Philippines,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,37,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Sales,Own-child,White,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Preschool,Married-civ-spouse,Sales,Husband,White,Male,30,Mexico,LessThan50K ->50,Self-emp-inc,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,1st-4th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Portugal,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -18-21,Never-worked,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -18-21,Private,HS-grad,Married-spouse-absent,Exec-managerial,Other-relative,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,43,United-States,MoreThan50K -31-50,?,Some-college,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,Black,Female,40,Trinadad&Tobago,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Other-relative,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,40,?,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,Black,Male,48,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Transport-moving,Husband,Black,Male,18-21,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,45,Puerto-Rico,LessThan50K -31-50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,10,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,37,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Other-relative,White,Female,8,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,35,United-States,MoreThan50K -<18,Private,12th,Never-married,Other-service,Own-child,White,Female,8,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,55,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,38,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Other-service,Husband,White,Male,35,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Own-child,White,Female,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,MoreThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,37,United-States,LessThan50K -<18,Private,9th,Never-married,Other-service,Not-in-family,White,Male,6,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,36,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,5,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,10,United-States,LessThan50K ->50,?,Prof-school,Married-civ-spouse,?,Husband,White,Male,30,United-States,MoreThan50K -22-30,Private,Some-college,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Not-in-family,White,Female,38,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,10th,Divorced,Other-service,Unmarried,White,Female,40,Germany,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Male,40,South,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Assoc-acdm,Divorced,Transport-moving,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,46,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Other-relative,Black,Male,40,Jamaica,LessThan50K -31-50,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Other-service,Unmarried,White,Female,40,El-Salvador,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,40,El-Salvador,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Exec-managerial,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Female,27,United-States,LessThan50K ->50,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Craft-repair,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,Black,Male,55,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Separated,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,22,United-States,LessThan50K -31-50,Private,1st-4th,Divorced,Farming-fishing,Unmarried,White,Male,40,Thailand,LessThan50K -18-21,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Wife,White,Female,5,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Unmarried,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Not-in-family,White,Female,48,Italy,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,9th,Separated,Other-service,Not-in-family,Black,Female,30,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Other-service,Unmarried,Black,Female,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,24,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,26,South,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K -22-30,Federal-gov,Masters,Never-married,Tech-support,Not-in-family,White,Female,40,Cuba,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,Peru,LessThan50K -31-50,Self-emp-inc,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,45,France,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,?,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,41,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Craft-repair,Husband,Black,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-spouse-absent,?,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,Black,Female,40,?,LessThan50K ->50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,?,HS-grad,Married-civ-spouse,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,1st-4th,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,35,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Own-child,White,Male,50,Italy,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,30,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -22-30,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Prof-specialty,Not-in-family,White,Male,43,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Iran,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Other-relative,Other,Male,40,Dominican-Republic,LessThan50K ->50,Private,7th-8th,Widowed,Farming-fishing,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,70,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Tech-support,Husband,White,Male,42,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,35,South,MoreThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,Black,Female,40,Cambodia,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,9th,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,45,Philippines,LessThan50K ->50,Self-emp-inc,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,99,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,32,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,28,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,25,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,18-21,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,42,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,70,?,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,China,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,Taiwan,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,37,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,15,Peru,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Farming-fishing,Not-in-family,White,Male,62,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,8,Puerto-Rico,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Assoc-voc,Never-married,?,Not-in-family,White,Male,30,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,37,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,22,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Male,12,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,18-21,France,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,30,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Separated,Sales,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Handlers-cleaners,Not-in-family,White,Male,43,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,White,Female,32,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Female,65,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Separated,Craft-repair,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Unmarried,Black,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,11th,Never-married,?,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,White,Male,52,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,60,?,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -18-21,Private,Masters,Never-married,Exec-managerial,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,43,Peru,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,48,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,13,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,6,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,40,Hong,LessThan50K ->50,Private,10th,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,?,9th,Separated,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,Asian-Pac-Islander,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Craft-repair,Other-relative,Other,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,Canada,MoreThan50K ->50,State-gov,Masters,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,44,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Separated,Other-service,Unmarried,Black,Female,28,United-States,LessThan50K -31-50,Private,12th,Separated,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,Black,Male,60,?,LessThan50K -22-30,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,Assoc-acdm,Never-married,Protective-serv,Unmarried,White,Male,40,United-States,LessThan50K -18-21,Self-emp-not-inc,Some-college,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Craft-repair,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Doctorate,Never-married,Prof-specialty,Unmarried,Black,Female,15,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Other,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,38,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,36,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,56,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Federal-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Own-child,Black,Male,48,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Sales,Unmarried,White,Female,40,Peru,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Protective-serv,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,India,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Federal-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Male,42,United-States,LessThan50K ->50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,32,United-States,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Sales,Own-child,White,Female,12,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Unmarried,White,Female,60,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,Black,Female,50,United-States,MoreThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,16,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,33,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,85,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,10th,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Not-in-family,White,Female,40,Poland,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,45,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Own-child,White,Female,6,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,25,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,38,United-States,MoreThan50K -22-30,Federal-gov,Assoc-voc,Never-married,Tech-support,Unmarried,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,70,Germany,MoreThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Craft-repair,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Other-relative,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,?,7th-8th,Widowed,?,Not-in-family,White,Female,4,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,38,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,Japan,MoreThan50K -31-50,Federal-gov,Some-college,Divorced,Exec-managerial,Unmarried,White,Male,60,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K ->50,?,1st-4th,Separated,?,Not-in-family,Black,Male,15,United-States,LessThan50K -<18,Private,12th,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,10th,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Priv-house-serv,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Wife,Black,Female,2,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Other-service,Husband,White,Male,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,Germany,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,30,Puerto-Rico,LessThan50K -22-30,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,32,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-spouse-absent,Prof-specialty,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Transport-moving,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Greece,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,?,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,Black,Male,40,United-States,LessThan50K -31-50,State-gov,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,11th,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,95,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Protective-serv,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,44,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,55,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Other,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Iran,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,36,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,46,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,4,?,LessThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,42,United-States,MoreThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -22-30,?,Assoc-acdm,Married-civ-spouse,?,Own-child,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,Private,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,9th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,MoreThan50K -22-30,Private,9th,Never-married,Machine-op-inspct,Other-relative,White,Female,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,HS-grad,Separated,Craft-repair,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,40,China,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,30,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -18-21,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Separated,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-acdm,Separated,Sales,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,Black,Female,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,46,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,5,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,HS-grad,Separated,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,40,?,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Other-service,Own-child,White,Female,24,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,48,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,11th,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Private,Masters,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,38,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -<18,Self-emp-not-inc,11th,Never-married,Prof-specialty,Own-child,White,Female,4,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,Doctorate,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,40,?,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,55,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,Cuba,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,38,United-States,LessThan50K -22-30,?,HS-grad,Married-spouse-absent,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Other-relative,Amer-Indian-Eskimo,Female,42,United-States,LessThan50K -31-50,Private,Masters,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,70,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Local-gov,Some-college,Separated,Adm-clerical,Own-child,Black,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Unmarried,White,Female,32,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,18-21,Cuba,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Preschool,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,50,England,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,40,Japan,MoreThan50K -31-50,Private,HS-grad,Married-spouse-absent,Adm-clerical,Own-child,White,Female,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,43,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,10,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,1st-4th,Never-married,Transport-moving,Other-relative,Other,Male,40,El-Salvador,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Not-in-family,White,Male,48,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,25,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,State-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Assoc-voc,Widowed,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,Cuba,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,57,United-States,LessThan50K -31-50,?,11th,Separated,?,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,32,Mexico,LessThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Own-child,Black,Male,40,United-States,LessThan50K ->50,State-gov,9th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Mexico,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Other-relative,Other,Male,40,India,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Not-in-family,Black,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,10,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,11th,Never-married,Craft-repair,Not-in-family,White,Male,40,Ireland,LessThan50K -22-30,Local-gov,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,Black,Male,70,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,30,Ecuador,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,42,United-States,LessThan50K -<18,Private,10th,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,France,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,45,?,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,76,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Poland,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,29,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,32,United-States,LessThan50K ->50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,White,Female,56,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Doctorate,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,60,Portugal,LessThan50K -31-50,State-gov,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Widowed,Sales,Unmarried,White,Female,41,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,MoreThan50K ->50,Private,9th,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K ->50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,24,Greece,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,?,LessThan50K ->50,Private,Doctorate,Never-married,Prof-specialty,Not-in-family,White,Male,40,England,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,5th-6th,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Guatemala,LessThan50K -<18,?,10th,Never-married,?,Own-child,Black,Female,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Not-in-family,White,Female,30,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,11th,Divorced,Craft-repair,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K ->50,State-gov,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,38,United-States,MoreThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Other-service,Wife,Black,Female,30,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -22-30,State-gov,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,45,France,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Other-service,Other-relative,White,Female,35,United-States,LessThan50K -22-30,Self-emp-not-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,33,United-States,LessThan50K -22-30,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Farming-fishing,Husband,White,Male,90,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,10,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,25,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,48,United-States,MoreThan50K -18-21,Private,11th,Never-married,Transport-moving,Own-child,White,Male,15,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,40,Philippines,MoreThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,Puerto-Rico,LessThan50K -31-50,Private,Assoc-voc,Never-married,Prof-specialty,Unmarried,Black,Female,26,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,34,United-States,LessThan50K -31-50,Local-gov,Doctorate,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,55,United-States,LessThan50K -22-30,Private,Assoc-voc,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Other,Female,30,Mexico,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,Columbia,LessThan50K -31-50,Self-emp-not-inc,5th-6th,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,Mexico,LessThan50K ->50,Self-emp-not-inc,Masters,Widowed,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,36,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,38,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,40,Philippines,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Separated,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Male,40,Haiti,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Other-service,Not-in-family,White,Female,22,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,38,United-States,LessThan50K -31-50,Private,10th,Never-married,Craft-repair,Unmarried,White,Female,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,8,United-States,LessThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,Ireland,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,9th,Separated,Other-service,Unmarried,White,Female,23,Mexico,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,MoreThan50K -22-30,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Canada,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Widowed,Exec-managerial,Unmarried,White,Female,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,10th,Never-married,Other-service,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,1st-4th,Widowed,Machine-op-inspct,Unmarried,White,Male,40,Mexico,LessThan50K -31-50,Private,9th,Separated,Priv-house-serv,Unmarried,White,Female,16,Mexico,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Unmarried,White,Male,50,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,15,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K ->50,Self-emp-inc,Assoc-acdm,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Prof-specialty,Own-child,White,Male,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K ->50,Private,Some-college,Separated,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K ->50,Self-emp-not-inc,10th,Divorced,Other-service,Own-child,White,Female,27,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,?,Assoc-acdm,Never-married,?,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,?,LessThan50K -22-30,Local-gov,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,25,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,55,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,LessThan50K ->50,Local-gov,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Widowed,Other-service,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -<18,Local-gov,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,7th-8th,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Own-child,White,Male,80,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,White,Female,35,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,11th,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,11th,Divorced,Sales,Unmarried,White,Female,28,United-States,LessThan50K -31-50,Private,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Tech-support,Unmarried,White,Female,40,United-States,LessThan50K -31-50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-acdm,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,30,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,22,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,MoreThan50K ->50,Self-emp-inc,10th,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Assoc-voc,Separated,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -<18,Private,10th,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K ->50,Private,Some-college,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,51,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,?,10th,Divorced,?,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,30,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Divorced,Other-service,Unmarried,White,Female,33,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Wife,White,Female,35,United-States,LessThan50K ->50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Craft-repair,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Adm-clerical,Unmarried,White,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Bachelors,Married-spouse-absent,?,Not-in-family,Asian-Pac-Islander,Female,10,Taiwan,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,?,11th,Divorced,?,Not-in-family,Asian-Pac-Islander,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,54,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Female,60,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,32,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,White,Female,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,35,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -18-21,Local-gov,11th,Never-married,Protective-serv,Own-child,White,Male,10,United-States,LessThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,Prof-school,Divorced,Prof-specialty,Unmarried,White,Female,44,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,16,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Separated,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K -18-21,State-gov,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -22-30,Local-gov,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,48,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K ->50,Private,1st-4th,Married-civ-spouse,Prof-specialty,Husband,White,Male,15,Poland,LessThan50K -31-50,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,52,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,30,Columbia,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Sales,Wife,White,Female,30,United-States,LessThan50K -18-21,?,11th,Never-married,?,Other-relative,White,Male,7,United-States,LessThan50K -22-30,Private,11th,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,40,Vietnam,MoreThan50K -18-21,?,Some-college,Never-married,?,Unmarried,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Own-child,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Other-relative,White,Male,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Separated,Other-service,Unmarried,Other,Female,70,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Transport-moving,Husband,White,Male,25,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Not-in-family,White,Male,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Self-emp-inc,HS-grad,Separated,Sales,Unmarried,White,Female,18-21,Honduras,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,30,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Tech-support,Not-in-family,Other,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Never-married,Other-service,Unmarried,White,Female,6,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,32,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Sales,Not-in-family,White,Male,50,United-States,MoreThan50K ->50,Self-emp-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,25,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Tech-support,Own-child,White,Female,10,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Divorced,Adm-clerical,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,MoreThan50K -22-30,Private,HS-grad,Separated,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,26,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,MoreThan50K ->50,Private,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,7,United-States,LessThan50K -31-50,Private,10th,Never-married,Other-service,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Husband,White,Male,40,?,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,40,South,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,75,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,45,United-States,LessThan50K -22-30,Local-gov,HS-grad,Separated,Transport-moving,Own-child,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Male,38,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K ->50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Guatemala,LessThan50K -18-21,?,Some-college,Never-married,?,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,55,Trinadad&Tobago,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,35,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,45,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,60,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,MoreThan50K -31-50,Private,10th,Separated,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,Mexico,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,40,United-States,MoreThan50K -22-30,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,97,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,48,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,Black,Female,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Transport-moving,Husband,White,Male,32,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Adm-clerical,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Protective-serv,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Divorced,Sales,Unmarried,White,Female,48,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Not-in-family,Amer-Indian-Eskimo,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,65,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,24,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,10,United-States,MoreThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,44,Germany,LessThan50K -31-50,Private,12th,Divorced,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Protective-serv,Not-in-family,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,33,United-States,LessThan50K -31-50,Self-emp-not-inc,11th,Divorced,Exec-managerial,Not-in-family,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Bachelors,Widowed,Prof-specialty,Not-in-family,Black,Female,25,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Own-child,White,Female,37,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Wife,White,Female,44,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,Black,Female,42,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Never-married,Craft-repair,Own-child,White,Male,50,United-States,LessThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,18-21,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Craft-repair,Husband,White,Male,50,Poland,LessThan50K -31-50,Private,Assoc-voc,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,85,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,86,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,Jamaica,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Prof-specialty,Not-in-family,Black,Female,24,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Federal-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,35,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,Black,Male,30,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,43,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,70,United-States,LessThan50K -22-30,State-gov,Bachelors,Never-married,Adm-clerical,Own-child,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,Black,Male,44,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,50,Canada,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Female,18-21,United-States,LessThan50K ->50,Self-emp-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Greece,LessThan50K -22-30,?,HS-grad,Never-married,?,Unmarried,Black,Male,8,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Sales,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,MoreThan50K -22-30,Self-emp-not-inc,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,MoreThan50K -<18,?,11th,Never-married,?,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,40,United-States,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,36,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,36,United-States,LessThan50K -31-50,Federal-gov,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,8,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Exec-managerial,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Male,65,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,46,United-States,MoreThan50K -22-30,State-gov,Some-college,Never-married,Other-service,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Divorced,Prof-specialty,Unmarried,White,Female,40,United-States,MoreThan50K ->50,Local-gov,Masters,Married-civ-spouse,Protective-serv,Husband,White,Male,14,United-States,MoreThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,18-21,Canada,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,9th,Never-married,?,Other-relative,White,Male,35,El-Salvador,LessThan50K ->50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,60,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,35,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,5th-6th,Never-married,Handlers-cleaners,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Married-spouse-absent,Sales,Unmarried,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,43,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,60,Philippines,MoreThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,Black,Male,35,United-States,LessThan50K -22-30,Private,Masters,Never-married,Other-service,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,HS-grad,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Adm-clerical,Own-child,White,Female,15,United-States,LessThan50K -31-50,Private,Masters,Never-married,Sales,Own-child,White,Female,50,United-States,LessThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,66,France,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,?,HS-grad,Divorced,?,Own-child,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,10,United-States,LessThan50K -18-21,Private,12th,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,State-gov,HS-grad,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Own-child,White,Male,40,El-Salvador,LessThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Other-relative,White,Female,40,United-States,LessThan50K ->50,Local-gov,9th,Never-married,Adm-clerical,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Sales,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Tech-support,Unmarried,Black,Female,40,?,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,99,United-States,MoreThan50K -31-50,?,10th,Married-civ-spouse,?,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Transport-moving,Own-child,White,Female,17,United-States,LessThan50K ->50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,18-21,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Male,25,Nicaragua,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Tech-support,Wife,White,Female,16,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Adm-clerical,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,25,Canada,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,25,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,?,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,12th,Married-civ-spouse,Sales,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,70,United-States,MoreThan50K -18-21,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,State-gov,7th-8th,Widowed,Other-service,Other-relative,White,Female,24,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Machine-op-inspct,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Widowed,Farming-fishing,Not-in-family,White,Female,14,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Other-service,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,?,HS-grad,Divorced,?,Not-in-family,Black,Female,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Male,35,China,MoreThan50K -31-50,Private,12th,Separated,Priv-house-serv,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Exec-managerial,Unmarried,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Divorced,Tech-support,Not-in-family,White,Female,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,44,United-States,MoreThan50K ->50,Private,5th-6th,Married-civ-spouse,Craft-repair,Husband,White,Male,45,Italy,LessThan50K ->50,Self-emp-not-inc,Doctorate,Married-AF-spouse,Exec-managerial,Wife,White,Female,35,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,11th,Never-married,Machine-op-inspct,Other-relative,White,Male,50,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,15,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,28,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Widowed,Transport-moving,Unmarried,White,Male,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Male,80,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,55,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Not-in-family,White,Female,12,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Other-service,Not-in-family,White,Female,38,United-States,LessThan50K -22-30,Private,10th,Never-married,Craft-repair,Not-in-family,Black,Male,40,?,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,50,South,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Farming-fishing,Unmarried,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,State-gov,Some-college,Never-married,Tech-support,Unmarried,Black,Female,50,United-States,LessThan50K ->50,Private,Some-college,Divorced,Tech-support,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,35,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,15,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Male,55,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Assoc-voc,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Divorced,Craft-repair,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Tech-support,Own-child,White,Male,14,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,7th-8th,Married-spouse-absent,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,35,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Male,44,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Wife,Black,Female,35,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,India,MoreThan50K -31-50,Federal-gov,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,Black,Male,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,65,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Divorced,Exec-managerial,Unmarried,Black,Female,30,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Sales,Unmarried,White,Female,48,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -<18,?,Some-college,Never-married,?,Own-child,White,Male,15,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -22-30,?,Masters,Never-married,?,Not-in-family,Other,Female,40,Japan,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,MoreThan50K -<18,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,LessThan50K ->50,Private,Assoc-voc,Never-married,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,42,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,48,United-States,LessThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Prof-specialty,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,12th,Married-spouse-absent,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Federal-gov,Assoc-voc,Divorced,Handlers-cleaners,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,40,Vietnam,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,30,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,United-States,MoreThan50K -31-50,?,1st-4th,Married-civ-spouse,?,Husband,White,Male,15,United-States,LessThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K ->50,State-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Preschool,Never-married,Other-service,Unmarried,White,Male,28,El-Salvador,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Greece,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,11th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,47,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,64,United-States,MoreThan50K -31-50,Private,HS-grad,Widowed,Machine-op-inspct,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,39,United-States,MoreThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,4,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,28,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Self-emp-inc,10th,Married-civ-spouse,Farming-fishing,Husband,White,Male,80,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Transport-moving,Wife,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,35,Ireland,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Portugal,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Divorced,Other-service,Not-in-family,Black,Female,35,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,State-gov,HS-grad,Widowed,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Preschool,Married-civ-spouse,?,Husband,White,Male,16,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Male,35,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,6,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Wife,Other,Female,40,United-States,LessThan50K ->50,?,HS-grad,Widowed,?,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,7th-8th,Never-married,Farming-fishing,Unmarried,Black,Female,18-21,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,Black,Female,35,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Sales,Wife,White,Female,42,United-States,LessThan50K -31-50,Private,Prof-school,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Canada,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Own-child,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,12,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Adm-clerical,Not-in-family,White,Female,17,United-States,LessThan50K -22-30,State-gov,Some-college,Separated,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,16,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,52,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Priv-house-serv,Other-relative,White,Female,15,Mexico,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,39,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,16,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,30,United-States,LessThan50K -22-30,Local-gov,Assoc-voc,Married-civ-spouse,Tech-support,Wife,White,Female,35,Nicaragua,MoreThan50K -22-30,?,Some-college,Divorced,?,Own-child,White,Male,25,El-Salvador,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,30,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,State-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-spouse-absent,Other-service,Unmarried,White,Female,45,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,60,Vietnam,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Wife,Other,Female,40,?,LessThan50K -31-50,Private,Assoc-acdm,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,18-21,Germany,LessThan50K -22-30,State-gov,Bachelors,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,7th-8th,Never-married,Craft-repair,Not-in-family,White,Male,40,Mexico,LessThan50K -31-50,Private,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,50,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,?,Assoc-voc,Married-civ-spouse,?,Wife,White,Female,18-21,Iran,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Divorced,Prof-specialty,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Unmarried,White,Female,40,Mexico,LessThan50K -<18,Private,11th,Never-married,Other-service,Own-child,Black,Male,16,Haiti,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,80,United-States,MoreThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,Black,Male,45,United-States,MoreThan50K -31-50,Private,5th-6th,Separated,Handlers-cleaners,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Tech-support,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,?,11th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,Mexico,MoreThan50K ->50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,64,United-States,MoreThan50K -22-30,Local-gov,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Never-married,Sales,Not-in-family,Black,Male,33,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,Mexico,LessThan50K -31-50,Private,11th,Separated,Other-service,Unmarried,Black,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,White,Female,24,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,30,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Tech-support,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K ->50,?,Some-college,Married-civ-spouse,?,Husband,White,Male,4,United-States,MoreThan50K -22-30,Private,11th,Never-married,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -31-50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,Black,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K -18-21,Private,11th,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Husband,Black,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,Self-emp-not-inc,Doctorate,Divorced,Adm-clerical,Other-relative,Other,Male,40,?,LessThan50K -31-50,Private,11th,Divorced,Other-service,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Not-in-family,White,Male,36,?,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,40,United-States,LessThan50K ->50,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Female,52,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,40,United-States,LessThan50K -<18,Private,10th,Never-married,Sales,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,22,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,40,Japan,LessThan50K -22-30,Private,Assoc-voc,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,?,Masters,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,State-gov,Doctorate,Divorced,Prof-specialty,Unmarried,White,Male,50,France,MoreThan50K -22-30,Private,11th,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,45,United-States,LessThan50K -31-50,State-gov,Assoc-acdm,Divorced,Protective-serv,Not-in-family,Black,Male,38,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Unmarried,White,Male,30,United-States,LessThan50K -31-50,Local-gov,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -18-21,?,10th,Divorced,?,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,35,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,Greece,LessThan50K -22-30,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,Black,Male,50,?,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -31-50,Private,Masters,Never-married,Exec-managerial,Not-in-family,White,Male,56,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Sales,Wife,White,Female,42,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,44,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,45,Poland,LessThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,7th-8th,Widowed,Other-service,Unmarried,White,Female,38,Mexico,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,White,Female,44,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,40,Canada,LessThan50K -22-30,Local-gov,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,LessThan50K -18-21,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Exec-managerial,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,Other,Female,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,Italy,LessThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,42,United-States,LessThan50K -<18,?,9th,Never-married,?,Own-child,White,Female,25,Mexico,LessThan50K -31-50,Private,Assoc-voc,Divorced,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,50,United-States,MoreThan50K -31-50,Private,1st-4th,Never-married,Farming-fishing,Not-in-family,Other,Male,50,Mexico,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,35,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,MoreThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,Local-gov,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -22-30,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,HS-grad,Never-married,Other-service,Not-in-family,Black,Female,38,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Never-married,Farming-fishing,Own-child,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Transport-moving,Not-in-family,White,Male,48,United-States,MoreThan50K -31-50,Federal-gov,7th-8th,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,40,United-States,MoreThan50K -22-30,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,99,United-States,MoreThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,16,Germany,MoreThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,Germany,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,75,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Other-service,Unmarried,Black,Female,40,Jamaica,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,18-21,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Machine-op-inspct,Unmarried,White,Female,48,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,35,United-States,LessThan50K ->50,Federal-gov,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,3,United-States,LessThan50K -22-30,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,47,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,32,United-States,LessThan50K -31-50,Private,Some-college,Widowed,Exec-managerial,Unmarried,White,Female,55,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Female,25,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,10th,Never-married,Machine-op-inspct,Own-child,White,Male,40,Mexico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,32,United-States,LessThan50K ->50,Local-gov,Masters,Married-civ-spouse,Adm-clerical,Husband,White,Male,38,United-States,MoreThan50K -22-30,Federal-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -18-21,?,11th,Never-married,?,Own-child,Black,Female,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Machine-op-inspct,Not-in-family,White,Male,48,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K ->50,?,11th,Widowed,?,Not-in-family,White,Female,24,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Separated,Other-service,Not-in-family,White,Male,70,England,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Protective-serv,Husband,Black,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,42,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Other-relative,White,Male,55,Ecuador,LessThan50K -22-30,Private,11th,Divorced,Craft-repair,Unmarried,Other,Male,35,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Divorced,Exec-managerial,Not-in-family,White,Female,65,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Own-child,White,Female,60,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,44,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,50,United-States,LessThan50K -31-50,Local-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,50,England,MoreThan50K -31-50,Private,Bachelors,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,60,United-States,MoreThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Not-in-family,White,Female,45,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,State-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Married-spouse-absent,?,Own-child,White,Female,35,United-States,LessThan50K ->50,Private,Doctorate,Widowed,Prof-specialty,Not-in-family,White,Female,60,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,53,United-States,MoreThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,24,United-States,LessThan50K ->50,Federal-gov,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Masters,Married-civ-spouse,?,Husband,White,Male,8,United-States,MoreThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,39,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Federal-gov,9th,Divorced,Other-service,Not-in-family,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K ->50,Local-gov,Some-college,Widowed,Other-service,Not-in-family,White,Female,41,United-States,LessThan50K -22-30,State-gov,Masters,Never-married,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Private,12th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,18-21,Yugoslavia,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Other-service,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Transport-moving,Other-relative,White,Male,50,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Sales,Own-child,White,Male,40,Germany,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,China,MoreThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K ->50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Other-service,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-inc,Some-college,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,England,MoreThan50K ->50,Private,Prof-school,Widowed,Prof-specialty,Unmarried,White,Male,60,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,18-21,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Sales,Own-child,White,Male,80,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Male,55,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Other-service,Not-in-family,Black,Female,10,United-States,LessThan50K -22-30,Private,12th,Never-married,Machine-op-inspct,Unmarried,White,Male,40,Mexico,LessThan50K ->50,Self-emp-not-inc,Masters,Divorced,Prof-specialty,Unmarried,White,Male,60,United-States,MoreThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,Other,Female,40,Taiwan,MoreThan50K ->50,Private,Assoc-voc,Divorced,Sales,Not-in-family,White,Male,46,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Never-married,Tech-support,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Sales,Husband,White,Male,25,United-States,LessThan50K -<18,?,Some-college,Never-married,?,Own-child,Asian-Pac-Islander,Female,40,Philippines,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,State-gov,Assoc-voc,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Transport-moving,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Machine-op-inspct,Own-child,White,Male,55,United-States,LessThan50K ->50,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,45,United-States,LessThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,45,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Adm-clerical,Not-in-family,White,Female,10,United-States,LessThan50K -22-30,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,Black,Male,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Other-service,Wife,White,Female,23,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,MoreThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,32,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,45,United-States,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Other-service,Wife,White,Female,35,?,MoreThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,45,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,70,United-States,LessThan50K -22-30,Private,10th,Married-civ-spouse,Protective-serv,Wife,Black,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Married-civ-spouse,Prof-specialty,Wife,White,Female,16,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,35,Philippines,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,Mexico,LessThan50K -31-50,State-gov,HS-grad,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,44,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Masters,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,36,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Unmarried,White,Female,18-21,United-States,LessThan50K -22-30,Private,12th,Never-married,Craft-repair,Not-in-family,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,50,India,LessThan50K -31-50,Private,5th-6th,Married-civ-spouse,Priv-house-serv,Wife,White,Female,40,El-Salvador,LessThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Female,46,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,Assoc-voc,Married-civ-spouse,?,Husband,White,Male,50,United-States,MoreThan50K ->50,Private,Bachelors,Never-married,Adm-clerical,Unmarried,White,Male,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Prof-specialty,Wife,Black,Female,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Unmarried,Black,Female,35,?,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Male,25,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,35,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,45,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,?,MoreThan50K ->50,Private,12th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,?,Bachelors,Married-civ-spouse,?,Husband,White,Male,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Separated,Prof-specialty,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Never-married,Protective-serv,Not-in-family,White,Male,48,United-States,LessThan50K -31-50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,32,United-States,MoreThan50K ->50,?,Some-college,Widowed,?,Not-in-family,White,Female,5,United-States,LessThan50K -31-50,Self-emp-not-inc,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Local-gov,Masters,Widowed,Prof-specialty,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Private,7th-8th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,48,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Exec-managerial,Own-child,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Machine-op-inspct,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,36,?,LessThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,MoreThan50K -22-30,Private,10th,Never-married,Prof-specialty,Not-in-family,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,10th,Widowed,Sales,Unmarried,White,Female,40,Canada,LessThan50K -22-30,State-gov,Bachelors,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Female,15,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Assoc-voc,Divorced,Prof-specialty,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,State-gov,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,52,United-States,MoreThan50K -22-30,Private,11th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,?,LessThan50K -22-30,Private,HS-grad,Never-married,Handlers-cleaners,Other-relative,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,40,Hong,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Craft-repair,Own-child,White,Male,35,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,15,United-States,LessThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,45,South,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,49,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Craft-repair,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Other-relative,White,Female,40,United-States,LessThan50K -31-50,?,Some-college,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K ->50,?,HS-grad,Separated,?,Unmarried,White,Female,38,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Male,25,United-States,LessThan50K -31-50,Local-gov,Masters,Never-married,Exec-managerial,Not-in-family,White,Female,50,United-States,MoreThan50K ->50,Self-emp-not-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,HS-grad,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Farming-fishing,Not-in-family,White,Male,72,United-States,LessThan50K -31-50,?,11th,Never-married,?,Not-in-family,Black,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Female,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Local-gov,Bachelors,Married-civ-spouse,Transport-moving,Husband,Black,Male,40,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,18-21,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K ->50,State-gov,HS-grad,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,28,United-States,MoreThan50K ->50,Private,Prof-school,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,HS-grad,Separated,Exec-managerial,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Male,40,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,MoreThan50K ->50,Private,5th-6th,Separated,Handlers-cleaners,Not-in-family,Black,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,43,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Own-child,White,Male,24,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,65,United-States,LessThan50K -22-30,?,Some-college,Never-married,?,Own-child,Black,Male,40,?,LessThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Craft-repair,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,9th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,72,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Farming-fishing,Husband,White,Male,8,United-States,LessThan50K -31-50,Self-emp-inc,Assoc-acdm,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,HS-grad,Widowed,Farming-fishing,Unmarried,White,Male,5,United-States,LessThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,15,United-States,LessThan50K ->50,Private,10th,Separated,Protective-serv,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Sales,Unmarried,White,Female,40,United-States,LessThan50K -22-30,?,HS-grad,Never-married,?,Not-in-family,White,Female,36,United-States,LessThan50K ->50,Self-emp-not-inc,7th-8th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Never-married,Other-service,Own-child,Black,Male,30,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Adm-clerical,Not-in-family,White,Female,40,Puerto-Rico,LessThan50K ->50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,MoreThan50K ->50,?,HS-grad,Married-civ-spouse,?,Wife,White,Female,40,Scotland,MoreThan50K -31-50,Federal-gov,Bachelors,Never-married,Adm-clerical,Unmarried,Black,Male,40,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,56,United-States,LessThan50K -31-50,Private,Masters,Divorced,Exec-managerial,Not-in-family,White,Female,45,United-States,LessThan50K -22-30,Private,11th,Separated,Craft-repair,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,43,United-States,MoreThan50K -22-30,Private,Assoc-voc,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Federal-gov,Some-college,Never-married,Other-service,Unmarried,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Priv-house-serv,Not-in-family,White,Female,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Wife,White,Female,40,United-States,MoreThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -18-21,Private,HS-grad,Never-married,Sales,Own-child,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K ->50,Self-emp-inc,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,81,United-States,LessThan50K -31-50,Private,1st-4th,Never-married,Adm-clerical,Unmarried,White,Female,30,Dominican-Republic,LessThan50K -22-30,?,Some-college,Divorced,?,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Exec-managerial,Other-relative,White,Female,45,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Handlers-cleaners,Own-child,White,Male,17,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Exec-managerial,Unmarried,White,Female,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,State-gov,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Male,45,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Sales,Not-in-family,Black,Male,40,?,LessThan50K -31-50,State-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Male,38,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Sales,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,30,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,Germany,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,Germany,LessThan50K ->50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,MoreThan50K -31-50,Local-gov,HS-grad,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,HS-grad,Divorced,Handlers-cleaners,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,44,United-States,MoreThan50K -18-21,Local-gov,Some-college,Never-married,Sales,Own-child,White,Female,16,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,Black,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,30,United-States,LessThan50K -31-50,Local-gov,HS-grad,Widowed,Transport-moving,Unmarried,White,Female,40,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -18-21,?,HS-grad,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,State-gov,12th,Divorced,Other-service,Unmarried,White,Female,40,United-States,LessThan50K -22-30,Local-gov,HS-grad,Divorced,Protective-serv,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Local-gov,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,56,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,Preschool,Widowed,Exec-managerial,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Own-child,Black,Male,36,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,22,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,White,Male,40,Vietnam,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -18-21,Private,11th,Never-married,Prof-specialty,Own-child,White,Male,15,United-States,LessThan50K -31-50,Federal-gov,Some-college,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,50,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Sales,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Never-married,Handlers-cleaners,Own-child,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K ->50,Local-gov,HS-grad,Widowed,Transport-moving,Not-in-family,White,Female,40,United-States,LessThan50K -<18,Private,11th,Never-married,Farming-fishing,Own-child,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Female,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,70,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Machine-op-inspct,Other-relative,Other,Male,32,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -<18,Private,12th,Never-married,Craft-repair,Own-child,White,Male,15,Columbia,LessThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Wife,White,Female,18-21,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,57,United-States,LessThan50K ->50,Private,12th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,Assoc-acdm,Never-married,Other-service,Own-child,White,Female,30,United-States,LessThan50K ->50,Private,7th-8th,Divorced,Machine-op-inspct,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,42,United-States,LessThan50K -31-50,Private,1st-4th,Divorced,Machine-op-inspct,Unmarried,White,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Sales,Husband,White,Male,48,United-States,LessThan50K ->50,State-gov,HS-grad,Never-married,Tech-support,Own-child,Black,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Separated,Machine-op-inspct,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Exec-managerial,Unmarried,White,Female,48,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,White,Female,18-21,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Unmarried,White,Female,60,United-States,LessThan50K ->50,Self-emp-inc,Prof-school,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,50,Thailand,MoreThan50K -31-50,Private,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,44,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Protective-serv,Wife,Black,Female,48,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,18-21,United-States,LessThan50K ->50,Private,7th-8th,Widowed,Exec-managerial,Not-in-family,White,Female,2,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,White,Female,25,United-States,LessThan50K ->50,Private,10th,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,45,United-States,LessThan50K -22-30,Self-emp-not-inc,10th,Divorced,Craft-repair,Not-in-family,White,Male,80,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Black,Male,18-21,United-States,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Handlers-cleaners,Own-child,White,Male,32,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Other-service,Other-relative,Black,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -22-30,Private,7th-8th,Married-civ-spouse,Prof-specialty,Husband,White,Male,55,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Federal-gov,Assoc-voc,Married-civ-spouse,Adm-clerical,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,55,United-States,MoreThan50K -22-30,Private,Bachelors,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,60,United-States,LessThan50K ->50,Private,Masters,Divorced,Prof-specialty,Not-in-family,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Doctorate,Married-civ-spouse,Prof-specialty,Husband,White,Male,65,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Other-service,Wife,White,Female,40,United-States,MoreThan50K -22-30,Private,HS-grad,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Divorced,Sales,Not-in-family,White,Male,45,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,MoreThan50K ->50,?,7th-8th,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K ->50,?,Assoc-acdm,Married-spouse-absent,?,Not-in-family,White,Female,5,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,40,South,LessThan50K -22-30,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,48,United-States,LessThan50K -18-21,Self-emp-inc,Some-college,Never-married,Handlers-cleaners,Own-child,White,Female,40,United-States,LessThan50K -31-50,Self-emp-not-inc,10th,Married-civ-spouse,Craft-repair,Husband,Black,Male,40,Haiti,LessThan50K -22-30,Self-emp-inc,Bachelors,Never-married,Sales,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Assoc-acdm,Divorced,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,50,United-States,MoreThan50K -31-50,Private,Some-college,Divorced,Other-service,Unmarried,White,Female,60,United-States,LessThan50K ->50,?,HS-grad,Married-civ-spouse,?,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Divorced,Adm-clerical,Unmarried,White,Female,40,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,18-21,United-States,LessThan50K ->50,Private,HS-grad,Divorced,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Adm-clerical,Not-in-family,White,Female,18-21,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Other-relative,White,Female,60,United-States,LessThan50K -18-21,?,Some-college,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,1st-4th,Married-civ-spouse,Other-service,Husband,White,Male,35,Mexico,LessThan50K -18-21,Local-gov,Some-college,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Bachelors,Divorced,Prof-specialty,Unmarried,White,Female,37,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Adm-clerical,Other-relative,White,Female,18-21,United-States,LessThan50K ->50,Private,1st-4th,Widowed,Priv-house-serv,Not-in-family,Black,Female,30,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Other-service,Not-in-family,White,Female,35,Italy,LessThan50K -31-50,Private,10th,Separated,Exec-managerial,Not-in-family,Black,Male,99,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Sales,Own-child,White,Female,40,United-States,LessThan50K ->50,Local-gov,9th,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -18-21,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,28,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,MoreThan50K -31-50,Federal-gov,Assoc-acdm,Married-civ-spouse,Protective-serv,Husband,White,Male,72,United-States,MoreThan50K -31-50,Local-gov,Some-college,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,11th,Never-married,Handlers-cleaners,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Some-college,Never-married,Prof-specialty,Not-in-family,White,Male,35,United-States,LessThan50K -31-50,Local-gov,Assoc-acdm,Married-civ-spouse,Prof-specialty,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,51,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Tech-support,Own-child,White,Female,40,United-States,LessThan50K ->50,Private,Some-college,Widowed,Tech-support,Not-in-family,White,Female,35,United-States,LessThan50K -31-50,Private,Bachelors,Never-married,Machine-op-inspct,Not-in-family,White,Female,8,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Sales,Not-in-family,White,Female,24,United-States,LessThan50K -31-50,Private,HS-grad,Separated,Sales,Not-in-family,White,Female,47,United-States,LessThan50K ->50,Self-emp-inc,Bachelors,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,40,?,MoreThan50K -18-21,Private,9th,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Adm-clerical,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K ->50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Farming-fishing,Not-in-family,Other,Male,40,Puerto-Rico,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Never-married,Farming-fishing,Not-in-family,White,Male,50,United-States,LessThan50K -22-30,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,60,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -22-30,State-gov,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,37,United-States,MoreThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,57,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,65,United-States,LessThan50K ->50,Private,HS-grad,Widowed,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,9th,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Divorced,Other-service,Not-in-family,White,Female,36,United-States,MoreThan50K -31-50,Self-emp-inc,Masters,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,60,Japan,MoreThan50K -22-30,Local-gov,Bachelors,Never-married,Prof-specialty,Own-child,White,Male,24,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Tech-support,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Tech-support,Husband,White,Male,50,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,MoreThan50K -31-50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,40,United-States,MoreThan50K -18-21,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K ->50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Farming-fishing,Husband,White,Male,15,United-States,LessThan50K -22-30,Private,Assoc-voc,Never-married,Tech-support,Own-child,White,Female,38,United-States,LessThan50K -31-50,Private,7th-8th,Separated,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,9th,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Tech-support,Own-child,White,Female,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Sales,Own-child,Black,Female,10,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -<18,?,10th,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Never-married,Adm-clerical,Not-in-family,White,Female,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Unmarried,White,Female,38,United-States,LessThan50K -31-50,Local-gov,Masters,Divorced,Prof-specialty,Unmarried,Black,Female,40,United-States,MoreThan50K -31-50,Self-emp-inc,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Other-service,Own-child,White,Male,18-21,United-States,LessThan50K -31-50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Married-civ-spouse,Exec-managerial,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Other-service,Husband,White,Male,65,United-States,LessThan50K -31-50,Self-emp-inc,Bachelors,Never-married,Exec-managerial,Not-in-family,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,40,Philippines,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,48,United-States,LessThan50K -31-50,Local-gov,Masters,Separated,Adm-clerical,Unmarried,Black,Female,40,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Sales,Unmarried,Black,Female,30,United-States,LessThan50K -31-50,Private,10th,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,60,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,MoreThan50K -18-21,State-gov,HS-grad,Never-married,Other-service,Own-child,White,Male,25,United-States,LessThan50K -22-30,Private,HS-grad,Married-civ-spouse,Prof-specialty,Husband,White,Male,30,United-States,LessThan50K -22-30,Private,Bachelors,Married-civ-spouse,Sales,Husband,White,Male,50,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,MoreThan50K -31-50,Self-emp-not-inc,Assoc-voc,Married-civ-spouse,Exec-managerial,Husband,White,Male,35,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Male,40,United-States,LessThan50K -31-50,Local-gov,Some-college,Married-civ-spouse,Protective-serv,Husband,White,Male,56,United-States,MoreThan50K -31-50,Private,HS-grad,Divorced,Machine-op-inspct,Not-in-family,White,Female,55,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Tech-support,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,11th,Married-civ-spouse,Protective-serv,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,Black,Male,40,United-States,MoreThan50K ->50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K -22-30,?,Assoc-acdm,Married-civ-spouse,?,Husband,White,Male,13,United-States,LessThan50K ->50,Private,HS-grad,Never-married,Exec-managerial,Not-in-family,White,Male,54,United-States,LessThan50K ->50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,55,United-States,MoreThan50K -31-50,Private,Masters,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,MoreThan50K -22-30,Federal-gov,HS-grad,Never-married,Exec-managerial,Unmarried,White,Female,70,Puerto-Rico,LessThan50K -22-30,Self-emp-not-inc,Some-college,Married-civ-spouse,Adm-clerical,Wife,White,Female,55,United-States,MoreThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,60,?,LessThan50K -22-30,Private,Assoc-acdm,Never-married,Adm-clerical,Own-child,White,Female,40,United-States,LessThan50K -31-50,State-gov,Some-college,Divorced,Adm-clerical,Other-relative,White,Female,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Own-child,White,Male,55,United-States,LessThan50K -18-21,Private,12th,Never-married,Other-service,Unmarried,White,Male,40,?,LessThan50K -22-30,State-gov,HS-grad,Divorced,Protective-serv,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Sales,Husband,White,Male,45,United-States,MoreThan50K -31-50,Self-emp-not-inc,Masters,Separated,Exec-managerial,Unmarried,White,Female,18-21,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Unmarried,Black,Female,40,United-States,LessThan50K ->50,Private,Masters,Married-civ-spouse,Exec-managerial,Husband,White,Male,50,?,MoreThan50K ->50,Private,Some-college,Divorced,Sales,Not-in-family,White,Female,60,United-States,LessThan50K -18-21,Private,HS-grad,Never-married,Handlers-cleaners,Own-child,White,Female,35,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Male,60,United-States,MoreThan50K -31-50,Private,HS-grad,Separated,Other-service,Unmarried,Black,Female,35,United-States,LessThan50K -31-50,Private,Assoc-acdm,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,HS-grad,Divorced,Adm-clerical,Unmarried,White,Female,45,United-States,LessThan50K ->50,Private,Some-college,Widowed,Sales,Not-in-family,White,Female,34,United-States,LessThan50K -31-50,Self-emp-not-inc,HS-grad,Married-civ-spouse,Exec-managerial,Wife,White,Female,50,United-States,LessThan50K -22-30,Private,Assoc-voc,Married-civ-spouse,Prof-specialty,Husband,White,Male,40,United-States,LessThan50K ->50,Private,HS-grad,Married-civ-spouse,Craft-repair,Husband,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Divorced,Adm-clerical,Unmarried,White,Female,33,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,53,United-States,MoreThan50K -22-30,Private,Some-college,Never-married,Transport-moving,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,MoreThan50K ->50,Self-emp-not-inc,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,10,United-States,LessThan50K -18-21,Local-gov,HS-grad,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,12th,Never-married,Other-service,Not-in-family,White,Male,40,United-States,LessThan50K -31-50,Private,Some-college,Married-civ-spouse,Craft-repair,Husband,White,Male,50,United-States,MoreThan50K -22-30,?,Bachelors,Never-married,?,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Bachelors,Never-married,Sales,Not-in-family,White,Female,40,Mexico,LessThan50K -31-50,Private,Some-college,Separated,Adm-clerical,Unmarried,White,Female,50,United-States,MoreThan50K -31-50,Self-emp-not-inc,11th,Married-civ-spouse,Exec-managerial,Husband,White,Male,65,United-States,LessThan50K -31-50,Private,HS-grad,Married-civ-spouse,Adm-clerical,Wife,White,Female,40,United-States,MoreThan50K ->50,Private,HS-grad,Married-civ-spouse,Transport-moving,Husband,White,Male,40,United-States,LessThan50K -22-30,?,Bachelors,Married-civ-spouse,?,Wife,White,Female,40,United-States,LessThan50K -22-30,Private,HS-grad,Divorced,Craft-repair,Not-in-family,White,Male,40,United-States,LessThan50K -18-21,Private,Some-college,Never-married,Sales,Own-child,Other,Female,18-21,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Exec-managerial,Husband,White,Male,60,United-States,MoreThan50K -31-50,Private,Some-college,Married-civ-spouse,Adm-clerical,Husband,White,Male,40,United-States,LessThan50K -22-30,Private,HS-grad,Never-married,Other-service,Unmarried,Black,Male,40,United-States,LessThan50K -31-50,Private,Assoc-voc,Married-civ-spouse,Craft-repair,Husband,White,Male,38,United-States,LessThan50K ->50,Private,Assoc-voc,Divorced,Other-service,Not-in-family,White,Female,18-21,United-States,LessThan50K -18-21,Private,12th,Never-married,Craft-repair,Own-child,White,Male,40,United-States,LessThan50K -22-30,Private,Some-college,Never-married,Adm-clerical,Not-in-family,Black,Male,18-21,United-States,LessThan50K -18-21,Private,11th,Never-married,Other-service,Own-child,White,Female,18-21,United-States,LessThan50K -22-30,Local-gov,Masters,Never-married,Prof-specialty,Not-in-family,White,Female,40,United-States,LessThan50K -31-50,Private,Bachelors,Married-civ-spouse,Prof-specialty,Husband,White,Male,45,United-States,LessThan50K diff --git a/testdata/adult/adult.csv b/testdata/adult/adult.csv new file mode 100644 index 000000000..095dd2edc --- /dev/null +++ b/testdata/adult/adult.csv @@ -0,0 +1,1001 @@ +age,workclass,fnlwgt,education,education_num,marital_status,occupation,relationship,race,sex,capital_gain,capital_loss,hours_per_week,native_country,salary +39,State-gov,77516,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,2174,0,40,United-States,<=50K +50,Self-emp-not-inc,83311,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,13,United-States,<=50K +38,Private,215646,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K +53,Private,234721,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K +28,Private,338409,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,Cuba,<=50K +37,Private,284582,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K +49,Private,160187,9th,5,Married-spouse-absent,Other-service,Not-in-family,Black,Female,0,0,16,Jamaica,<=50K +52,Self-emp-not-inc,209642,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K +31,Private,45781,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,14084,0,50,United-States,>50K +42,Private,159449,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K +37,Private,280464,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,80,United-States,>50K +30,State-gov,141297,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K +23,Private,122272,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K +32,Private,205019,Assoc-acdm,12,Never-married,Sales,Not-in-family,Black,Male,0,0,50,United-States,<=50K +34,Private,245487,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,45,Mexico,<=50K +25,Self-emp-not-inc,176756,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,35,United-States,<=50K +32,Private,186824,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K +38,Private,28887,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +43,Self-emp-not-inc,292175,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,>50K +40,Private,193524,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K +54,Private,302146,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K +35,Federal-gov,76845,9th,5,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K +43,Private,117037,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2042,40,United-States,<=50K +59,Private,109015,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K +56,Local-gov,216851,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K +19,Private,168294,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K +39,Private,367260,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,80,United-States,<=50K +49,Private,193366,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +23,Local-gov,190709,Assoc-acdm,12,Never-married,Protective-serv,Not-in-family,White,Male,0,0,52,United-States,<=50K +20,Private,266015,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,44,United-States,<=50K +45,Private,386940,Bachelors,13,Divorced,Exec-managerial,Own-child,White,Male,0,1408,40,United-States,<=50K +30,Federal-gov,59951,Some-college,10,Married-civ-spouse,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K +22,State-gov,311512,Some-college,10,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,15,United-States,<=50K +48,Private,242406,11th,7,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,Puerto-Rico,<=50K +21,Private,197200,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K +19,Private,544091,HS-grad,9,Married-AF-spouse,Adm-clerical,Wife,White,Female,0,0,25,United-States,<=50K +48,Self-emp-not-inc,265477,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +31,Private,507875,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,43,United-States,<=50K +53,Self-emp-not-inc,88506,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +24,Private,172987,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K +49,Private,94638,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +25,Private,289980,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,35,United-States,<=50K +57,Federal-gov,337895,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K +53,Private,144361,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,38,United-States,<=50K +44,Private,128354,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K +41,State-gov,101603,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +29,Private,271466,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,43,United-States,<=50K +25,Private,32275,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Other,Female,0,0,40,United-States,<=50K +47,Private,51835,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,60,Honduras,>50K +50,Federal-gov,251585,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K +47,Self-emp-inc,109832,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K +43,Private,237993,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K +46,Private,216666,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K +35,Private,56352,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Puerto-Rico,<=50K +41,Private,147372,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,48,United-States,<=50K +30,Private,188146,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5013,0,40,United-States,<=50K +30,Private,59496,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,2407,0,40,United-States,<=50K +48,Private,149640,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +42,Private,116632,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K +29,Private,105598,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,58,United-States,<=50K +36,Private,155537,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +28,Private,183175,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +53,Private,169846,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K +49,Self-emp-inc,191681,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K +19,Private,101509,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,32,United-States,<=50K +31,Private,309974,Bachelors,13,Separated,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K +29,Self-emp-not-inc,162298,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K +23,Private,211678,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K +79,Private,124744,Some-college,10,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,0,0,20,United-States,<=50K +27,Private,213921,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,Mexico,<=50K +40,Private,32214,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +18,Private,309634,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,22,United-States,<=50K +31,Local-gov,125927,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K +18,Private,446839,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K +52,Private,276515,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Cuba,<=50K +46,Private,51618,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K +59,Private,159937,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K +44,Private,343591,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,14344,0,40,United-States,>50K +53,Private,346253,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,35,United-States,<=50K +49,Local-gov,268234,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K +33,Private,202051,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K +30,Private,54334,9th,5,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +43,Federal-gov,410867,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K +57,Private,249977,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +37,Private,286730,Some-college,10,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K +28,Private,212563,Some-college,10,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,25,United-States,<=50K +34,Local-gov,226296,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K +29,Local-gov,115585,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K +48,Self-emp-not-inc,191277,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,60,United-States,>50K +37,Private,202683,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,>50K +48,Private,171095,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,England,<=50K +32,Federal-gov,249409,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K +76,Private,124191,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +44,Private,198282,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K +47,Self-emp-not-inc,149116,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K +20,Private,188300,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K +29,Private,103432,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +32,Self-emp-inc,317660,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K +30,Private,194901,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +31,Local-gov,189265,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +42,Private,124692,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K +24,Private,432376,Bachelors,13,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K +38,Private,65324,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +56,Self-emp-not-inc,335605,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,1887,50,Canada,>50K +28,Private,377869,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,4064,0,25,United-States,<=50K +36,Private,102864,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K +53,Private,95647,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K +56,Self-emp-inc,303090,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +49,Local-gov,197371,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K +55,Private,247552,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,56,United-States,<=50K +22,Private,102632,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,41,United-States,<=50K +21,Private,199915,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K +40,Private,118853,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K +30,Private,77143,Bachelors,13,Never-married,Exec-managerial,Own-child,Black,Male,0,0,40,Germany,<=50K +29,State-gov,267989,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K +19,Private,301606,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,35,United-States,<=50K +47,Private,287828,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K +20,Private,111697,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,1719,28,United-States,<=50K +31,Private,114937,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K +39,Private,365739,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +28,Private,69621,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K +24,Private,43323,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,1762,40,United-States,<=50K +38,Self-emp-not-inc,120985,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,35,United-States,<=50K +37,Private,254202,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +46,Private,146195,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,Black,Female,0,0,36,United-States,<=50K +38,Federal-gov,125933,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Iran,>50K +43,Self-emp-not-inc,56920,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K +27,Private,163127,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K +20,Private,34310,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K +49,Private,81973,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K +61,Self-emp-inc,66614,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +27,Private,232782,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K +19,Private,316868,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,Mexico,<=50K +45,Private,196584,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,1564,40,United-States,>50K +70,Private,105376,Some-college,10,Never-married,Tech-support,Other-relative,White,Male,0,0,40,United-States,<=50K +31,Private,185814,HS-grad,9,Never-married,Transport-moving,Unmarried,Black,Female,0,0,30,United-States,<=50K +22,Private,175374,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,24,United-States,<=50K +36,Private,108293,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,24,United-States,<=50K +64,Private,181232,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2179,40,United-States,<=50K +47,Local-gov,186009,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,Mexico,<=50K +34,Private,198183,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +33,Private,163003,Bachelors,13,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K +21,Private,296158,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K +48,Private,187715,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,<=50K +23,Private,214542,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K +71,Self-emp-not-inc,494223,Some-college,10,Separated,Sales,Unmarried,Black,Male,0,1816,2,United-States,<=50K +29,Private,191535,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K +42,Private,228456,Bachelors,13,Separated,Other-service,Other-relative,Black,Male,0,0,50,United-States,<=50K +25,Private,252752,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K +44,Self-emp-inc,78374,Masters,14,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K +28,Private,88419,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,40,England,<=50K +45,Self-emp-not-inc,201080,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K +36,Private,207157,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K +39,Federal-gov,235485,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,42,United-States,<=50K +46,State-gov,102628,Masters,14,Widowed,Protective-serv,Unmarried,White,Male,0,0,40,United-States,<=50K +18,Private,25828,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,16,United-States,<=50K +66,Local-gov,54826,Assoc-voc,11,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K +27,Private,124953,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,1980,40,United-States,<=50K +28,State-gov,175325,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K +51,Private,96062,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1977,40,United-States,>50K +27,Private,428030,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K +28,State-gov,149624,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +27,Private,253814,HS-grad,9,Married-spouse-absent,Sales,Unmarried,White,Female,0,0,25,United-States,<=50K +21,Private,312956,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K +34,Private,483777,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K +18,Private,183930,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K +33,Private,37274,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,<=50K +44,Local-gov,181344,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,38,United-States,>50K +43,Private,114580,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +30,Private,633742,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,45,United-States,<=50K +40,Private,286370,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,>50K +37,Federal-gov,29054,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,42,United-States,>50K +34,Private,304030,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K +41,Self-emp-not-inc,143129,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K +31,Private,99928,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,<=50K +58,State-gov,109567,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,1,United-States,>50K +38,Private,155222,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,28,United-States,<=50K +24,Private,159567,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +41,Local-gov,523910,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K +47,Private,120939,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,<=50K +41,Federal-gov,130760,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,24,United-States,<=50K +23,Private,197387,5th-6th,3,Married-civ-spouse,Transport-moving,Other-relative,White,Male,0,0,40,Mexico,<=50K +36,Private,99374,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +40,Federal-gov,56795,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,14084,0,55,United-States,>50K +35,Private,138992,Masters,14,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,7298,0,40,United-States,>50K +24,Self-emp-not-inc,32921,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +26,Private,397317,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1876,40,United-States,<=50K +51,Private,259323,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K +42,Local-gov,254817,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,1340,40,United-States,<=50K +37,State-gov,48211,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K +18,Private,140164,11th,7,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K +36,Private,128757,Bachelors,13,Married-civ-spouse,Other-service,Husband,Black,Male,7298,0,36,United-States,>50K +35,Private,36270,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K +58,Self-emp-inc,210563,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,15024,0,35,United-States,>50K +17,Private,65368,11th,7,Never-married,Sales,Own-child,White,Female,0,0,12,United-States,<=50K +44,Local-gov,160943,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K +37,Private,208358,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K +35,Private,153790,Some-college,10,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K +60,Private,85815,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K +54,Self-emp-inc,125417,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K +37,Private,635913,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,60,United-States,>50K +50,Private,313321,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K +38,Private,182609,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Poland,<=50K +45,Private,109434,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K +25,Private,255004,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +31,Private,197860,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K +90,Private,51744,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,2206,40,United-States,<=50K +54,Private,176681,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,20,United-States,<=50K +53,Local-gov,140359,Preschool,1,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,35,United-States,<=50K +18,Private,243313,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K +66,Self-emp-not-inc,167687,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,1409,0,50,United-States,<=50K +75,Private,314209,Assoc-voc,11,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,20,Columbia,<=50K +65,Private,176796,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +35,Private,538583,11th,7,Separated,Transport-moving,Not-in-family,Black,Male,3674,0,40,United-States,<=50K +41,Private,130408,HS-grad,9,Divorced,Sales,Unmarried,Black,Female,0,0,38,United-States,<=50K +25,Private,159732,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,42,United-States,<=50K +33,Private,110978,Some-college,10,Divorced,Craft-repair,Other-relative,Other,Female,0,0,40,United-States,<=50K +28,Private,76714,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,>50K +59,State-gov,268700,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +40,State-gov,170525,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K +41,Private,180138,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Iran,>50K +38,Local-gov,115076,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K +23,Private,115458,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K +40,Private,347890,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +41,Self-emp-not-inc,196001,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,20,United-States,<=50K +24,State-gov,273905,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,<=50K +38,Private,179488,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,1741,40,United-States,<=50K +58,Private,236596,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K +32,Private,183916,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,34,United-States,<=50K +40,Private,207578,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,60,United-States,>50K +41,Private,112763,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K +42,Private,390781,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K +59,Local-gov,171328,10th,6,Widowed,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K +19,Local-gov,27382,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K +58,Private,259014,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,20,United-States,<=50K +42,Self-emp-not-inc,303044,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,0,40,Cambodia,>50K +20,Private,117789,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K +32,Private,172579,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K +45,Private,187666,Assoc-voc,11,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K +50,Private,204518,7th-8th,4,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +36,Private,150042,Bachelors,13,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K +45,Private,98092,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K +17,Private,245918,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K +59,Private,146013,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,4064,0,40,United-States,<=50K +26,Private,378322,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +37,Self-emp-inc,257295,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,75,Thailand,>50K +64,Private,21174,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +33,Private,185480,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K +33,Private,222205,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,>50K +61,Private,69867,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +17,Private,191260,9th,5,Never-married,Other-service,Own-child,White,Male,1055,0,24,United-States,<=50K +50,Self-emp-not-inc,30653,Masters,14,Married-civ-spouse,Farming-fishing,Husband,White,Male,2407,0,98,United-States,<=50K +27,Local-gov,209109,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,35,United-States,<=50K +30,Private,70377,HS-grad,9,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K +43,Private,477983,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K +44,Private,170924,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K +35,Private,190174,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K +25,Private,193787,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K +24,Private,279472,Some-college,10,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,7298,0,48,United-States,>50K +22,Private,34918,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,15,Germany,<=50K +42,Local-gov,97688,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K +34,Private,175413,Assoc-acdm,12,Divorced,Sales,Unmarried,Black,Female,0,0,45,United-States,<=50K +60,Private,173960,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,42,United-States,<=50K +21,Private,205759,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +57,Federal-gov,425161,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K +41,Private,220531,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K +50,Private,176609,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K +25,Private,371987,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K +50,Private,193884,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Ecuador,<=50K +36,Private,200352,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K +31,Private,127595,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K +29,Local-gov,220419,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Male,0,0,56,United-States,<=50K +21,Private,231931,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,45,United-States,<=50K +27,Private,248402,Bachelors,13,Never-married,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K +65,Private,111095,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,16,United-States,<=50K +37,Self-emp-inc,57424,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K +24,Private,278130,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K +38,Private,169469,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,80,United-States,<=50K +48,Private,146268,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7688,0,40,United-States,>50K +21,Private,153718,Some-college,10,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,25,United-States,<=50K +31,Private,217460,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K +55,Private,238638,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,4386,0,40,United-States,>50K +24,Private,303296,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,Laos,<=50K +43,Private,173321,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +26,Private,193945,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K +46,Private,83082,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,33,United-States,<=50K +35,Private,193815,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K +41,Self-emp-inc,34987,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,54,United-States,>50K +26,Private,59306,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +34,Private,142897,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,7298,0,35,Taiwan,>50K +36,Self-emp-not-inc,205607,Bachelors,13,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,>50K +22,Private,199698,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K +24,Private,191954,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K +77,Self-emp-not-inc,138714,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K +22,Private,399087,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Female,0,0,40,Mexico,<=50K +29,Private,423158,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K +62,Private,159841,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K +39,Self-emp-not-inc,174308,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K +43,Private,50356,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,50,United-States,<=50K +35,Private,186110,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K +29,Private,200381,11th,7,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K +76,Self-emp-not-inc,174309,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,10,United-States,<=50K +63,Self-emp-not-inc,78383,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K +43,Private,187728,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1887,50,United-States,>50K +58,Self-emp-not-inc,321171,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K +66,Private,127921,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,2050,0,55,United-States,<=50K +41,Private,206565,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,45,United-States,<=50K +26,Private,224563,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K +47,Private,178686,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K +55,Local-gov,98545,10th,6,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +53,Private,242606,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +17,Private,270942,5th-6th,3,Never-married,Other-service,Other-relative,White,Male,0,0,48,Mexico,<=50K +30,Private,94235,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K +49,Private,71195,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K +19,Private,104112,HS-grad,9,Never-married,Sales,Unmarried,Black,Male,0,0,30,Haiti,<=50K +45,Private,261192,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K +26,Private,94936,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +38,Private,296478,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K +36,State-gov,119272,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,7298,0,40,United-States,>50K +33,Private,85043,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,20,United-States,<=50K +22,State-gov,293364,Some-college,10,Never-married,Protective-serv,Own-child,Black,Female,0,0,40,United-States,<=50K +43,Self-emp-not-inc,241895,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,42,United-States,<=50K +56,Private,101128,Assoc-acdm,12,Married-spouse-absent,Other-service,Not-in-family,White,Male,0,0,25,Iran,<=50K +31,Private,156464,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,25,United-States,<=50K +33,Private,117963,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +26,Private,192262,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +33,Private,111363,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +46,Local-gov,329752,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K +38,Federal-gov,95432,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K +65,Private,161400,11th,7,Widowed,Other-service,Unmarried,Other,Male,0,0,40,United-States,<=50K +40,Private,96129,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K +42,Private,111949,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K +26,Self-emp-not-inc,117125,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,<=50K +36,Private,348022,10th,6,Married-civ-spouse,Other-service,Wife,White,Female,0,0,24,United-States,<=50K +62,Private,270092,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +43,Private,180609,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K +43,Private,174575,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,1564,45,United-States,>50K +22,Private,410439,HS-grad,9,Married-spouse-absent,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K +28,Private,92262,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +56,Self-emp-not-inc,183081,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K +22,Private,362589,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K +57,Private,212448,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K +39,Private,481060,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K +26,Federal-gov,185885,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,15,United-States,<=50K +17,Private,89821,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K +40,State-gov,184018,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,38,United-States,>50K +45,Private,256649,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K +44,Private,160323,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K +20,Local-gov,350845,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K +33,Private,267404,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,<=50K +23,Private,35633,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +46,Self-emp-not-inc,80914,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,30,United-States,<=50K +38,Private,172927,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +54,Private,174319,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K +46,Private,214955,5th-6th,3,Divorced,Craft-repair,Not-in-family,White,Female,0,2339,45,United-States,<=50K +25,Private,344991,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +46,Private,108699,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K +36,Local-gov,117312,Some-college,10,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,40,United-States,<=50K +23,Private,396099,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K +29,Private,134152,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K +44,Private,162028,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,2415,6,United-States,>50K +19,Private,25429,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K +19,Private,232392,HS-grad,9,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K +35,Private,220098,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,>50K +27,Private,301302,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K +46,Self-emp-not-inc,277946,Assoc-acdm,12,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +34,Private,196164,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K +44,Private,115562,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K +45,Private,96975,Some-college,10,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K +25,Private,86872,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K +52,Self-emp-inc,132178,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K +20,Private,416103,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +28,Private,108574,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K +50,State-gov,288353,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K +34,Private,227689,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Female,0,0,64,United-States,<=50K +28,Private,166481,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,0,2179,40,Puerto-Rico,<=50K +41,Private,445382,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,65,United-States,>50K +28,Private,110145,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +46,Self-emp-not-inc,317253,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,25,United-States,<=50K +32,Private,364657,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K +41,Local-gov,42346,Some-college,10,Divorced,Other-service,Not-in-family,Black,Female,0,0,24,United-States,<=50K +24,Private,241951,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K +33,Private,118500,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K +46,Private,188386,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K +31,State-gov,1033222,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +35,Private,92440,12th,8,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K +52,Private,190762,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K +30,Private,426017,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,19,United-States,<=50K +34,Local-gov,243867,11th,7,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K +34,State-gov,240283,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Female,0,0,40,United-States,<=50K +20,Private,61777,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K +17,Private,175024,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,2176,0,18,United-States,<=50K +32,State-gov,92003,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K +29,Private,188401,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K +33,Private,228528,10th,6,Never-married,Craft-repair,Unmarried,White,Female,0,0,35,United-States,<=50K +25,Private,133373,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K +36,Federal-gov,255191,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,1408,40,United-States,<=50K +23,Private,204653,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,72,Dominican-Republic,<=50K +63,Self-emp-inc,222289,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +47,Local-gov,287480,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +40,Self-emp-not-inc,204116,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,2174,0,40,United-States,<=50K +30,Private,29662,Assoc-acdm,12,Married-civ-spouse,Other-service,Wife,White,Female,0,0,25,United-States,>50K +27,Private,116358,Some-college,10,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,0,1980,40,Philippines,<=50K +33,Private,208405,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K +34,Local-gov,284843,HS-grad,9,Never-married,Farming-fishing,Not-in-family,Black,Male,594,0,60,United-States,<=50K +34,Local-gov,117018,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K +23,Private,81281,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +42,Local-gov,340148,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K +29,Private,363425,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K +45,Private,45857,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,28,United-States,<=50K +24,Federal-gov,191073,HS-grad,9,Never-married,Armed-Forces,Own-child,White,Male,0,0,40,United-States,<=50K +44,Private,116632,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +27,Private,405855,9th,5,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,Mexico,<=50K +20,Private,298227,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,35,United-States,<=50K +44,Private,290521,HS-grad,9,Widowed,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K +51,Private,56915,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K +20,Private,146538,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +19,Private,206399,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K +45,Self-emp-inc,197332,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K +60,Private,245062,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K +44,Self-emp-not-inc,234885,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K +40,Private,72887,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K +30,Private,180374,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K +38,Private,351299,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,50,United-States,<=50K +23,Private,54012,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K +44,Private,116632,Assoc-acdm,12,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K +54,Local-gov,288825,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K +32,Private,132601,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K +50,Private,193374,1st-4th,2,Married-spouse-absent,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K +24,Private,170070,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,20,United-States,<=50K +37,Private,126708,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,60,United-States,<=50K +52,Private,35598,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K +38,Private,33983,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +49,Private,192776,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,45,United-States,>50K +30,Private,118551,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,16,United-States,>50K +60,Private,201965,Some-college,10,Never-married,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,>50K +35,Private,285020,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +30,Private,303990,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K +67,Private,49401,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K +46,Private,279196,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K +17,Private,211870,9th,5,Never-married,Other-service,Not-in-family,White,Male,0,0,6,United-States,<=50K +22,Private,281432,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K +27,Private,161155,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K +23,Private,197904,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K +33,Private,111746,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,Portugal,<=50K +43,Self-emp-not-inc,170721,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K +28,State-gov,70100,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K +41,Private,193626,HS-grad,9,Married-spouse-absent,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K +25,Private,189775,Some-college,10,Married-spouse-absent,Adm-clerical,Own-child,Black,Female,0,0,20,United-States,<=50K +59,Local-gov,286967,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K +45,Local-gov,164427,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K +38,Private,91039,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,60,United-States,>50K +40,Private,347934,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K +46,Federal-gov,371373,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K +35,Private,32220,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K +34,Private,187251,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,25,United-States,<=50K +33,Private,178107,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K +41,Private,343121,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,36,United-States,<=50K +20,Private,262749,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K +23,Private,403107,5th-6th,3,Never-married,Other-service,Own-child,White,Male,0,0,40,El-Salvador,<=50K +26,Private,64293,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K +23,Local-gov,324960,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,Poland,<=50K +62,Local-gov,114060,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +52,Private,48925,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +58,Private,180980,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,42,France,<=50K +25,Private,181054,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K +24,Private,388093,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K +19,Private,249609,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,8,United-States,<=50K +43,Private,112131,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K +47,Local-gov,543162,HS-grad,9,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K +39,Private,91996,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K +49,Private,141944,Assoc-voc,11,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,1380,42,United-States,<=50K +32,Private,37070,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K +34,Private,337587,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K +28,Private,189346,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K +25,Private,267044,Some-college,10,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,0,0,20,United-States,<=50K +34,Private,108116,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K +38,Self-emp-inc,99146,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,80,United-States,>50K +50,Private,196232,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K +24,Local-gov,248344,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,Black,Male,0,0,50,United-States,<=50K +37,Local-gov,186035,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K +44,Private,177905,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,58,United-States,>50K +28,Private,85812,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K +42,Private,221172,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +74,Private,99183,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,9,United-States,<=50K +38,Self-emp-not-inc,190387,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K +44,Self-emp-not-inc,202692,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +44,Private,109339,11th,7,Divorced,Machine-op-inspct,Unmarried,Other,Female,0,0,46,Puerto-Rico,<=50K +26,Private,108658,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K +36,Private,197202,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K +41,Private,101739,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K +67,Private,231559,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,48,United-States,>50K +39,Local-gov,207853,12th,8,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K +57,Private,190942,1st-4th,2,Widowed,Priv-house-serv,Not-in-family,Black,Female,0,0,30,United-States,<=50K +29,Private,102345,Assoc-voc,11,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +31,Self-emp-inc,41493,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Female,0,0,45,United-States,<=50K +44,Private,210525,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +29,Private,133937,Doctorate,16,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K +30,Private,237903,Some-college,10,Never-married,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K +27,Private,163862,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K +27,Private,201872,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +32,Private,84179,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,45,United-States,<=50K +58,Private,51662,10th,6,Married-civ-spouse,Other-service,Wife,White,Female,0,0,8,United-States,<=50K +35,Local-gov,233327,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K +21,Private,259510,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,36,United-States,<=50K +28,Private,184831,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K +46,Self-emp-not-inc,245724,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K +36,Self-emp-not-inc,27053,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K +72,Private,205343,11th,7,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +35,Private,229328,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,40,United-States,<=50K +33,Federal-gov,319560,Assoc-voc,11,Divorced,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,>50K +69,Private,136218,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K +35,Private,54576,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +34,Private,148291,HS-grad,9,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,32,United-States,<=50K +30,Private,152453,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K +28,Private,114053,Bachelors,13,Never-married,Transport-moving,Not-in-family,White,Male,0,0,55,United-States,<=50K +54,Private,212960,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,>50K +47,Private,264052,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K +24,Private,82804,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K +52,Self-emp-not-inc,334273,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K +20,Private,27337,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,48,United-States,<=50K +43,Self-emp-inc,188436,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,5013,0,45,United-States,<=50K +45,Private,433665,7th-8th,4,Separated,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K +29,Self-emp-not-inc,110663,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K +47,Private,87490,Masters,14,Divorced,Exec-managerial,Unmarried,White,Male,0,0,42,United-States,<=50K +24,Private,354351,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K +51,Private,95469,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +17,Private,242718,11th,7,Never-married,Sales,Own-child,White,Male,0,0,12,United-States,<=50K +37,Private,22463,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1977,40,United-States,>50K +27,Private,158156,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,70,United-States,<=50K +29,Private,350162,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Male,0,0,40,United-States,>50K +36,Self-emp-not-inc,28738,Assoc-acdm,12,Divorced,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K +58,Local-gov,283635,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K +26,Self-emp-not-inc,86646,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K +57,Private,69884,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K +59,Private,199713,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +27,Private,181659,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +31,Self-emp-not-inc,340939,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K +21,Private,197747,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,24,United-States,<=50K +29,Private,34292,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,60,United-States,<=50K +18,Private,156764,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K +52,Private,25826,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,47,United-States,>50K +57,Self-emp-inc,103948,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,80,United-States,<=50K +60,Private,39352,7th-8th,4,Never-married,Transport-moving,Not-in-family,White,Male,0,0,48,United-States,>50K +31,Private,168387,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,Canada,>50K +23,Private,117789,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K +27,Private,267147,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K +42,Self-emp-not-inc,214242,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K +25,Private,200408,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,2174,0,40,United-States,<=50K +49,Private,136455,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K +32,Private,239824,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K +19,Private,217039,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,28,United-States,<=50K +60,Private,51290,7th-8th,4,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K +42,Local-gov,175674,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +35,Self-emp-not-inc,194404,Assoc-acdm,12,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K +48,Private,45612,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,37,United-States,<=50K +51,Private,410114,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K +29,Private,182521,HS-grad,9,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K +36,Local-gov,339772,HS-grad,9,Separated,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K +17,Private,169658,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,21,United-States,<=50K +52,Private,200853,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,6849,0,60,United-States,<=50K +24,Private,247564,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +24,Private,249909,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K +26,Local-gov,208122,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,1055,0,40,United-States,<=50K +27,Private,109881,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K +39,Private,207824,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,60,United-States,<=50K +30,Private,369027,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,45,United-States,<=50K +50,Self-emp-not-inc,114117,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,32,United-States,<=50K +52,Self-emp-inc,51048,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K +46,Private,102388,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,United-States,>50K +23,Private,190483,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K +45,Private,462440,11th,7,Widowed,Other-service,Not-in-family,Black,Female,0,0,20,United-States,<=50K +65,Private,109351,9th,5,Widowed,Priv-house-serv,Unmarried,Black,Female,0,0,24,United-States,<=50K +29,Private,34383,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K +47,Private,241832,9th,5,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,0,40,El-Salvador,<=50K +30,Private,124187,HS-grad,9,Never-married,Farming-fishing,Own-child,Black,Male,0,0,60,United-States,<=50K +34,Private,153614,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K +38,Self-emp-not-inc,267556,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,64,United-States,<=50K +33,Private,205469,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +49,Private,268090,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,26,United-States,>50K +47,Self-emp-not-inc,165039,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K +49,Local-gov,120451,10th,6,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K +43,Private,154374,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,60,United-States,>50K +30,Private,103649,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,>50K +58,Self-emp-not-inc,35723,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K +19,Private,262601,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,14,United-States,<=50K +21,Private,226181,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K +33,Private,175697,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K +47,Self-emp-inc,248145,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,Cuba,<=50K +52,Self-emp-not-inc,289436,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K +26,Private,75654,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K +60,Private,199378,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +21,Private,160968,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +36,Private,188563,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,5178,0,50,United-States,>50K +31,Private,55849,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K +50,Self-emp-inc,195322,Doctorate,16,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K +31,Local-gov,402089,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +71,Private,78277,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,15,United-States,<=50K +30,State-gov,169496,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K +20,Private,130959,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K +24,Private,556660,HS-grad,9,Never-married,Exec-managerial,Other-relative,White,Male,4101,0,50,United-States,<=50K +35,Private,292472,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,>50K +38,State-gov,143774,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K +27,Private,288341,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,32,United-States,<=50K +29,State-gov,71592,Some-college,10,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K +34,Private,106742,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K +44,Private,219288,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K +43,Private,174524,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K +44,Self-emp-not-inc,335183,12th,8,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,>50K +35,Private,261293,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K +27,Private,111900,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K +43,Local-gov,194360,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,38,United-States,<=50K +20,Private,81145,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K +42,Private,341204,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,8614,0,40,United-States,>50K +27,State-gov,249362,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,3411,0,40,United-States,<=50K +42,Private,247019,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K +24,Private,172146,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,1721,40,United-States,<=50K +48,Federal-gov,110457,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K +17,Self-emp-not-inc,368700,11th,7,Never-married,Farming-fishing,Own-child,White,Male,0,0,10,United-States,<=50K +33,Private,182556,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +50,Self-emp-inc,219420,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K +22,Private,240817,HS-grad,9,Never-married,Sales,Own-child,White,Female,2597,0,40,United-States,<=50K +17,Private,102726,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K +32,Private,226267,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Mexico,<=50K +31,Private,125457,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K +58,Self-emp-not-inc,204021,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K +29,Local-gov,92262,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,48,United-States,<=50K +37,Private,161141,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,>50K +34,Self-emp-not-inc,190290,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K +23,Local-gov,430828,Some-college,10,Separated,Exec-managerial,Unmarried,Black,Male,0,0,40,United-States,<=50K +18,State-gov,59342,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,5,United-States,<=50K +34,Private,136721,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K +45,Local-gov,86644,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,55,United-States,<=50K +41,Private,195124,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,35,Dominican-Republic,<=50K +26,Private,167350,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,30,United-States,<=50K +54,Local-gov,113000,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K +24,Private,140027,Some-college,10,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,45,United-States,<=50K +42,Private,262425,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K +20,Private,316702,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K +23,State-gov,335453,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,20,United-States,<=50K +35,Private,203628,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,>50K +31,Private,118710,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,1902,40,United-States,>50K +30,Private,189620,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,Poland,<=50K +19,Private,475028,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K +36,Local-gov,110866,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K +31,Private,243605,Bachelors,13,Widowed,Sales,Unmarried,White,Female,0,1380,40,Cuba,<=50K +21,Private,163870,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K +31,Self-emp-not-inc,80145,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +46,Private,295566,Doctorate,16,Divorced,Prof-specialty,Unmarried,White,Female,25236,0,65,United-States,>50K +44,Private,63042,Bachelors,13,Divorced,Exec-managerial,Own-child,White,Female,0,0,50,United-States,>50K +40,Private,229148,12th,8,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,Jamaica,<=50K +45,Private,242552,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,40,United-States,<=50K +60,Private,177665,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K +18,Private,208103,11th,7,Never-married,Other-service,Other-relative,White,Male,0,0,25,United-States,<=50K +28,Private,296450,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +36,Private,70282,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K +40,Private,144995,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,4386,0,40,United-States,<=50K +36,Local-gov,382635,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,Honduras,<=50K +31,Private,295697,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K +33,Private,194141,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +19,State-gov,378418,HS-grad,9,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K +22,Private,214399,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K +34,Private,217460,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K +33,Private,182556,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K +41,Private,125831,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,60,United-States,<=50K +29,Private,271328,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,4650,0,40,United-States,<=50K +50,Local-gov,50459,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K +42,Private,162140,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,45,United-States,>50K +44,Private,111502,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K +20,Private,299047,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K +31,Private,223212,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K +23,Private,352139,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K +55,Private,173093,Some-college,10,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K +26,Private,181655,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,2377,45,United-States,<=50K +25,Private,332702,Assoc-voc,11,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K +35,Private,234901,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,2407,0,40,United-States,<=50K +36,Private,131414,Some-college,10,Never-married,Sales,Not-in-family,Black,Female,0,0,36,United-States,<=50K +43,State-gov,260960,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K +56,Private,156052,HS-grad,9,Widowed,Other-service,Unmarried,Black,Female,594,0,20,United-States,<=50K +42,Private,279914,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K +19,Private,192453,Some-college,10,Never-married,Other-service,Other-relative,White,Female,0,0,25,United-States,<=50K +55,Self-emp-not-inc,200939,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,72,United-States,<=50K +42,Private,151408,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,14084,0,50,United-States,>50K +26,Private,112847,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K +17,Private,316929,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K +42,Local-gov,126319,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K +55,Private,197422,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7688,0,40,United-States,>50K +32,Private,267736,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K +29,Private,267034,11th,7,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,Haiti,<=50K +46,State-gov,193047,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,37,United-States,<=50K +29,State-gov,356089,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K +22,Private,223515,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Male,0,0,20,United-States,<=50K +58,Self-emp-not-inc,87510,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +23,Private,145111,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,50,United-States,<=50K +39,Private,48093,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K +27,Private,31757,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,38,United-States,<=50K +54,Private,285854,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K +33,Local-gov,120064,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K +46,Federal-gov,167381,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K +37,Private,103408,HS-grad,9,Never-married,Farming-fishing,Not-in-family,Black,Male,0,0,40,United-States,<=50K +36,Private,101460,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,18,United-States,<=50K +59,Local-gov,420537,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,38,United-States,>50K +34,Local-gov,119411,HS-grad,9,Divorced,Protective-serv,Unmarried,White,Male,0,0,40,Portugal,<=50K +53,Self-emp-inc,128272,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K +51,Private,386773,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,55,United-States,>50K +32,Private,283268,10th,6,Separated,Other-service,Unmarried,White,Female,0,0,42,United-States,<=50K +31,State-gov,301526,Some-college,10,Married-spouse-absent,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K +22,Private,151790,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,30,Germany,<=50K +47,Self-emp-not-inc,106252,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K +32,Private,188557,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K +26,Private,171114,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Female,0,0,38,United-States,<=50K +37,Private,327323,5th-6th,3,Separated,Farming-fishing,Not-in-family,White,Male,0,0,32,Guatemala,<=50K +31,Private,244147,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,55,United-States,<=50K +37,Private,280282,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,24,United-States,>50K +55,Private,116442,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,38,United-States,<=50K +23,Local-gov,282579,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Male,0,0,56,United-States,<=50K +36,Private,51838,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +43,Private,226902,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K +54,Private,279129,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K +28,Private,196690,Assoc-voc,11,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,1669,42,United-States,<=50K +40,Private,130760,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K +41,Self-emp-not-inc,49572,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K +40,Private,237601,Bachelors,13,Never-married,Sales,Not-in-family,Other,Female,0,0,55,United-States,>50K +42,Private,169628,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,38,United-States,<=50K +61,Self-emp-not-inc,36671,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,2352,50,United-States,<=50K +18,Private,231193,12th,8,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,30,United-States,<=50K +48,Private,102102,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K +41,Self-emp-inc,32185,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K +23,Private,211046,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,2463,0,40,United-States,<=50K +60,Private,31577,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K +22,Private,162343,Some-college,10,Never-married,Other-service,Other-relative,Black,Male,0,0,20,United-States,<=50K +61,Private,128831,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +25,Private,316688,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K +46,Private,90758,Masters,14,Never-married,Tech-support,Not-in-family,White,Male,0,0,35,United-States,>50K +43,Private,274363,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,England,>50K +43,Private,154538,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +24,Private,106085,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,1721,30,United-States,<=50K +68,Self-emp-not-inc,315859,11th,7,Never-married,Farming-fishing,Unmarried,White,Male,0,0,20,United-States,<=50K +31,Private,51471,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K +17,Private,193830,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K +32,Private,231043,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,48,United-States,>50K +33,Private,169879,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,47,United-States,>50K +64,Private,270333,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +20,Private,138768,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K +30,Private,191571,HS-grad,9,Separated,Other-service,Own-child,White,Female,0,0,36,United-States,<=50K +43,Private,94113,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K +22,Private,137510,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K +17,Private,32607,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K +47,Self-emp-not-inc,93208,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,75,Italy,<=50K +41,Private,254440,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K +56,Private,186556,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K +64,Private,169871,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K +47,Private,191277,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K +48,Private,167159,Assoc-voc,11,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K +31,Private,171871,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,46,United-States,<=50K +29,Private,154411,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K +30,Private,129227,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +32,Private,110331,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1672,60,United-States,<=50K +57,Private,34269,HS-grad,9,Widowed,Transport-moving,Unmarried,White,Male,0,653,42,United-States,>50K +62,Private,174355,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K +39,Private,680390,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,24,United-States,<=50K +43,Private,233130,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,25,United-States,<=50K +24,Self-emp-inc,165474,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K +53,Private,194259,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,4386,0,40,United-States,>50K +26,Private,280093,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +73,Self-emp-not-inc,177387,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K +55,Private,105304,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +25,Private,499233,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K +41,Private,180572,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K +24,Private,321435,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K +63,Private,86108,HS-grad,9,Widowed,Farming-fishing,Not-in-family,White,Male,0,0,6,United-States,<=50K +17,Private,198124,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K +35,Private,135162,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K +51,Private,146813,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K +62,Local-gov,291175,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,48,United-States,<=50K +55,Private,387569,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,40,United-States,>50K +43,Private,102895,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K +40,Local-gov,33274,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K +37,Private,86551,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K +39,Private,138192,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +31,Private,118966,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,18,United-States,<=50K +61,Private,99784,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K +26,Private,90980,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,55,United-States,<=50K +46,Self-emp-not-inc,177407,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K +26,Private,96467,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K +48,State-gov,327886,Doctorate,16,Divorced,Prof-specialty,Own-child,White,Male,0,0,50,United-States,>50K +34,Private,111567,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K +34,Local-gov,166545,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K +59,Private,142182,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K +34,Private,188798,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K +49,Private,38563,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,56,United-States,>50K +18,Private,216284,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K +43,Private,191547,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K +48,Private,285335,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K +28,Self-emp-inc,142712,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K +33,Private,80945,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +24,Private,309055,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K +21,Private,62339,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K +17,Private,368700,11th,7,Never-married,Sales,Own-child,White,Male,0,0,28,United-States,<=50K +39,Private,176186,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K +29,Self-emp-not-inc,266855,Bachelors,13,Separated,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K +44,Private,48087,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +24,Private,121313,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,50,United-States,<=50K +71,Self-emp-not-inc,143437,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,10605,0,40,United-States,>50K +51,Self-emp-not-inc,160724,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,2415,40,China,>50K +55,Private,282753,5th-6th,3,Divorced,Other-service,Unmarried,Black,Male,0,0,25,United-States,<=50K +41,Private,194636,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K +23,Private,153044,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,7,United-States,<=50K +38,Private,411797,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +39,Private,117683,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K +19,Private,376540,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K +49,Private,72393,9th,5,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K +32,Private,270335,Bachelors,13,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,0,0,40,Philippines,>50K +27,Private,96226,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K +38,Private,95336,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K +33,Private,258498,Some-college,10,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,60,United-States,<=50K +23,Private,205865,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,28,United-States,<=50K +54,Self-emp-not-inc,406468,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,<=50K +29,Private,177119,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Female,2174,0,45,United-States,<=50K +35,Self-emp-not-inc,372525,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K +28,Private,164170,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,India,<=50K +37,Private,183800,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K +42,Self-emp-not-inc,177307,Prof-school,15,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,>50K +40,Private,170108,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K +47,Private,341995,Some-college,10,Divorced,Sales,Own-child,White,Male,0,0,55,United-States,<=50K +22,Private,226508,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,50,United-States,<=50K +30,Private,87418,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K +28,Private,109165,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K +63,Local-gov,28856,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,55,United-States,<=50K +51,Self-emp-not-inc,175897,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K +22,Private,99697,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K +35,Private,152375,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K +46,Private,171550,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,38,United-States,<=50K +37,Private,211154,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,52,United-States,<=50K +24,Private,202570,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Male,0,0,15,United-States,<=50K +37,Self-emp-not-inc,168496,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,10,United-States,<=50K +53,Private,68898,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K +27,Private,93235,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K +38,Private,278924,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K +53,Self-emp-not-inc,311020,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K +34,Private,175878,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +23,Private,543028,HS-grad,9,Never-married,Sales,Own-child,Black,Male,0,0,40,United-States,<=50K +39,Private,202027,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K +43,Private,158926,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,50,South,<=50K +67,Self-emp-inc,76860,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K +81,Self-emp-not-inc,136063,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K +21,Private,186648,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K +23,Private,257509,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,25,United-States,<=50K +25,Private,98155,Some-college,10,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K +42,Private,274198,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,38,Mexico,<=50K +38,Private,97083,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K +32,Private,262153,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +37,Private,214738,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +51,Private,138022,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K +22,Private,91842,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,42,United-States,<=50K +33,Private,373662,1st-4th,2,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,0,0,40,Guatemala,<=50K +42,Private,162003,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,55,United-States,<=50K +51,Local-gov,241843,Preschool,1,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +23,Private,375871,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Mexico,<=50K +37,Private,186934,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,44,United-States,>50K +37,Private,176900,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,99,United-States,>50K +47,Private,21906,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,25,United-States,<=50K +41,Private,132222,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,40,United-States,>50K +33,Private,143653,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K +31,Private,111567,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,>50K +31,Private,78602,Assoc-acdm,12,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K +35,Private,465507,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K +38,Self-emp-inc,196373,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +18,Private,293227,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,45,United-States,<=50K +20,Private,241752,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +54,Local-gov,166398,Some-college,10,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,35,United-States,<=50K +40,Private,184682,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +36,Self-emp-inc,108293,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1977,45,United-States,>50K +43,Private,250802,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,35,United-States,<=50K +44,Self-emp-not-inc,325159,Some-college,10,Divorced,Farming-fishing,Unmarried,White,Male,0,0,40,United-States,<=50K +44,State-gov,174675,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K +43,Private,227065,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,43,United-States,>50K +51,Private,269080,7th-8th,4,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K +18,Private,177722,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K +51,Private,133461,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K +44,Self-emp-inc,398473,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K +33,Local-gov,298785,10th,6,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K +33,Self-emp-not-inc,123424,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +42,Private,176286,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +25,Private,150062,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K +32,Private,169240,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,38,United-States,<=50K +32,Private,288273,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,Mexico,<=50K +36,Private,526968,10th,6,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K +28,Private,57066,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +20,Private,323573,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K +35,Self-emp-inc,368825,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K +55,Self-emp-not-inc,189721,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K +48,Private,164966,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K +34,Private,202046,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,>50K +28,Private,161538,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,35,United-States,<=50K +67,Private,105252,Bachelors,13,Widowed,Exec-managerial,Not-in-family,White,Male,0,2392,40,United-States,>50K +37,Private,200153,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +44,Private,32185,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,70,United-States,<=50K +25,Private,178326,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K +21,Private,255957,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,4101,0,40,United-States,<=50K +40,State-gov,188693,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K +78,Private,182977,HS-grad,9,Widowed,Other-service,Not-in-family,Black,Female,2964,0,40,United-States,<=50K +34,Private,159929,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K +49,Private,123207,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,44,United-States,<=50K +22,Private,284317,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +60,Self-emp-not-inc,154474,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Male,0,0,42,United-States,<=50K +45,Local-gov,318280,HS-grad,9,Widowed,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,>50K +63,Private,254907,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K +41,Private,349221,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Female,0,0,35,United-States,<=50K +47,Private,335973,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K +44,Private,126701,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K +51,Private,122159,Some-college,10,Widowed,Prof-specialty,Not-in-family,White,Female,3325,0,40,United-States,<=50K +46,Private,187370,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,1504,40,United-States,<=50K +41,Private,194636,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +50,Self-emp-not-inc,124793,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K +47,Private,192835,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K +35,Private,290226,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K +56,Private,112840,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K +45,Private,89325,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K +48,Federal-gov,33109,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,58,United-States,>50K +40,Private,82465,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2580,0,40,United-States,<=50K +39,Self-emp-inc,329980,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K +20,Private,148294,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K +50,Private,168212,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,65,United-States,>50K +38,State-gov,343642,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K +23,Local-gov,115244,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,60,United-States,<=50K +31,Private,162572,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K +58,Private,356067,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K +66,Private,271567,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K +39,Self-emp-inc,180804,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K +54,Self-emp-not-inc,123011,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,52,United-States,>50K +26,Private,109186,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Germany,<=50K +51,Private,220537,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K +34,Private,124827,Assoc-voc,11,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K +50,Private,767403,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,40,United-States,>50K +42,Private,118494,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K +38,Private,173208,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,<=50K +48,Private,107373,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K +33,Private,26973,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K +51,Private,191965,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K +22,Private,122346,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K +41,Private,198316,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,Japan,<=50K +48,Local-gov,123075,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K +42,Private,209370,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K +34,Private,33117,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +23,Private,129042,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K +56,Private,169133,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,Yugoslavia,<=50K +45,Private,368561,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K +48,Private,207848,10th,6,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K +48,Self-emp-inc,138370,Masters,14,Married-spouse-absent,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,50,India,<=50K +31,Private,93106,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +20,State-gov,223515,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Male,0,1719,20,United-States,<=50K +27,Private,389713,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K +32,Private,206365,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K +37,Private,123785,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,75,United-States,<=50K +34,Private,289984,HS-grad,9,Divorced,Priv-house-serv,Unmarried,Black,Female,0,0,30,United-States,<=50K +90,Private,137018,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K +23,Private,137994,Some-college,10,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K +43,Private,341204,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K +44,Private,167005,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,60,United-States,>50K +24,Private,34446,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,37,United-States,<=50K +28,Private,187160,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Male,0,0,55,United-States,<=50K +23,Private,217961,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K +20,Private,74631,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K +36,Private,156667,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K +61,Private,125155,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K +53,Self-emp-not-inc,263925,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Canada,>50K +30,Private,296453,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K +52,Self-emp-not-inc,44728,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K +38,Private,193026,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,Iran,<=50K +32,Private,87643,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K +30,Self-emp-not-inc,106742,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,75,United-States,<=50K +41,Private,302122,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K +49,Local-gov,193960,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K +45,Private,185385,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,47,United-States,>50K +43,Self-emp-not-inc,277647,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K +61,Private,128848,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3471,0,40,United-States,<=50K +54,Private,377701,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,32,Mexico,<=50K +34,Private,157886,Assoc-acdm,12,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K +49,Private,175958,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,80,United-States,>50K +38,Private,223004,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K +35,Private,199352,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,80,United-States,>50K +36,Private,29984,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K +30,Private,181651,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K +36,Private,117312,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,White,Female,0,0,60,United-States,<=50K +22,Local-gov,34029,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K +38,Private,132879,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K +37,Private,215310,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K +48,State-gov,55863,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,46,United-States,>50K +17,Private,220384,11th,7,Never-married,Adm-clerical,Own-child,White,Male,0,0,15,United-States,<=50K +19,Self-emp-not-inc,36012,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K +27,Private,137645,Bachelors,13,Never-married,Sales,Not-in-family,Black,Female,0,1590,40,United-States,<=50K +22,Private,191342,Bachelors,13,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,50,Taiwan,<=50K +49,Private,31339,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K +43,State-gov,227910,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K +43,Private,173728,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K +19,Local-gov,167816,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K +58,Self-emp-not-inc,81642,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K +41,Local-gov,195258,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K +31,Private,232475,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K diff --git a/testdata/adult/adult_clean.csv b/testdata/adult/adult_clean.csv new file mode 100644 index 000000000..2a56074fc --- /dev/null +++ b/testdata/adult/adult_clean.csv @@ -0,0 +1,15001 @@ +tid,attribute,correct_val +0,age,39 +0,workclass,State-gov +0,fnlwgt,77516 +0,education,Bachelors +0,education_num,13 +0,marital_status,Never-married +0,occupation,Adm-clerical +0,relationship,Not-in-family +0,race,White +0,sex,Male +0,capital_gain,2174 +0,capital_loss,0 +0,hours_per_week,40 +0,native_country,United-States +0,salary,<=50K +1,age,50 +1,workclass,Self-emp-not-inc +1,fnlwgt,83311 +1,education,Bachelors +1,education_num,13 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+10,native_country,United-States +10,salary,>50K +11,age,30 +11,workclass,State-gov +11,fnlwgt,141297 +11,education,Bachelors +11,education_num,13 +11,marital_status,Married-civ-spouse +11,occupation,Prof-specialty +11,relationship,Husband +11,race,Asian-Pac-Islander +11,sex,Male +11,capital_gain,0 +11,capital_loss,0 +11,hours_per_week,40 +11,native_country,India +11,salary,>50K +12,age,23 +12,workclass,Private +12,fnlwgt,122272 +12,education,Bachelors +12,education_num,13 +12,marital_status,Never-married +12,occupation,Adm-clerical +12,relationship,Own-child +12,race,White +12,sex,Female +12,capital_gain,0 +12,capital_loss,0 +12,hours_per_week,30 +12,native_country,United-States +12,salary,<=50K +13,age,32 +13,workclass,Private +13,fnlwgt,205019 +13,education,Assoc-acdm +13,education_num,12 +13,marital_status,Never-married +13,occupation,Sales +13,relationship,Not-in-family +13,race,Black +13,sex,Male +13,capital_gain,0 +13,capital_loss,0 +13,hours_per_week,50 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+26,education,HS-grad +26,education_num,9 +26,marital_status,Divorced +26,occupation,Exec-managerial +26,relationship,Not-in-family +26,race,White +26,sex,Male +26,capital_gain,0 +26,capital_loss,0 +26,hours_per_week,80 +26,native_country,United-States +26,salary,<=50K +27,age,49 +27,workclass,Private +27,fnlwgt,193366 +27,education,HS-grad +27,education_num,9 +27,marital_status,Married-civ-spouse +27,occupation,Craft-repair +27,relationship,Husband +27,race,White +27,sex,Male +27,capital_gain,0 +27,capital_loss,0 +27,hours_per_week,40 +27,native_country,United-States +27,salary,<=50K +28,age,23 +28,workclass,Local-gov +28,fnlwgt,190709 +28,education,Assoc-acdm +28,education_num,12 +28,marital_status,Never-married +28,occupation,Protective-serv +28,relationship,Not-in-family +28,race,White +28,sex,Male +28,capital_gain,0 +28,capital_loss,0 +28,hours_per_week,52 +28,native_country,United-States +28,salary,<=50K +29,age,20 +29,workclass,Private +29,fnlwgt,266015 +29,education,Some-college +29,education_num,10 +29,marital_status,Never-married +29,occupation,Sales +29,relationship,Own-child +29,race,Black +29,sex,Male +29,capital_gain,0 +29,capital_loss,0 +29,hours_per_week,44 +29,native_country,United-States +29,salary,<=50K +30,age,45 +30,workclass,Private +30,fnlwgt,386940 +30,education,Bachelors +30,education_num,13 +30,marital_status,Divorced +30,occupation,Exec-managerial +30,relationship,Own-child +30,race,White +30,sex,Male +30,capital_gain,0 +30,capital_loss,1408 +30,hours_per_week,40 +30,native_country,United-States +30,salary,<=50K +31,age,30 +31,workclass,Federal-gov +31,fnlwgt,59951 +31,education,Some-college +31,education_num,10 +31,marital_status,Married-civ-spouse +31,occupation,Adm-clerical +31,relationship,Own-child +31,race,White +31,sex,Male +31,capital_gain,0 +31,capital_loss,0 +31,hours_per_week,40 +31,native_country,United-States +31,salary,<=50K +32,age,22 +32,workclass,State-gov +32,fnlwgt,311512 +32,education,Some-college +32,education_num,10 +32,marital_status,Married-civ-spouse +32,occupation,Other-service +32,relationship,Husband +32,race,Black +32,sex,Male +32,capital_gain,0 +32,capital_loss,0 +32,hours_per_week,15 +32,native_country,United-States +32,salary,<=50K +33,age,48 +33,workclass,Private +33,fnlwgt,242406 +33,education,11th +33,education_num,7 +33,marital_status,Never-married +33,occupation,Machine-op-inspct +33,relationship,Unmarried +33,race,White +33,sex,Male +33,capital_gain,0 +33,capital_loss,0 +33,hours_per_week,40 +33,native_country,Puerto-Rico +33,salary,<=50K +34,age,21 +34,workclass,Private +34,fnlwgt,197200 +34,education,Some-college +34,education_num,10 +34,marital_status,Never-married +34,occupation,Machine-op-inspct +34,relationship,Own-child +34,race,White +34,sex,Male +34,capital_gain,0 +34,capital_loss,0 +34,hours_per_week,40 +34,native_country,United-States +34,salary,<=50K +35,age,19 +35,workclass,Private +35,fnlwgt,544091 +35,education,HS-grad +35,education_num,9 +35,marital_status,Married-AF-spouse +35,occupation,Adm-clerical +35,relationship,Wife +35,race,White +35,sex,Female +35,capital_gain,0 +35,capital_loss,0 +35,hours_per_week,25 +35,native_country,United-States +35,salary,<=50K +36,age,48 +36,workclass,Self-emp-not-inc +36,fnlwgt,265477 +36,education,Assoc-acdm +36,education_num,12 +36,marital_status,Married-civ-spouse +36,occupation,Prof-specialty +36,relationship,Husband +36,race,White +36,sex,Male +36,capital_gain,0 +36,capital_loss,0 +36,hours_per_week,40 +36,native_country,United-States +36,salary,<=50K +37,age,31 +37,workclass,Private +37,fnlwgt,507875 +37,education,9th +37,education_num,5 +37,marital_status,Married-civ-spouse +37,occupation,Machine-op-inspct +37,relationship,Husband +37,race,White +37,sex,Male +37,capital_gain,0 +37,capital_loss,0 +37,hours_per_week,43 +37,native_country,United-States +37,salary,<=50K +38,age,53 +38,workclass,Self-emp-not-inc +38,fnlwgt,88506 +38,education,Bachelors +38,education_num,13 +38,marital_status,Married-civ-spouse +38,occupation,Prof-specialty +38,relationship,Husband +38,race,White +38,sex,Male +38,capital_gain,0 +38,capital_loss,0 +38,hours_per_week,40 +38,native_country,United-States +38,salary,<=50K +39,age,24 +39,workclass,Private +39,fnlwgt,172987 +39,education,Bachelors +39,education_num,13 +39,marital_status,Married-civ-spouse +39,occupation,Tech-support +39,relationship,Husband +39,race,White +39,sex,Male +39,capital_gain,0 +39,capital_loss,0 +39,hours_per_week,50 +39,native_country,United-States +39,salary,<=50K +40,age,49 +40,workclass,Private +40,fnlwgt,94638 +40,education,HS-grad +40,education_num,9 +40,marital_status,Separated +40,occupation,Adm-clerical +40,relationship,Unmarried +40,race,White +40,sex,Female +40,capital_gain,0 +40,capital_loss,0 +40,hours_per_week,40 +40,native_country,United-States +40,salary,<=50K +41,age,25 +41,workclass,Private +41,fnlwgt,289980 +41,education,HS-grad +41,education_num,9 +41,marital_status,Never-married +41,occupation,Handlers-cleaners +41,relationship,Not-in-family +41,race,White +41,sex,Male +41,capital_gain,0 +41,capital_loss,0 +41,hours_per_week,35 +41,native_country,United-States +41,salary,<=50K +42,age,57 +42,workclass,Federal-gov +42,fnlwgt,337895 +42,education,Bachelors +42,education_num,13 +42,marital_status,Married-civ-spouse +42,occupation,Prof-specialty +42,relationship,Husband +42,race,Black +42,sex,Male +42,capital_gain,0 +42,capital_loss,0 +42,hours_per_week,40 +42,native_country,United-States +42,salary,>50K +43,age,53 +43,workclass,Private +43,fnlwgt,144361 +43,education,HS-grad +43,education_num,9 +43,marital_status,Married-civ-spouse +43,occupation,Machine-op-inspct +43,relationship,Husband +43,race,White +43,sex,Male +43,capital_gain,0 +43,capital_loss,0 +43,hours_per_week,38 +43,native_country,United-States +43,salary,<=50K +44,age,44 +44,workclass,Private +44,fnlwgt,128354 +44,education,Masters +44,education_num,14 +44,marital_status,Divorced +44,occupation,Exec-managerial +44,relationship,Unmarried +44,race,White +44,sex,Female +44,capital_gain,0 +44,capital_loss,0 +44,hours_per_week,40 +44,native_country,United-States +44,salary,<=50K +45,age,41 +45,workclass,State-gov +45,fnlwgt,101603 +45,education,Assoc-voc +45,education_num,11 +45,marital_status,Married-civ-spouse +45,occupation,Craft-repair +45,relationship,Husband +45,race,White +45,sex,Male +45,capital_gain,0 +45,capital_loss,0 +45,hours_per_week,40 +45,native_country,United-States +45,salary,<=50K +46,age,29 +46,workclass,Private +46,fnlwgt,271466 +46,education,Assoc-voc +46,education_num,11 +46,marital_status,Never-married +46,occupation,Prof-specialty +46,relationship,Not-in-family +46,race,White +46,sex,Male +46,capital_gain,0 +46,capital_loss,0 +46,hours_per_week,43 +46,native_country,United-States +46,salary,<=50K +47,age,25 +47,workclass,Private +47,fnlwgt,32275 +47,education,Some-college +47,education_num,10 +47,marital_status,Married-civ-spouse +47,occupation,Exec-managerial +47,relationship,Wife +47,race,Other +47,sex,Female +47,capital_gain,0 +47,capital_loss,0 +47,hours_per_week,40 +47,native_country,United-States +47,salary,<=50K +48,age,47 +48,workclass,Private +48,fnlwgt,51835 +48,education,Prof-school +48,education_num,15 +48,marital_status,Married-civ-spouse +48,occupation,Prof-specialty +48,relationship,Wife +48,race,White +48,sex,Female +48,capital_gain,0 +48,capital_loss,1902 +48,hours_per_week,60 +48,native_country,Honduras +48,salary,>50K +49,age,50 +49,workclass,Federal-gov +49,fnlwgt,251585 +49,education,Bachelors +49,education_num,13 +49,marital_status,Divorced +49,occupation,Exec-managerial +49,relationship,Not-in-family +49,race,White +49,sex,Male +49,capital_gain,0 +49,capital_loss,0 +49,hours_per_week,55 +49,native_country,United-States +49,salary,>50K +50,age,47 +50,workclass,Self-emp-inc +50,fnlwgt,109832 +50,education,HS-grad +50,education_num,9 +50,marital_status,Divorced +50,occupation,Exec-managerial +50,relationship,Not-in-family +50,race,White +50,sex,Male +50,capital_gain,0 +50,capital_loss,0 +50,hours_per_week,60 +50,native_country,United-States +50,salary,<=50K +51,age,43 +51,workclass,Private +51,fnlwgt,237993 +51,education,Some-college +51,education_num,10 +51,marital_status,Married-civ-spouse +51,occupation,Tech-support +51,relationship,Husband +51,race,White +51,sex,Male +51,capital_gain,0 +51,capital_loss,0 +51,hours_per_week,40 +51,native_country,United-States +51,salary,>50K +52,age,46 +52,workclass,Private +52,fnlwgt,216666 +52,education,5th-6th +52,education_num,3 +52,marital_status,Married-civ-spouse +52,occupation,Machine-op-inspct +52,relationship,Husband +52,race,White +52,sex,Male +52,capital_gain,0 +52,capital_loss,0 +52,hours_per_week,40 +52,native_country,Mexico +52,salary,<=50K +53,age,35 +53,workclass,Private +53,fnlwgt,56352 +53,education,Assoc-voc +53,education_num,11 +53,marital_status,Married-civ-spouse +53,occupation,Other-service +53,relationship,Husband +53,race,White +53,sex,Male +53,capital_gain,0 +53,capital_loss,0 +53,hours_per_week,40 +53,native_country,Puerto-Rico +53,salary,<=50K +54,age,41 +54,workclass,Private +54,fnlwgt,147372 +54,education,HS-grad +54,education_num,9 +54,marital_status,Married-civ-spouse +54,occupation,Adm-clerical +54,relationship,Husband +54,race,White +54,sex,Male +54,capital_gain,0 +54,capital_loss,0 +54,hours_per_week,48 +54,native_country,United-States +54,salary,<=50K +55,age,30 +55,workclass,Private +55,fnlwgt,188146 +55,education,HS-grad +55,education_num,9 +55,marital_status,Married-civ-spouse +55,occupation,Machine-op-inspct +55,relationship,Husband +55,race,White +55,sex,Male +55,capital_gain,5013 +55,capital_loss,0 +55,hours_per_week,40 +55,native_country,United-States +55,salary,<=50K +56,age,30 +56,workclass,Private +56,fnlwgt,59496 +56,education,Bachelors +56,education_num,13 +56,marital_status,Married-civ-spouse +56,occupation,Sales +56,relationship,Husband +56,race,White +56,sex,Male +56,capital_gain,2407 +56,capital_loss,0 +56,hours_per_week,40 +56,native_country,United-States +56,salary,<=50K +57,age,48 +57,workclass,Private +57,fnlwgt,149640 +57,education,HS-grad +57,education_num,9 +57,marital_status,Married-civ-spouse +57,occupation,Transport-moving +57,relationship,Husband +57,race,White +57,sex,Male +57,capital_gain,0 +57,capital_loss,0 +57,hours_per_week,40 +57,native_country,United-States +57,salary,<=50K +58,age,42 +58,workclass,Private +58,fnlwgt,116632 +58,education,Doctorate +58,education_num,16 +58,marital_status,Married-civ-spouse +58,occupation,Prof-specialty +58,relationship,Husband +58,race,White +58,sex,Male +58,capital_gain,0 +58,capital_loss,0 +58,hours_per_week,45 +58,native_country,United-States +58,salary,>50K +59,age,29 +59,workclass,Private +59,fnlwgt,105598 +59,education,Some-college +59,education_num,10 +59,marital_status,Divorced +59,occupation,Tech-support +59,relationship,Not-in-family +59,race,White +59,sex,Male +59,capital_gain,0 +59,capital_loss,0 +59,hours_per_week,58 +59,native_country,United-States +59,salary,<=50K +60,age,36 +60,workclass,Private +60,fnlwgt,155537 +60,education,HS-grad +60,education_num,9 +60,marital_status,Married-civ-spouse +60,occupation,Craft-repair +60,relationship,Husband +60,race,White +60,sex,Male +60,capital_gain,0 +60,capital_loss,0 +60,hours_per_week,40 +60,native_country,United-States +60,salary,<=50K +61,age,28 +61,workclass,Private +61,fnlwgt,183175 +61,education,Some-college +61,education_num,10 +61,marital_status,Divorced +61,occupation,Adm-clerical +61,relationship,Not-in-family +61,race,White +61,sex,Female +61,capital_gain,0 +61,capital_loss,0 +61,hours_per_week,40 +61,native_country,United-States +61,salary,<=50K +62,age,53 +62,workclass,Private +62,fnlwgt,169846 +62,education,HS-grad +62,education_num,9 +62,marital_status,Married-civ-spouse +62,occupation,Adm-clerical +62,relationship,Wife +62,race,White +62,sex,Female +62,capital_gain,0 +62,capital_loss,0 +62,hours_per_week,40 +62,native_country,United-States +62,salary,>50K +63,age,49 +63,workclass,Self-emp-inc +63,fnlwgt,191681 +63,education,Some-college +63,education_num,10 +63,marital_status,Married-civ-spouse +63,occupation,Exec-managerial +63,relationship,Husband +63,race,White +63,sex,Male +63,capital_gain,0 +63,capital_loss,0 +63,hours_per_week,50 +63,native_country,United-States +63,salary,>50K +64,age,19 +64,workclass,Private +64,fnlwgt,101509 +64,education,Some-college +64,education_num,10 +64,marital_status,Never-married +64,occupation,Prof-specialty +64,relationship,Own-child +64,race,White +64,sex,Male +64,capital_gain,0 +64,capital_loss,0 +64,hours_per_week,32 +64,native_country,United-States +64,salary,<=50K +65,age,31 +65,workclass,Private +65,fnlwgt,309974 +65,education,Bachelors +65,education_num,13 +65,marital_status,Separated +65,occupation,Sales +65,relationship,Own-child +65,race,Black +65,sex,Female +65,capital_gain,0 +65,capital_loss,0 +65,hours_per_week,40 +65,native_country,United-States +65,salary,<=50K +66,age,29 +66,workclass,Self-emp-not-inc +66,fnlwgt,162298 +66,education,Bachelors +66,education_num,13 +66,marital_status,Married-civ-spouse +66,occupation,Sales +66,relationship,Husband +66,race,White +66,sex,Male +66,capital_gain,0 +66,capital_loss,0 +66,hours_per_week,70 +66,native_country,United-States +66,salary,>50K +67,age,23 +67,workclass,Private +67,fnlwgt,211678 +67,education,Some-college +67,education_num,10 +67,marital_status,Never-married +67,occupation,Machine-op-inspct +67,relationship,Not-in-family +67,race,White +67,sex,Male +67,capital_gain,0 +67,capital_loss,0 +67,hours_per_week,40 +67,native_country,United-States +67,salary,<=50K +68,age,79 +68,workclass,Private +68,fnlwgt,124744 +68,education,Some-college +68,education_num,10 +68,marital_status,Married-civ-spouse +68,occupation,Prof-specialty +68,relationship,Other-relative +68,race,White +68,sex,Male +68,capital_gain,0 +68,capital_loss,0 +68,hours_per_week,20 +68,native_country,United-States +68,salary,<=50K +69,age,27 +69,workclass,Private +69,fnlwgt,213921 +69,education,HS-grad +69,education_num,9 +69,marital_status,Never-married +69,occupation,Other-service +69,relationship,Own-child +69,race,White +69,sex,Male +69,capital_gain,0 +69,capital_loss,0 +69,hours_per_week,40 +69,native_country,Mexico +69,salary,<=50K +70,age,40 +70,workclass,Private +70,fnlwgt,32214 +70,education,Assoc-acdm +70,education_num,12 +70,marital_status,Married-civ-spouse +70,occupation,Adm-clerical +70,relationship,Husband +70,race,White +70,sex,Male +70,capital_gain,0 +70,capital_loss,0 +70,hours_per_week,40 +70,native_country,United-States +70,salary,<=50K +71,age,18 +71,workclass,Private +71,fnlwgt,309634 +71,education,11th +71,education_num,7 +71,marital_status,Never-married +71,occupation,Other-service +71,relationship,Own-child +71,race,White +71,sex,Female +71,capital_gain,0 +71,capital_loss,0 +71,hours_per_week,22 +71,native_country,United-States +71,salary,<=50K +72,age,31 +72,workclass,Local-gov +72,fnlwgt,125927 +72,education,7th-8th +72,education_num,4 +72,marital_status,Married-civ-spouse +72,occupation,Farming-fishing +72,relationship,Husband +72,race,White +72,sex,Male +72,capital_gain,0 +72,capital_loss,0 +72,hours_per_week,40 +72,native_country,United-States +72,salary,<=50K +73,age,18 +73,workclass,Private +73,fnlwgt,446839 +73,education,HS-grad +73,education_num,9 +73,marital_status,Never-married +73,occupation,Sales +73,relationship,Not-in-family +73,race,White +73,sex,Male +73,capital_gain,0 +73,capital_loss,0 +73,hours_per_week,30 +73,native_country,United-States +73,salary,<=50K +74,age,52 +74,workclass,Private +74,fnlwgt,276515 +74,education,Bachelors +74,education_num,13 +74,marital_status,Married-civ-spouse 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+77,race,White +77,sex,Female +77,capital_gain,14344 +77,capital_loss,0 +77,hours_per_week,40 +77,native_country,United-States +77,salary,>50K +78,age,53 +78,workclass,Private +78,fnlwgt,346253 +78,education,HS-grad +78,education_num,9 +78,marital_status,Divorced +78,occupation,Sales +78,relationship,Own-child +78,race,White +78,sex,Female +78,capital_gain,0 +78,capital_loss,0 +78,hours_per_week,35 +78,native_country,United-States +78,salary,<=50K +79,age,49 +79,workclass,Local-gov +79,fnlwgt,268234 +79,education,HS-grad +79,education_num,9 +79,marital_status,Married-civ-spouse +79,occupation,Protective-serv +79,relationship,Husband +79,race,White +79,sex,Male +79,capital_gain,0 +79,capital_loss,0 +79,hours_per_week,40 +79,native_country,United-States +79,salary,>50K +80,age,33 +80,workclass,Private +80,fnlwgt,202051 +80,education,Masters +80,education_num,14 +80,marital_status,Married-civ-spouse +80,occupation,Prof-specialty +80,relationship,Husband +80,race,White +80,sex,Male +80,capital_gain,0 +80,capital_loss,0 +80,hours_per_week,50 +80,native_country,United-States +80,salary,<=50K +81,age,30 +81,workclass,Private +81,fnlwgt,54334 +81,education,9th +81,education_num,5 +81,marital_status,Never-married +81,occupation,Sales +81,relationship,Not-in-family +81,race,White +81,sex,Male +81,capital_gain,0 +81,capital_loss,0 +81,hours_per_week,40 +81,native_country,United-States +81,salary,<=50K +82,age,43 +82,workclass,Federal-gov +82,fnlwgt,410867 +82,education,Doctorate +82,education_num,16 +82,marital_status,Never-married +82,occupation,Prof-specialty +82,relationship,Not-in-family +82,race,White +82,sex,Female +82,capital_gain,0 +82,capital_loss,0 +82,hours_per_week,50 +82,native_country,United-States +82,salary,>50K +83,age,57 +83,workclass,Private +83,fnlwgt,249977 +83,education,Assoc-voc +83,education_num,11 +83,marital_status,Married-civ-spouse +83,occupation,Prof-specialty +83,relationship,Husband +83,race,White +83,sex,Male +83,capital_gain,0 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+560,hours_per_week,60 +560,native_country,United-States +560,salary,<=50K +561,age,24 +561,workclass,Private +561,fnlwgt,247564 +561,education,HS-grad +561,education_num,9 +561,marital_status,Never-married +561,occupation,Craft-repair +561,relationship,Not-in-family +561,race,White +561,sex,Male +561,capital_gain,0 +561,capital_loss,0 +561,hours_per_week,40 +561,native_country,United-States +561,salary,<=50K +562,age,24 +562,workclass,Private +562,fnlwgt,249909 +562,education,HS-grad +562,education_num,9 +562,marital_status,Married-civ-spouse +562,occupation,Handlers-cleaners +562,relationship,Husband +562,race,White +562,sex,Male +562,capital_gain,0 +562,capital_loss,0 +562,hours_per_week,50 +562,native_country,United-States +562,salary,<=50K +563,age,26 +563,workclass,Local-gov +563,fnlwgt,208122 +563,education,Bachelors +563,education_num,13 +563,marital_status,Never-married +563,occupation,Prof-specialty +563,relationship,Own-child +563,race,White +563,sex,Male +563,capital_gain,1055 +563,capital_loss,0 +563,hours_per_week,40 +563,native_country,United-States +563,salary,<=50K +564,age,27 +564,workclass,Private +564,fnlwgt,109881 +564,education,Bachelors +564,education_num,13 +564,marital_status,Never-married +564,occupation,Other-service +564,relationship,Own-child +564,race,White +564,sex,Female +564,capital_gain,0 +564,capital_loss,0 +564,hours_per_week,20 +564,native_country,United-States +564,salary,<=50K +565,age,39 +565,workclass,Private +565,fnlwgt,207824 +565,education,HS-grad +565,education_num,9 +565,marital_status,Never-married +565,occupation,Handlers-cleaners +565,relationship,Own-child +565,race,White +565,sex,Male +565,capital_gain,0 +565,capital_loss,0 +565,hours_per_week,60 +565,native_country,United-States +565,salary,<=50K +566,age,30 +566,workclass,Private +566,fnlwgt,369027 +566,education,HS-grad +566,education_num,9 +566,marital_status,Married-civ-spouse +566,occupation,Transport-moving +566,relationship,Husband 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+770,marital_status,Widowed +770,occupation,Farming-fishing +770,relationship,Not-in-family +770,race,White +770,sex,Male +770,capital_gain,0 +770,capital_loss,0 +770,hours_per_week,6 +770,native_country,United-States +770,salary,<=50K +771,age,17 +771,workclass,Private +771,fnlwgt,198124 +771,education,11th +771,education_num,7 +771,marital_status,Never-married +771,occupation,Sales +771,relationship,Own-child +771,race,White +771,sex,Male +771,capital_gain,0 +771,capital_loss,0 +771,hours_per_week,20 +771,native_country,United-States +771,salary,<=50K +772,age,35 +772,workclass,Private +772,fnlwgt,135162 +772,education,Some-college +772,education_num,10 +772,marital_status,Married-civ-spouse +772,occupation,Craft-repair +772,relationship,Husband +772,race,White +772,sex,Male +772,capital_gain,0 +772,capital_loss,0 +772,hours_per_week,50 +772,native_country,United-States +772,salary,<=50K +773,age,51 +773,workclass,Private +773,fnlwgt,146813 +773,education,Some-college 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+779,fnlwgt,138192 +779,education,Bachelors +779,education_num,13 +779,marital_status,Married-civ-spouse +779,occupation,Craft-repair +779,relationship,Husband +779,race,White +779,sex,Male +779,capital_gain,0 +779,capital_loss,0 +779,hours_per_week,40 +779,native_country,United-States +779,salary,<=50K +780,age,31 +780,workclass,Private +780,fnlwgt,118966 +780,education,HS-grad +780,education_num,9 +780,marital_status,Never-married +780,occupation,Craft-repair +780,relationship,Own-child +780,race,White +780,sex,Male +780,capital_gain,0 +780,capital_loss,0 +780,hours_per_week,18 +780,native_country,United-States +780,salary,<=50K +781,age,61 +781,workclass,Private +781,fnlwgt,99784 +781,education,Masters +781,education_num,14 +781,marital_status,Widowed +781,occupation,Prof-specialty +781,relationship,Not-in-family +781,race,White +781,sex,Female +781,capital_gain,0 +781,capital_loss,0 +781,hours_per_week,40 +781,native_country,United-States +781,salary,>50K +782,age,26 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+784,salary,<=50K +785,age,48 +785,workclass,State-gov +785,fnlwgt,327886 +785,education,Doctorate +785,education_num,16 +785,marital_status,Divorced +785,occupation,Prof-specialty +785,relationship,Own-child +785,race,White +785,sex,Male +785,capital_gain,0 +785,capital_loss,0 +785,hours_per_week,50 +785,native_country,United-States +785,salary,>50K +786,age,34 +786,workclass,Private +786,fnlwgt,111567 +786,education,HS-grad +786,education_num,9 +786,marital_status,Never-married +786,occupation,Transport-moving +786,relationship,Own-child +786,race,White +786,sex,Male +786,capital_gain,0 +786,capital_loss,0 +786,hours_per_week,40 +786,native_country,United-States +786,salary,<=50K +787,age,34 +787,workclass,Local-gov +787,fnlwgt,166545 +787,education,HS-grad +787,education_num,9 +787,marital_status,Never-married +787,occupation,Adm-clerical +787,relationship,Own-child +787,race,White +787,sex,Female +787,capital_gain,0 +787,capital_loss,0 +787,hours_per_week,40 +787,native_country,United-States +787,salary,<=50K +788,age,59 +788,workclass,Private +788,fnlwgt,142182 +788,education,HS-grad +788,education_num,9 +788,marital_status,Married-civ-spouse +788,occupation,Other-service +788,relationship,Husband +788,race,White +788,sex,Male +788,capital_gain,0 +788,capital_loss,0 +788,hours_per_week,40 +788,native_country,United-States +788,salary,>50K +789,age,34 +789,workclass,Private +789,fnlwgt,188798 +789,education,Bachelors +789,education_num,13 +789,marital_status,Never-married +789,occupation,Prof-specialty +789,relationship,Own-child +789,race,White +789,sex,Female +789,capital_gain,0 +789,capital_loss,0 +789,hours_per_week,40 +789,native_country,United-States +789,salary,<=50K +790,age,49 +790,workclass,Private +790,fnlwgt,38563 +790,education,Bachelors +790,education_num,13 +790,marital_status,Never-married +790,occupation,Exec-managerial +790,relationship,Not-in-family +790,race,White +790,sex,Female +790,capital_gain,0 +790,capital_loss,0 +790,hours_per_week,56 +790,native_country,United-States +790,salary,>50K +791,age,18 +791,workclass,Private +791,fnlwgt,216284 +791,education,11th +791,education_num,7 +791,marital_status,Never-married +791,occupation,Adm-clerical +791,relationship,Own-child +791,race,White +791,sex,Female +791,capital_gain,0 +791,capital_loss,0 +791,hours_per_week,20 +791,native_country,United-States +791,salary,<=50K +792,age,43 +792,workclass,Private +792,fnlwgt,191547 +792,education,HS-grad +792,education_num,9 +792,marital_status,Married-civ-spouse +792,occupation,Farming-fishing +792,relationship,Husband +792,race,White +792,sex,Male +792,capital_gain,0 +792,capital_loss,0 +792,hours_per_week,40 +792,native_country,Mexico +792,salary,<=50K +793,age,48 +793,workclass,Private +793,fnlwgt,285335 +793,education,11th +793,education_num,7 +793,marital_status,Married-civ-spouse +793,occupation,Exec-managerial +793,relationship,Husband +793,race,White +793,sex,Male +793,capital_gain,0 +793,capital_loss,0 +793,hours_per_week,50 +793,native_country,United-States +793,salary,<=50K +794,age,28 +794,workclass,Self-emp-inc +794,fnlwgt,142712 +794,education,Some-college +794,education_num,10 +794,marital_status,Married-civ-spouse +794,occupation,Exec-managerial +794,relationship,Husband +794,race,White +794,sex,Male +794,capital_gain,0 +794,capital_loss,0 +794,hours_per_week,70 +794,native_country,United-States +794,salary,<=50K +795,age,33 +795,workclass,Private +795,fnlwgt,80945 +795,education,HS-grad +795,education_num,9 +795,marital_status,Married-civ-spouse +795,occupation,Machine-op-inspct +795,relationship,Husband +795,race,White +795,sex,Male +795,capital_gain,0 +795,capital_loss,0 +795,hours_per_week,40 +795,native_country,United-States +795,salary,<=50K +796,age,24 +796,workclass,Private +796,fnlwgt,309055 +796,education,Some-college +796,education_num,10 +796,marital_status,Never-married +796,occupation,Sales +796,relationship,Not-in-family +796,race,White 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+799,race,White +799,sex,Male +799,capital_gain,0 +799,capital_loss,0 +799,hours_per_week,50 +799,native_country,United-States +799,salary,>50K +800,age,29 +800,workclass,Self-emp-not-inc +800,fnlwgt,266855 +800,education,Bachelors +800,education_num,13 +800,marital_status,Separated +800,occupation,Prof-specialty +800,relationship,Own-child +800,race,White +800,sex,Male +800,capital_gain,0 +800,capital_loss,0 +800,hours_per_week,40 +800,native_country,United-States +800,salary,<=50K +801,age,44 +801,workclass,Private +801,fnlwgt,48087 +801,education,Bachelors +801,education_num,13 +801,marital_status,Married-civ-spouse +801,occupation,Exec-managerial +801,relationship,Husband +801,race,White +801,sex,Male +801,capital_gain,0 +801,capital_loss,0 +801,hours_per_week,40 +801,native_country,United-States +801,salary,>50K +802,age,24 +802,workclass,Private +802,fnlwgt,121313 +802,education,Some-college +802,education_num,10 +802,marital_status,Never-married +802,occupation,Transport-moving 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+805,occupation,Other-service +805,relationship,Unmarried +805,race,Black +805,sex,Male +805,capital_gain,0 +805,capital_loss,0 +805,hours_per_week,25 +805,native_country,United-States +805,salary,<=50K +806,age,41 +806,workclass,Private +806,fnlwgt,194636 +806,education,Bachelors +806,education_num,13 +806,marital_status,Married-civ-spouse +806,occupation,Exec-managerial +806,relationship,Husband +806,race,White +806,sex,Male +806,capital_gain,0 +806,capital_loss,0 +806,hours_per_week,60 +806,native_country,United-States +806,salary,>50K +807,age,23 +807,workclass,Private +807,fnlwgt,153044 +807,education,HS-grad +807,education_num,9 +807,marital_status,Never-married +807,occupation,Handlers-cleaners +807,relationship,Unmarried +807,race,Black +807,sex,Female +807,capital_gain,0 +807,capital_loss,0 +807,hours_per_week,7 +807,native_country,United-States +807,salary,<=50K +808,age,38 +808,workclass,Private +808,fnlwgt,411797 +808,education,Assoc-voc +808,education_num,11 +808,marital_status,Divorced +808,occupation,Adm-clerical +808,relationship,Unmarried +808,race,White +808,sex,Female +808,capital_gain,0 +808,capital_loss,0 +808,hours_per_week,40 +808,native_country,United-States +808,salary,<=50K +809,age,39 +809,workclass,Private +809,fnlwgt,117683 +809,education,HS-grad +809,education_num,9 +809,marital_status,Married-civ-spouse +809,occupation,Transport-moving +809,relationship,Husband +809,race,White +809,sex,Male +809,capital_gain,0 +809,capital_loss,0 +809,hours_per_week,40 +809,native_country,United-States +809,salary,>50K +810,age,19 +810,workclass,Private +810,fnlwgt,376540 +810,education,HS-grad +810,education_num,9 +810,marital_status,Never-married +810,occupation,Adm-clerical +810,relationship,Not-in-family +810,race,White +810,sex,Female +810,capital_gain,0 +810,capital_loss,0 +810,hours_per_week,30 +810,native_country,United-States +810,salary,<=50K +811,age,49 +811,workclass,Private +811,fnlwgt,72393 +811,education,9th +811,education_num,5 +811,marital_status,Divorced +811,occupation,Machine-op-inspct +811,relationship,Not-in-family +811,race,White +811,sex,Female +811,capital_gain,0 +811,capital_loss,0 +811,hours_per_week,40 +811,native_country,United-States +811,salary,<=50K +812,age,32 +812,workclass,Private +812,fnlwgt,270335 +812,education,Bachelors +812,education_num,13 +812,marital_status,Married-civ-spouse +812,occupation,Adm-clerical +812,relationship,Other-relative +812,race,White +812,sex,Male +812,capital_gain,0 +812,capital_loss,0 +812,hours_per_week,40 +812,native_country,Philippines +812,salary,>50K +813,age,27 +813,workclass,Private +813,fnlwgt,96226 +813,education,HS-grad +813,education_num,9 +813,marital_status,Married-civ-spouse +813,occupation,Craft-repair +813,relationship,Husband +813,race,White +813,sex,Male +813,capital_gain,0 +813,capital_loss,0 +813,hours_per_week,70 +813,native_country,United-States +813,salary,<=50K +814,age,38 +814,workclass,Private +814,fnlwgt,95336 +814,education,Bachelors +814,education_num,13 +814,marital_status,Married-civ-spouse +814,occupation,Sales +814,relationship,Husband +814,race,White +814,sex,Male +814,capital_gain,0 +814,capital_loss,0 +814,hours_per_week,50 +814,native_country,United-States +814,salary,>50K +815,age,33 +815,workclass,Private +815,fnlwgt,258498 +815,education,Some-college +815,education_num,10 +815,marital_status,Married-civ-spouse +815,occupation,Craft-repair +815,relationship,Wife +815,race,White +815,sex,Female +815,capital_gain,0 +815,capital_loss,0 +815,hours_per_week,60 +815,native_country,United-States +815,salary,<=50K +816,age,23 +816,workclass,Private +816,fnlwgt,205865 +816,education,Bachelors +816,education_num,13 +816,marital_status,Never-married +816,occupation,Exec-managerial +816,relationship,Own-child +816,race,White +816,sex,Male +816,capital_gain,0 +816,capital_loss,0 +816,hours_per_week,28 +816,native_country,United-States +816,salary,<=50K +817,age,54 +817,workclass,Self-emp-not-inc +817,fnlwgt,406468 +817,education,HS-grad +817,education_num,9 +817,marital_status,Married-civ-spouse +817,occupation,Sales +817,relationship,Husband +817,race,Black +817,sex,Male +817,capital_gain,0 +817,capital_loss,0 +817,hours_per_week,40 +817,native_country,United-States +817,salary,<=50K +818,age,29 +818,workclass,Private +818,fnlwgt,177119 +818,education,Assoc-voc +818,education_num,11 +818,marital_status,Divorced +818,occupation,Tech-support +818,relationship,Not-in-family +818,race,White +818,sex,Female +818,capital_gain,2174 +818,capital_loss,0 +818,hours_per_week,45 +818,native_country,United-States +818,salary,<=50K +819,age,35 +819,workclass,Self-emp-not-inc +819,fnlwgt,372525 +819,education,Bachelors +819,education_num,13 +819,marital_status,Never-married +819,occupation,Exec-managerial +819,relationship,Not-in-family +819,race,White +819,sex,Male +819,capital_gain,0 +819,capital_loss,0 +819,hours_per_week,40 +819,native_country,United-States +819,salary,<=50K +820,age,28 +820,workclass,Private +820,fnlwgt,164170 +820,education,Assoc-voc +820,education_num,11 +820,marital_status,Married-civ-spouse +820,occupation,Adm-clerical +820,relationship,Wife +820,race,Asian-Pac-Islander +820,sex,Female +820,capital_gain,0 +820,capital_loss,0 +820,hours_per_week,40 +820,native_country,India +820,salary,<=50K +821,age,37 +821,workclass,Private +821,fnlwgt,183800 +821,education,Bachelors +821,education_num,13 +821,marital_status,Married-civ-spouse +821,occupation,Prof-specialty +821,relationship,Husband +821,race,White +821,sex,Male +821,capital_gain,7688 +821,capital_loss,0 +821,hours_per_week,50 +821,native_country,United-States +821,salary,>50K +822,age,42 +822,workclass,Self-emp-not-inc +822,fnlwgt,177307 +822,education,Prof-school +822,education_num,15 +822,marital_status,Married-civ-spouse +822,occupation,Farming-fishing +822,relationship,Husband +822,race,White +822,sex,Male +822,capital_gain,0 +822,capital_loss,0 +822,hours_per_week,65 +822,native_country,United-States +822,salary,>50K +823,age,40 +823,workclass,Private +823,fnlwgt,170108 +823,education,Masters +823,education_num,14 +823,marital_status,Married-civ-spouse +823,occupation,Prof-specialty +823,relationship,Husband +823,race,White +823,sex,Male +823,capital_gain,0 +823,capital_loss,0 +823,hours_per_week,40 +823,native_country,United-States +823,salary,<=50K +824,age,47 +824,workclass,Private +824,fnlwgt,341995 +824,education,Some-college +824,education_num,10 +824,marital_status,Divorced +824,occupation,Sales +824,relationship,Own-child +824,race,White +824,sex,Male +824,capital_gain,0 +824,capital_loss,0 +824,hours_per_week,55 +824,native_country,United-States +824,salary,<=50K +825,age,22 +825,workclass,Private +825,fnlwgt,226508 +825,education,Bachelors +825,education_num,13 +825,marital_status,Never-married +825,occupation,Exec-managerial +825,relationship,Own-child +825,race,White +825,sex,Female +825,capital_gain,0 +825,capital_loss,0 +825,hours_per_week,50 +825,native_country,United-States +825,salary,<=50K +826,age,30 +826,workclass,Private +826,fnlwgt,87418 +826,education,Bachelors +826,education_num,13 +826,marital_status,Married-civ-spouse +826,occupation,Exec-managerial +826,relationship,Husband +826,race,White +826,sex,Male +826,capital_gain,0 +826,capital_loss,0 +826,hours_per_week,45 +826,native_country,United-States +826,salary,>50K +827,age,28 +827,workclass,Private +827,fnlwgt,109165 +827,education,HS-grad +827,education_num,9 +827,marital_status,Married-civ-spouse +827,occupation,Tech-support +827,relationship,Husband +827,race,White +827,sex,Male +827,capital_gain,0 +827,capital_loss,0 +827,hours_per_week,40 +827,native_country,United-States +827,salary,<=50K +828,age,63 +828,workclass,Local-gov +828,fnlwgt,28856 +828,education,7th-8th +828,education_num,4 +828,marital_status,Married-civ-spouse +828,occupation,Other-service +828,relationship,Husband +828,race,White +828,sex,Male +828,capital_gain,0 +828,capital_loss,0 +828,hours_per_week,55 +828,native_country,United-States +828,salary,<=50K +829,age,51 +829,workclass,Self-emp-not-inc +829,fnlwgt,175897 +829,education,9th +829,education_num,5 +829,marital_status,Married-civ-spouse +829,occupation,Craft-repair +829,relationship,Husband +829,race,White +829,sex,Male +829,capital_gain,0 +829,capital_loss,0 +829,hours_per_week,20 +829,native_country,United-States +829,salary,<=50K +830,age,22 +830,workclass,Private +830,fnlwgt,99697 +830,education,HS-grad +830,education_num,9 +830,marital_status,Never-married +830,occupation,Handlers-cleaners +830,relationship,Own-child +830,race,White +830,sex,Female +830,capital_gain,0 +830,capital_loss,0 +830,hours_per_week,40 +830,native_country,United-States +830,salary,<=50K +831,age,35 +831,workclass,Private +831,fnlwgt,152375 +831,education,HS-grad +831,education_num,9 +831,marital_status,Never-married +831,occupation,Sales +831,relationship,Not-in-family +831,race,White +831,sex,Male +831,capital_gain,0 +831,capital_loss,0 +831,hours_per_week,45 +831,native_country,United-States +831,salary,<=50K +832,age,46 +832,workclass,Private +832,fnlwgt,171550 +832,education,HS-grad +832,education_num,9 +832,marital_status,Divorced +832,occupation,Machine-op-inspct +832,relationship,Not-in-family +832,race,White +832,sex,Female +832,capital_gain,0 +832,capital_loss,0 +832,hours_per_week,38 +832,native_country,United-States +832,salary,<=50K +833,age,37 +833,workclass,Private +833,fnlwgt,211154 +833,education,Some-college +833,education_num,10 +833,marital_status,Divorced +833,occupation,Machine-op-inspct +833,relationship,Not-in-family +833,race,White +833,sex,Male +833,capital_gain,0 +833,capital_loss,0 +833,hours_per_week,52 +833,native_country,United-States +833,salary,<=50K +834,age,24 +834,workclass,Private +834,fnlwgt,202570 +834,education,Bachelors +834,education_num,13 +834,marital_status,Never-married +834,occupation,Prof-specialty +834,relationship,Own-child +834,race,Black +834,sex,Male +834,capital_gain,0 +834,capital_loss,0 +834,hours_per_week,15 +834,native_country,United-States +834,salary,<=50K +835,age,37 +835,workclass,Self-emp-not-inc +835,fnlwgt,168496 +835,education,HS-grad +835,education_num,9 +835,marital_status,Divorced +835,occupation,Handlers-cleaners +835,relationship,Own-child +835,race,White +835,sex,Male +835,capital_gain,0 +835,capital_loss,0 +835,hours_per_week,10 +835,native_country,United-States +835,salary,<=50K +836,age,53 +836,workclass,Private +836,fnlwgt,68898 +836,education,Some-college +836,education_num,10 +836,marital_status,Married-civ-spouse +836,occupation,Tech-support +836,relationship,Husband +836,race,White +836,sex,Male +836,capital_gain,0 +836,capital_loss,0 +836,hours_per_week,40 +836,native_country,United-States +836,salary,<=50K +837,age,27 +837,workclass,Private +837,fnlwgt,93235 +837,education,HS-grad +837,education_num,9 +837,marital_status,Never-married +837,occupation,Sales +837,relationship,Not-in-family +837,race,White +837,sex,Male +837,capital_gain,0 +837,capital_loss,0 +837,hours_per_week,30 +837,native_country,United-States +837,salary,<=50K +838,age,38 +838,workclass,Private +838,fnlwgt,278924 +838,education,Some-college +838,education_num,10 +838,marital_status,Divorced +838,occupation,Craft-repair +838,relationship,Not-in-family +838,race,White +838,sex,Male +838,capital_gain,0 +838,capital_loss,0 +838,hours_per_week,44 +838,native_country,United-States +838,salary,<=50K +839,age,53 +839,workclass,Self-emp-not-inc +839,fnlwgt,311020 +839,education,10th +839,education_num,6 +839,marital_status,Married-civ-spouse +839,occupation,Farming-fishing +839,relationship,Husband +839,race,White +839,sex,Male +839,capital_gain,0 +839,capital_loss,0 +839,hours_per_week,60 +839,native_country,United-States +839,salary,<=50K +840,age,34 +840,workclass,Private +840,fnlwgt,175878 +840,education,Some-college +840,education_num,10 +840,marital_status,Never-married +840,occupation,Craft-repair +840,relationship,Not-in-family +840,race,White +840,sex,Male +840,capital_gain,0 +840,capital_loss,0 +840,hours_per_week,40 +840,native_country,United-States +840,salary,<=50K +841,age,23 +841,workclass,Private +841,fnlwgt,543028 +841,education,HS-grad +841,education_num,9 +841,marital_status,Never-married +841,occupation,Sales +841,relationship,Own-child +841,race,Black +841,sex,Male +841,capital_gain,0 +841,capital_loss,0 +841,hours_per_week,40 +841,native_country,United-States +841,salary,<=50K +842,age,39 +842,workclass,Private +842,fnlwgt,202027 +842,education,Bachelors +842,education_num,13 +842,marital_status,Married-civ-spouse +842,occupation,Exec-managerial +842,relationship,Husband +842,race,White +842,sex,Male +842,capital_gain,15024 +842,capital_loss,0 +842,hours_per_week,45 +842,native_country,United-States +842,salary,>50K +843,age,43 +843,workclass,Private +843,fnlwgt,158926 +843,education,Masters +843,education_num,14 +843,marital_status,Married-civ-spouse +843,occupation,Prof-specialty +843,relationship,Wife +843,race,Asian-Pac-Islander +843,sex,Female +843,capital_gain,0 +843,capital_loss,0 +843,hours_per_week,50 +843,native_country,South +843,salary,<=50K +844,age,67 +844,workclass,Self-emp-inc +844,fnlwgt,76860 +844,education,HS-grad +844,education_num,9 +844,marital_status,Married-civ-spouse +844,occupation,Exec-managerial +844,relationship,Husband +844,race,Asian-Pac-Islander +844,sex,Male +844,capital_gain,0 +844,capital_loss,0 +844,hours_per_week,40 +844,native_country,United-States +844,salary,>50K +845,age,81 +845,workclass,Self-emp-not-inc +845,fnlwgt,136063 +845,education,HS-grad +845,education_num,9 +845,marital_status,Married-civ-spouse +845,occupation,Exec-managerial +845,relationship,Husband +845,race,White +845,sex,Male +845,capital_gain,0 +845,capital_loss,0 +845,hours_per_week,30 +845,native_country,United-States +845,salary,<=50K +846,age,21 +846,workclass,Private +846,fnlwgt,186648 +846,education,Some-college +846,education_num,10 +846,marital_status,Never-married +846,occupation,Other-service +846,relationship,Own-child +846,race,White +846,sex,Male +846,capital_gain,0 +846,capital_loss,0 +846,hours_per_week,20 +846,native_country,United-States +846,salary,<=50K +847,age,23 +847,workclass,Private +847,fnlwgt,257509 +847,education,Some-college +847,education_num,10 +847,marital_status,Never-married +847,occupation,Sales +847,relationship,Not-in-family +847,race,White +847,sex,Male +847,capital_gain,0 +847,capital_loss,0 +847,hours_per_week,25 +847,native_country,United-States +847,salary,<=50K +848,age,25 +848,workclass,Private +848,fnlwgt,98155 +848,education,Some-college +848,education_num,10 +848,marital_status,Never-married +848,occupation,Transport-moving +848,relationship,Unmarried +848,race,White +848,sex,Male +848,capital_gain,0 +848,capital_loss,0 +848,hours_per_week,40 +848,native_country,United-States +848,salary,<=50K +849,age,42 +849,workclass,Private +849,fnlwgt,274198 +849,education,5th-6th +849,education_num,3 +849,marital_status,Married-civ-spouse +849,occupation,Machine-op-inspct +849,relationship,Wife +849,race,White +849,sex,Female +849,capital_gain,0 +849,capital_loss,0 +849,hours_per_week,38 +849,native_country,Mexico +849,salary,<=50K +850,age,38 +850,workclass,Private +850,fnlwgt,97083 +850,education,Some-college +850,education_num,10 +850,marital_status,Married-civ-spouse +850,occupation,Adm-clerical +850,relationship,Wife +850,race,Black +850,sex,Female +850,capital_gain,0 +850,capital_loss,0 +850,hours_per_week,40 +850,native_country,United-States +850,salary,<=50K +851,age,32 +851,workclass,Private +851,fnlwgt,262153 +851,education,HS-grad +851,education_num,9 +851,marital_status,Married-civ-spouse +851,occupation,Machine-op-inspct +851,relationship,Husband +851,race,White +851,sex,Male +851,capital_gain,0 +851,capital_loss,0 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+944,capital_loss,0 +944,hours_per_week,40 +944,native_country,United-States +944,salary,<=50K +945,age,23 +945,workclass,Private +945,fnlwgt,129042 +945,education,HS-grad +945,education_num,9 +945,marital_status,Never-married +945,occupation,Machine-op-inspct +945,relationship,Unmarried +945,race,Black +945,sex,Female +945,capital_gain,0 +945,capital_loss,0 +945,hours_per_week,40 +945,native_country,United-States +945,salary,<=50K +946,age,56 +946,workclass,Private +946,fnlwgt,169133 +946,education,HS-grad +946,education_num,9 +946,marital_status,Married-civ-spouse +946,occupation,Other-service +946,relationship,Husband +946,race,White +946,sex,Male +946,capital_gain,0 +946,capital_loss,0 +946,hours_per_week,50 +946,native_country,Yugoslavia +946,salary,<=50K +947,age,45 +947,workclass,Private +947,fnlwgt,368561 +947,education,HS-grad +947,education_num,9 +947,marital_status,Married-civ-spouse +947,occupation,Exec-managerial +947,relationship,Husband +947,race,White +947,sex,Male 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+959,marital_status,Married-civ-spouse +959,occupation,Exec-managerial +959,relationship,Husband +959,race,White +959,sex,Male +959,capital_gain,7688 +959,capital_loss,0 +959,hours_per_week,60 +959,native_country,United-States +959,salary,>50K +960,age,24 +960,workclass,Private +960,fnlwgt,34446 +960,education,Some-college +960,education_num,10 +960,marital_status,Never-married +960,occupation,Tech-support +960,relationship,Not-in-family +960,race,White +960,sex,Female +960,capital_gain,0 +960,capital_loss,0 +960,hours_per_week,37 +960,native_country,United-States +960,salary,<=50K +961,age,28 +961,workclass,Private +961,fnlwgt,187160 +961,education,Prof-school +961,education_num,15 +961,marital_status,Divorced +961,occupation,Prof-specialty +961,relationship,Unmarried +961,race,White +961,sex,Male +961,capital_gain,0 +961,capital_loss,0 +961,hours_per_week,55 +961,native_country,United-States +961,salary,<=50K +962,age,23 +962,workclass,Private +962,fnlwgt,217961 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+965,workclass,Private +965,fnlwgt,125155 +965,education,HS-grad +965,education_num,9 +965,marital_status,Married-civ-spouse +965,occupation,Machine-op-inspct +965,relationship,Husband +965,race,White +965,sex,Male +965,capital_gain,0 +965,capital_loss,0 +965,hours_per_week,40 +965,native_country,United-States +965,salary,<=50K +966,age,53 +966,workclass,Self-emp-not-inc +966,fnlwgt,263925 +966,education,Bachelors +966,education_num,13 +966,marital_status,Married-civ-spouse +966,occupation,Sales +966,relationship,Husband +966,race,White +966,sex,Male +966,capital_gain,0 +966,capital_loss,0 +966,hours_per_week,40 +966,native_country,Canada +966,salary,>50K +967,age,30 +967,workclass,Private +967,fnlwgt,296453 +967,education,Bachelors +967,education_num,13 +967,marital_status,Married-civ-spouse +967,occupation,Adm-clerical +967,relationship,Husband +967,race,White +967,sex,Male +967,capital_gain,7298 +967,capital_loss,0 +967,hours_per_week,40 +967,native_country,United-States +967,salary,>50K +968,age,52 +968,workclass,Self-emp-not-inc +968,fnlwgt,44728 +968,education,Some-college +968,education_num,10 +968,marital_status,Married-civ-spouse +968,occupation,Sales +968,relationship,Husband +968,race,White +968,sex,Male +968,capital_gain,0 +968,capital_loss,0 +968,hours_per_week,55 +968,native_country,United-States +968,salary,>50K +969,age,38 +969,workclass,Private +969,fnlwgt,193026 +969,education,Some-college +969,education_num,10 +969,marital_status,Divorced +969,occupation,Craft-repair +969,relationship,Not-in-family +969,race,White +969,sex,Male +969,capital_gain,0 +969,capital_loss,0 +969,hours_per_week,40 +969,native_country,Iran +969,salary,<=50K +970,age,32 +970,workclass,Private +970,fnlwgt,87643 +970,education,Bachelors +970,education_num,13 +970,marital_status,Married-civ-spouse +970,occupation,Sales +970,relationship,Husband +970,race,White +970,sex,Male +970,capital_gain,0 +970,capital_loss,0 +970,hours_per_week,40 +970,native_country,United-States +970,salary,<=50K +971,age,30 +971,workclass,Self-emp-not-inc +971,fnlwgt,106742 +971,education,12th +971,education_num,8 +971,marital_status,Married-civ-spouse +971,occupation,Transport-moving +971,relationship,Husband +971,race,White +971,sex,Male +971,capital_gain,0 +971,capital_loss,0 +971,hours_per_week,75 +971,native_country,United-States +971,salary,<=50K +972,age,41 +972,workclass,Private +972,fnlwgt,302122 +972,education,Assoc-voc +972,education_num,11 +972,marital_status,Divorced +972,occupation,Craft-repair +972,relationship,Not-in-family +972,race,White +972,sex,Female +972,capital_gain,0 +972,capital_loss,0 +972,hours_per_week,40 +972,native_country,United-States +972,salary,<=50K +973,age,49 +973,workclass,Local-gov +973,fnlwgt,193960 +973,education,Masters +973,education_num,14 +973,marital_status,Married-civ-spouse +973,occupation,Prof-specialty +973,relationship,Husband +973,race,White +973,sex,Male +973,capital_gain,0 +973,capital_loss,1902 +973,hours_per_week,40 +973,native_country,United-States +973,salary,>50K +974,age,45 +974,workclass,Private +974,fnlwgt,185385 +974,education,HS-grad +974,education_num,9 +974,marital_status,Married-civ-spouse +974,occupation,Craft-repair +974,relationship,Husband +974,race,White +974,sex,Male +974,capital_gain,0 +974,capital_loss,0 +974,hours_per_week,47 +974,native_country,United-States +974,salary,>50K +975,age,43 +975,workclass,Self-emp-not-inc +975,fnlwgt,277647 +975,education,HS-grad +975,education_num,9 +975,marital_status,Married-civ-spouse +975,occupation,Exec-managerial +975,relationship,Husband +975,race,White +975,sex,Male +975,capital_gain,0 +975,capital_loss,0 +975,hours_per_week,35 +975,native_country,United-States +975,salary,<=50K +976,age,61 +976,workclass,Private +976,fnlwgt,128848 +976,education,HS-grad +976,education_num,9 +976,marital_status,Married-civ-spouse +976,occupation,Machine-op-inspct +976,relationship,Husband +976,race,White +976,sex,Male +976,capital_gain,3471 +976,capital_loss,0 +976,hours_per_week,40 +976,native_country,United-States +976,salary,<=50K +977,age,54 +977,workclass,Private +977,fnlwgt,377701 +977,education,HS-grad +977,education_num,9 +977,marital_status,Married-civ-spouse +977,occupation,Other-service +977,relationship,Husband +977,race,White +977,sex,Male +977,capital_gain,0 +977,capital_loss,0 +977,hours_per_week,32 +977,native_country,Mexico +977,salary,<=50K +978,age,34 +978,workclass,Private +978,fnlwgt,157886 +978,education,Assoc-acdm +978,education_num,12 +978,marital_status,Separated +978,occupation,Other-service +978,relationship,Unmarried +978,race,White +978,sex,Female +978,capital_gain,0 +978,capital_loss,0 +978,hours_per_week,40 +978,native_country,United-States +978,salary,<=50K +979,age,49 +979,workclass,Private +979,fnlwgt,175958 +979,education,Some-college +979,education_num,10 +979,marital_status,Married-civ-spouse +979,occupation,Sales +979,relationship,Husband +979,race,White +979,sex,Male +979,capital_gain,0 +979,capital_loss,0 +979,hours_per_week,80 +979,native_country,United-States +979,salary,>50K +980,age,38 +980,workclass,Private +980,fnlwgt,223004 +980,education,Some-college +980,education_num,10 +980,marital_status,Never-married +980,occupation,Other-service +980,relationship,Own-child +980,race,White +980,sex,Male +980,capital_gain,0 +980,capital_loss,0 +980,hours_per_week,40 +980,native_country,United-States +980,salary,<=50K +981,age,35 +981,workclass,Private +981,fnlwgt,199352 +981,education,Prof-school +981,education_num,15 +981,marital_status,Married-civ-spouse +981,occupation,Prof-specialty +981,relationship,Husband +981,race,White +981,sex,Male +981,capital_gain,0 +981,capital_loss,1977 +981,hours_per_week,80 +981,native_country,United-States +981,salary,>50K +982,age,36 +982,workclass,Private +982,fnlwgt,29984 +982,education,12th +982,education_num,8 +982,marital_status,Married-civ-spouse +982,occupation,Transport-moving +982,relationship,Husband +982,race,White +982,sex,Male +982,capital_gain,0 +982,capital_loss,0 +982,hours_per_week,40 +982,native_country,United-States +982,salary,<=50K +983,age,30 +983,workclass,Private +983,fnlwgt,181651 +983,education,Bachelors +983,education_num,13 +983,marital_status,Married-civ-spouse +983,occupation,Exec-managerial +983,relationship,Husband +983,race,White +983,sex,Male +983,capital_gain,0 +983,capital_loss,0 +983,hours_per_week,50 +983,native_country,United-States +983,salary,<=50K +984,age,36 +984,workclass,Private +984,fnlwgt,117312 +984,education,Assoc-acdm +984,education_num,12 +984,marital_status,Divorced +984,occupation,Tech-support +984,relationship,Not-in-family +984,race,White +984,sex,Female +984,capital_gain,0 +984,capital_loss,0 +984,hours_per_week,60 +984,native_country,United-States +984,salary,<=50K +985,age,22 +985,workclass,Local-gov +985,fnlwgt,34029 +985,education,Bachelors +985,education_num,13 +985,marital_status,Never-married +985,occupation,Prof-specialty +985,relationship,Own-child +985,race,White +985,sex,Female +985,capital_gain,0 +985,capital_loss,0 +985,hours_per_week,20 +985,native_country,United-States +985,salary,<=50K +986,age,38 +986,workclass,Private +986,fnlwgt,132879 +986,education,HS-grad +986,education_num,9 +986,marital_status,Married-civ-spouse +986,occupation,Craft-repair +986,relationship,Husband +986,race,White +986,sex,Male +986,capital_gain,0 +986,capital_loss,1902 +986,hours_per_week,40 +986,native_country,United-States +986,salary,>50K +987,age,37 +987,workclass,Private +987,fnlwgt,215310 +987,education,HS-grad +987,education_num,9 +987,marital_status,Married-civ-spouse +987,occupation,Craft-repair +987,relationship,Husband +987,race,White +987,sex,Male +987,capital_gain,0 +987,capital_loss,0 +987,hours_per_week,50 +987,native_country,United-States +987,salary,>50K +988,age,48 +988,workclass,State-gov +988,fnlwgt,55863 +988,education,Doctorate +988,education_num,16 +988,marital_status,Married-civ-spouse +988,occupation,Prof-specialty +988,relationship,Wife +988,race,White +988,sex,Female +988,capital_gain,0 +988,capital_loss,1902 +988,hours_per_week,46 +988,native_country,United-States +988,salary,>50K +989,age,17 +989,workclass,Private +989,fnlwgt,220384 +989,education,11th +989,education_num,7 +989,marital_status,Never-married +989,occupation,Adm-clerical +989,relationship,Own-child +989,race,White +989,sex,Male +989,capital_gain,0 +989,capital_loss,0 +989,hours_per_week,15 +989,native_country,United-States +989,salary,<=50K +990,age,19 +990,workclass,Self-emp-not-inc +990,fnlwgt,36012 +990,education,Some-college +990,education_num,10 +990,marital_status,Never-married +990,occupation,Craft-repair +990,relationship,Own-child +990,race,White +990,sex,Male +990,capital_gain,0 +990,capital_loss,0 +990,hours_per_week,20 +990,native_country,United-States +990,salary,<=50K +991,age,27 +991,workclass,Private +991,fnlwgt,137645 +991,education,Bachelors +991,education_num,13 +991,marital_status,Never-married +991,occupation,Sales +991,relationship,Not-in-family +991,race,Black +991,sex,Female +991,capital_gain,0 +991,capital_loss,1590 +991,hours_per_week,40 +991,native_country,United-States +991,salary,<=50K +992,age,22 +992,workclass,Private +992,fnlwgt,191342 +992,education,Bachelors +992,education_num,13 +992,marital_status,Never-married +992,occupation,Sales +992,relationship,Own-child +992,race,Asian-Pac-Islander +992,sex,Male +992,capital_gain,0 +992,capital_loss,0 +992,hours_per_week,50 +992,native_country,Taiwan +992,salary,<=50K +993,age,49 +993,workclass,Private +993,fnlwgt,31339 +993,education,HS-grad +993,education_num,9 +993,marital_status,Married-civ-spouse +993,occupation,Craft-repair +993,relationship,Husband +993,race,White +993,sex,Male +993,capital_gain,0 +993,capital_loss,0 +993,hours_per_week,40 +993,native_country,United-States +993,salary,<=50K +994,age,43 +994,workclass,State-gov +994,fnlwgt,227910 +994,education,Assoc-voc +994,education_num,11 +994,marital_status,Married-civ-spouse +994,occupation,Prof-specialty +994,relationship,Wife +994,race,White +994,sex,Female +994,capital_gain,0 +994,capital_loss,0 +994,hours_per_week,40 +994,native_country,United-States +994,salary,>50K +995,age,43 +995,workclass,Private +995,fnlwgt,173728 +995,education,Bachelors +995,education_num,13 +995,marital_status,Separated +995,occupation,Prof-specialty +995,relationship,Unmarried +995,race,White +995,sex,Female +995,capital_gain,0 +995,capital_loss,0 +995,hours_per_week,40 +995,native_country,United-States +995,salary,<=50K +996,age,19 +996,workclass,Local-gov +996,fnlwgt,167816 +996,education,HS-grad +996,education_num,9 +996,marital_status,Divorced +996,occupation,Exec-managerial +996,relationship,Not-in-family +996,race,White +996,sex,Female +996,capital_gain,0 +996,capital_loss,0 +996,hours_per_week,35 +996,native_country,United-States +996,salary,<=50K +997,age,58 +997,workclass,Self-emp-not-inc +997,fnlwgt,81642 +997,education,HS-grad +997,education_num,9 +997,marital_status,Married-civ-spouse +997,occupation,Farming-fishing +997,relationship,Husband +997,race,White +997,sex,Male +997,capital_gain,0 +997,capital_loss,0 +997,hours_per_week,60 +997,native_country,United-States +997,salary,<=50K +998,age,41 +998,workclass,Local-gov +998,fnlwgt,195258 +998,education,Some-college +998,education_num,10 +998,marital_status,Married-civ-spouse +998,occupation,Protective-serv +998,relationship,Husband +998,race,White +998,sex,Male +998,capital_gain,0 +998,capital_loss,0 +998,hours_per_week,40 +998,native_country,United-States +998,salary,>50K +999,age,31 +999,workclass,Private +999,fnlwgt,232475 +999,education,Some-college +999,education_num,10 +999,marital_status,Married-civ-spouse +999,occupation,Adm-clerical +999,relationship,Husband +999,race,White +999,sex,Male +999,capital_gain,0 +999,capital_loss,0 +999,hours_per_week,40 +999,native_country,United-States +999,salary,<=50K diff --git a/testdata/adult/adult_constraints.txt b/testdata/adult/adult_constraints.txt new file mode 100644 index 000000000..cf1cfde18 --- /dev/null +++ b/testdata/adult/adult_constraints.txt @@ -0,0 +1,4 @@ +t1&t2&EQ(t1.education,t2.education)&IQ(t1.education_num,t2.education_num) +t1&t2&EQ(t1.education_num,t2.education_num)&IQ(t1.education,t2.education) +t1&EQ(t1.sex,"female")&EQ(t1.relationship,"husband") +t1&EQ(t1.sex,"male")&EQ(t1.relationship,"wife") \ No newline at end of file diff --git a/testdata/adult_constraints.txt b/testdata/adult_constraints.txt deleted file mode 100644 index 1da9f46eb..000000000 --- a/testdata/adult_constraints.txt +++ /dev/null @@ -1,2 +0,0 @@ -t1&EQ(t1.Sex,"female")&EQ(t1.Relationship,"husband") -t1&EQ(t1.Sex,"male")&EQ(t1.Relationship,"wife") diff --git a/testdata/flight.csv b/testdata/flight/flight.csv similarity index 100% rename from testdata/flight.csv rename to testdata/flight/flight.csv diff --git a/testdata/flight_clean.csv b/testdata/flight/flight_clean.csv similarity index 100% rename from testdata/flight_clean.csv rename to testdata/flight/flight_clean.csv diff --git a/testdata/hospital.csv b/testdata/hospital/hospital.csv similarity index 100% rename from testdata/hospital.csv rename to testdata/hospital/hospital.csv diff --git a/testdata/hospital_clean.csv b/testdata/hospital/hospital_clean.csv similarity index 100% rename from testdata/hospital_clean.csv rename to testdata/hospital/hospital_clean.csv diff --git a/testdata/hospital_constraints.txt b/testdata/hospital/hospital_constraints.txt similarity index 100% rename from testdata/hospital_constraints.txt rename to testdata/hospital/hospital_constraints.txt diff --git a/testdata/hospital/hospital_numerical.csv b/testdata/hospital/hospital_numerical.csv new file mode 100644 index 000000000..e22aa340d --- /dev/null +++ b/testdata/hospital/hospital_numerical.csv @@ -0,0 +1,1001 @@ +ProviderNumber,HospitalName,Address1,Address2,Address3,City,State,ZipCode,CountyName,PhoneNumber,HospitalType,HospitalOwner,EmergencyService,Condition,MeasureCode,MeasureName,Score,Sample,Stateavg +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs caxxed beta bxockers before coming to the hospitax who were kept on the beta bxockers during the period just before and after their surgery,,,al_scip-card-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,,,al_scip-inf-1 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,,,al_scip-inf-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birminghxm,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,,al_scip-inf-3 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,,al_scip-inf-4 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),,,al_scip-inf-6 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,,,al_scip-vte-1 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingxam,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,,,al_scip-vte-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,97,33,al_ami-1 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,92,13,al_ami-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffxeld,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),75,4,al_ami-3 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,4,al_ami-4 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,86,14,al_ami-5 +1xx19,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,80,114,al_hf-1 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acuxe care hospixals,government - hospital district or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,149,al_hf-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),92,3x,al_hf-3 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,41,al_hf-4 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,98,270,al_ami-1 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,99,516,al_ami-2 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart attaxk,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),96,71,al_ami-3 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospxtal dxstrxct or authorxty,yes,hearx axxack,ami-4,heart attack patients given smoking cessation advice/counseling,100,244,al_ami-4 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,99,441,al_ami-5 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,334793870x,acute care hospitals,government - hospital district or authority,yxs,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,72,40,al_ami-8a +10001,southeast alabama medxcal center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,78,455,al_hf-1 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital xistrict or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,514,al_hf-2 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),91,165,al_hf-3 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,110,al_hf-4 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,93,191,al_pn-2 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,governmenx - hospixal disxricx or auxhorixy,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,89,125,al_pn-3b +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,99,107,al_pn-4 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,92,196,al_pn-5c +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),80,147,al_pn-6 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,84,160,al_pn-7 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,xx479x8701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,72,79,al_scip-card-2 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,94,399,al_scip-inf-1 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,98,405,al_scip-inf-2 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acxte care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),88,385,al_scip-inf-3 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,96,136,al_scip-inf-4 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),90,537,al_scip-inf-6 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,xl,36302,houston,3347938701,acute care hospitals,gxvernment - hxspital district xr authxrity,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,86,185,al_scip-vte-1 +10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yex,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,83,184,al_scip-vte-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,x5957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,80,20,al_ami-1 +x0005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,60,5,al_ami-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,xl,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,2,al_ami-3 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,5,al_ami-5 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,xl,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yxs,heart failure,hf-1,heart failure patients given discharge instructions,78,110,al_hf-1 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,160,al_hf-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),90,69,al_hf-3 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,94,34,al_hf-4 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97,172,al_pn-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boxz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,97,120,al_pn-xb +10005,marshall medical center south,2505xuxsxhighwayx431xnorth,,,boaz,al,35957,marshall,2x6x938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,97,98,al_pn-4 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96,211,al_pn-5c +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),92,175,al_pn-6 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2x6x938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,81,118,al_pn-7 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,36,14,al_scip-card-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,96,168,al_scip-inf-1 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,3595x,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,93,167,al_scip-inf-2 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),95,158,al_scip-inf-3 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565x38310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,237,al_scip-inf-6 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,mxrshxll,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,78,76,al_scip-vte-1 +10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,74,76,al_scip-vte-2 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,97,159,al_amx-1 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,3563x,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,96,247,al_ami-2 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),93,43,al_ami-3 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,laudxrdalx,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,103,al_ami-4 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,hearx axxack,ami-5,heart attack patients given beta blocker at discharge,96,227,al_ami-5 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,98,61,al_ami-8a +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-1,heart failure patients given discharge instructions,79,217,al_hf-1 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,laudexdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,97,259,al_hf-2 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),82,84,al_hf-3 +10006,eliza coffee memorial hospital,205 marengo street,,,fxorence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,53,al_hf-4 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,90,174,al_pn-2 +1000x,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,95,137,al_pn-3b +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,65,al_pn-4 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,xl,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96,200,al_pn-5c +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),91,138,al_pn-6 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,88,85,al_pn-7 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,96,107,al_scip-card-2 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99,457,al_scip-inf-1 +10006,eliza coffee memorial hospital,205 marengo street,,,florxncx,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99,462,al_scip-inf-2 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),94,439,al_scip-inf-3 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,89,130,al_scip-inf-4 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,619,al_scip-inf-6 +10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,95,242,al_scip-vte-1 +10006,eliza coffee memorial hospital,205 marengo street,,,flxrence,al,3563x,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,92,242,al_scip-vte-2 +10007,mizell memorial hospital,702xnxmainxst,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-1,xeart attack patients given aspirin at arrival,60,5,al_ami-1 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-2,heart attack patients given aspirin at discharge,50,2,al_ami-2 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,axi-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10007,mizell memorial hospital,702 n main st,,,opp,xl,36467,covington,3344933541,acute care hosxitals,voluntary non-profit - private,no,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,2,al_ami-5 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344x33541,acute care hospitals,voluntary non-profit - private,no,heart failure,hfx1,heart failure patients given discharge instructions,98,59,al_hf-1 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,87,76,al_hf-2 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),64,14,al_hf-3 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,8,al_hf-4 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,87,85,al_pn-2 +10007,mizell memorial hospital,702 x maix st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,78,64,al_pn-3b +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,28,al_pn-4 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pnx5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,95,87,al_pn-5c +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),88,57,al_pn-6 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,90,63,al_pn-7 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-card-2,surgery patiexts who were takixg heart drugs called beta blockers before comixg to the hospital who were kept ox the beta blockers durixg the period just before axd after their surgery,91,11,al_scip-card-2 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,88,101,al_scip-inf-1 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,volunxary non-profix - privaxe,no,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,91,101,al_scip-inf-2 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),93,100,al_scip-inf-3 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,123,al_scip-inf-6 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,87,77,al_scip-vte-1 +10007,mizell memorial hospital,702 n main st,,,opp,al,36467,covington,3344933541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,88,76,al_scip-vte-2 +10008,crenshaw community hospital,101 hospital circle,,,luverne,ax,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-1,heart attack patients given aspirin at arrivax,0,1,al_ami-1 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,axi-2,heart attack patients given aspirin at discharge,x00,1,al_ami-2 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,0,1,al_ami-5 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart failure,hf-1,heart failure patients given discharge instructions,4,26,al_hf-1 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heaxt failuxe,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,72,39,al_hf-2 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),75,8,al_hf-3 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,0,5,al_hf-4 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,25,16,al_pn-2 +10008,crenshaw cxmmunity hxspital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,93,15,al_pn-3b +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,33,9,al_pn-4 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,95,21,al_pn-5c +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),62,21,al_pn-6 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,47,15,al_pn-7 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crxnshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,1,al_scip-card-2 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36x49,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,2,al_scip-inf-1 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,2,al_scip-inf-2 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,360x9,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),100,2,al_scip-inf-3 +10008,crenshaw community hospital,101 hospital circle,,,luverne,ax,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,4,al_scip-inf-6 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100,4,al_scip-vte-1 +10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,4,al_scip-vte-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,6,al_ami-1 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-2,heart attaxk patients given aspirin at disxharge,100,1,al_ami-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,2,al_ami-4 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,3,al_ami-5 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,3x640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,97,35,al_hf-1 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,98,42,al_hf-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,10,al_hf-3 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,12,al_hf-4 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,98,44,al_pn-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,30,al_pn-3b +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,3x640,morgan,2567736511,acute care hospitals,pxopxietaxy,yxs,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,25,al_pn-4 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,9x,51,al_pn-5c +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proxrietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),100,45,al_pn-6 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,97,30,al_pn-7 +10009,hartselle medical center,201 pine sxreex norxhwesx,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,67,3,al_scip-card-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,xroprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,6,al_scip-inf-1 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,x7,7,al_scip-inf-2 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,pxopxietaxy,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),80,5,al_scip-inf-3 +10009,hartselle medical center,201 pine street northwest,,,hartselle,ax,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,,al_scip-inf-6 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,78,9,al_scip-vte-1 +10009,hartselle medical center,201 pine street northwest,,,hartselle,al,35640,morgan,2567736511,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,78,9,al_scip-vte-2 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,8,al_ami-1 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,6,al_ami-2 +10010,marshall medical cenxer norxh,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),50,2,al_ami-3 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,2,al_ami-4 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,83,6,al_ami-5 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10010,marshall medical center north,8000 alabama xigxway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,93,55,al_hf-1 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-x,heart failure patients given an evaluation of left ventricular systolic (lvs) function,84,80,al_hf-2 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),78,27,al_hf-3 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,10,al_hf-4 +10010,marshall medical center north,8000 alabama highway 69,,,guntxrsvillx,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,87,128,al_pn-2 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,94,115,al_pn-3b +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,xl,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,94,65,al_pn-4 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,158,al_pn-5c +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),93,133,al_pn-6 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,90,101,al_pn-7 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,86,14,al_scip-card-2 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,95x,66,al_scip-inf-1 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,91,64,al_scip-inf-2 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),100,63,al_scip-inf-3 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inx-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,155,al_scip-inf-6 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,86,56,al_scip-vte-1 +10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,84,56,al_scix-vte-2 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,99,240,al_ami-1 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,96,295,al_ami-2 +10011,st vincents east,50 medical park east drive,,,birmingham,al,3x23x,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),91,70,al_ami-3 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,131,al_ami-4 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,99,288,al_ami-5 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hosxitals,voluntary non-profit - private,yes,heaxt attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,85,48,al_ami-8a +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,94,316,al_hf-1 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,98,372,al_hf-2 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),98,130,al_hf-3 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,69,al_hf-4 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,87,125,al_pn-2 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,96,131,al_pn-3b +10011,st vincents east,50 medical park east drive,,,birmixgham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,69,al_pn-4 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,x5,135,al_pn-5c +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),91,112,al_pn-6 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumoniaxpatientsxassessedxandxgivenxinfluenzaxvaccination,85,89,al_pn-7 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,83,125,al_scip-card-2 +10011,st vincents east,50 medical park east drive,,,bxrmxngham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,97,461,al_scip-inf-1 +x00xx,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acutx carx hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,98,473,al_sxip-inf-2 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),81,442,al_scip-inf-3 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,60,127,al_scip-inf-4 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jeffersxn,2058383122,acute care hospitals,volunxary non-profix - privaxe,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,601,al_scip-inf-6 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058x8x122,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,89,229,al_scip-vte-1 +10011,st vincents east,50 medical park east drive,,,birmingham,al,35235,jefferson,2058383122,acute care hospitals,voluntary nonxprofit x private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,83,224,al_scip-vte-2 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-1,heartxattackxpatientsxgivenxaspirinxatxarrival,100,46,al_ami-1 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,95,39,al_ami-2 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,dx kalb,2568453150,acute care hospitals,voluntaryxnon-profitx-xchurch,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),91,11,al_ami-3 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,14,al_ami-4 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,xe kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,95,41,al_ami-5 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,100,1,al_ami-7a +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,hexrt attxck,ami-8a,heart attack patients given pci within 90 minutes of arrival,40,5,al_ami-8a +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-1,heart failure patients given discharge instructions,89,76,al_hf-1 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,dx kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,94,al_hf-2 +10012,dekalb regional medical center,200 med center drive,,,fort payxe,ax,35968,de kalb,2568453x50,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),94,36,al_hf-3 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,heart faxlure,hf-4,heart failure patients given smoking cessation advice/counseling,100,15,al_hf-4 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97,69,al_pn-2 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,93,91,al_pn-3b +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,359x8,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,37,al_pn-4 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,99,88,al_pn-5c +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),88,82,al_pn-6 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,98,56,al_pn-7 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,suxgical infection pxevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,16,al_scip-card-2 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,9x,139,al_scip-inf-1 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,xe kalb,2568453150,acute care hospitals,voxuntary non-profit - church,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,xx,147,al_scip-inf-2 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgxcal infectxon preventxon,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),98,136,al_scip-inf-3 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,179,al_scip-inf-6 +10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,97,90,al_scip-vte-1 +10012,dexalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,97,90,al_scip-vte-2 +x00x5,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,,0,ax_ami-1 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,,0,al_ami-2 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,xx46x66221,acute care hospitals,governxent - federal,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,,0,xl_xmi-5 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart failure,hf-1,heart failure patients given discharge instructions,100,79,al_hf-1 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,xlarke,3346366221,acute care hospitals,government - federal,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,89x,91,al_hf-2 +1xx15,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),88,25,al_hf-3 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,88,17,al_hf-4 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,92,25,al_pn-2 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,xneumonia,pn-3b,pneumonxa patxents whose inxtxal emergency room blood culture was performed prxor to the admxnxstratxon of the fxrst hospxtal dose of antxbxotxcs,x6,24,al_pn-3b +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,6,al_pn-4 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96,24,al_pn-5c +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),100,26,al_pn-6 +10015,southwest alabama medical center,33700 hxghway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,92,24,al_pn-7 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,334x3xx221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,86,14,al_scip-inf-1 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,93,14,al_scip-inf-2 +10015,southwest alabama medical center,33700 highway x3,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scxp-xnf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),86,14,al_scip-inf-3 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acuxe care hospixals,government - federal,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,15,al_scip-inf-6 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,x6784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,90,10,al_scip-vte-1 +10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,90,10,al_scip-vte-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,99,179,al_axi-1 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,97,208,al_ami-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,30,al_ami-3 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,98,al_ami-4 +1xx16,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,97,169,al_ami-5 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10016,shelby baptist medical center,1000 fixst stxeet noxth,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,83,36,al_ami-8a +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-1,heart failure patients given discharge instructions,86,210,al_hf-1 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,246,al_hf-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,xl,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),97,71,al_hf-3 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,xeart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,48,al_hf-4 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acutexcarexhospitals,voluntary non-profit - church,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97,235,al_pn-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-3b,pnxumonia patixnts whosx initial emxrgxncy room blood culturx was pxrformxd prior to thx administration of thx first hospital dosx of antibiotics,100,110,al_pn-3b +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,131,al_pn-4 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,3x007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96,239,al_pn-5c +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),93,116,al_pn-6 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,92,199,al_pn-7 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,89,96,al_scip-card-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,98,368,al_scip-inf-1 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99,370,al_scip-inf-2 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),91,331,al_scip-inf-3 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,x5007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-4,all heart surgerx patients whose blood sugar (blood glucose) is kept under good control in the daxs right after surgerx,93,116,al_scip-inf-4 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,588,al_scip-inf-6 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,97,226,al_scip-vte-1 +10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acuxe care hospixals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,94,225,al_scip-vte-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,,,al_ami-1 +10018,callahan eye foundation hospital,1720 univxrsity blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,,,al_ami-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,,al_ami-3 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,,al_ami-4 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,,,al_ami-5 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,,al_ami-7a +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,,al_ami-8a +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,,,al_hf-1 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,,,al_hf-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,,al_hf-3 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,,,al_hf-4 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,,,al_pn-2 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,,,al_pn-3b +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,,,al_pn-4 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,,,al_pn-5c +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),,,al_pn-6 +10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,,,al_pn-7 +10038,stringfellow memorial hospital,301 east 18th st,,,axxistox,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,children s asthma care,cac-2,children who received systemic corticosteroid medication (oral and iv medication that reduces inflammation and controls symptoms) while hospitalized for asthma,100,9,al_cac-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoxn,2562358900,acute care hospitals,proprietary,yes,children s asthma care,cac-3,children and their caregivers who received a home management plan of care document while hospitalized for asthma,33,9,al_cac-3 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,prxprietary,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,98,81,al_ami-1 +100x8,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,96,73,al_ami-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),93,14,al_ami-3 +10038,stringfellow memorial hospital,301xeastx18thxst,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,29,al_ami-4 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,93,67,al_ami-5 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,xes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,0,1,al_ami-7a +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,87,15,al_ami-8a +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,87,142,al_hf-1 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,256235x900,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,157,al_hf-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),90,49,al_hf-3 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,41,al_hf-4 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,caxhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97,110,al_pn-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36x01,calhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,102,al_pn-3b +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,83,al_pn-4 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yex,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,145,al_pn-5c +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),92,99,al_pn-6 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,91,87,al_pn-7 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,83,23,al_scip-card-2 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,342,al_hf-2 +10055,flowers hospital,4370 west main street,,,dothan,al,3x305,houston,3347935000,acute care hospitals,proxrietary,yex,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,94,al_hf-3 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,62,al_hf-4 +10055,flowers hospital,4370xwestxmainxstreet,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,100,166,al_pnx2 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,152,al_pn-3b +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,x00,77,al_pn-4 +10055,floxers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,99,146,al_pn-5c +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),99,112,al_pn-6 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,99,128,al_pn-7 +10055,flowers hospital,4370 west main street,,,dothan,al,x6x05,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,147,al_scip-card-2 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,950,al_scip-inf-1 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,xx479x5000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,957,al_scip-inf-2 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),99,882,al_scip-inf-3 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,98,165,al_scip-inf-4 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,1295,al_scip-inf-6 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,housxon,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery pxtients whose doctors ordered trextments to prevent blood clots xfter certxin types of surgeries,100,497,al_scip-vte-1 +10055,flowers hospital,4370 west main street,,,dothan,al,36305,houston,3347935000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,497,al_scipxvtex2 +10056,st vincents hospital,810 st vincents drive,,,birmingham,al,35205,jefferson,2059397000,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,97,239,al_ami-1 +10056,st vincents hospital,810 st vincents drive,,,birmingham,al,35205,jefferson,2059397000,acute care hospitals,voluntary non-profit - other,yes,heart attack,amix2,heart attack patients given aspirin at discharge,98,260,al_ami-2 +10056,st vincents hospital,810 st vxncents drxve,,,birmingham,al,35205,jefferson,2059397000,acute care hospitals,voluntary non-profit - other,yxs,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),85,41,al_ami-3 +10056,st vincents hospital,810 st vincents drive,,,birmingham,al,35205,jefferson,2059397000,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,63,al_ami-4 +10056,st vincents hospital,810 st vincents drive,,,birmingham,al,35205,jefferson,2059397000,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,96,242,al_ami-5 +10085,decatur general hospital,1201 7th street se,,,decatur,al,35609,morgan,2563412000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,87,205,al_scip-vte-2 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,1x,al_ami-1 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,7,al_ami-2 +10086,northwest medical center,1530 u s highway 43,,,winfield,ax,35594,marion,2054877736,acute care hospitals,prxprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,2,al_ami-3 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,1,al_ami-4 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,8,al_ami-5 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,0,1,al_ami-7a +100x6,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,90,48,al_hf-1 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,59,al_hf-2 +10086,northwest medical center,1530xuxsxhighwayx43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),85,13,al_hf-3 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,14,al_hf-4 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,91,66,al_pn-2 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,3xx94,marion,2054877736,acute care hospitals,proprietary,yes,pnxumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,98,59,al_pn-3b +10086,northwest medical center,1530 u s highway 43,,,winfielx,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,98,40,al_pn-4 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,100,85,al_pn-5c +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pnexmonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),100,62,al_pn-6 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,82,45,alxpn-7 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,89,19,al_scip-card-2 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,98,102,al_scip-inf-1 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99,103,al_sxip-inf-2 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yex,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),94,98,al_scip-inf-3 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,3xx94,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,146,al_scip-inf-6 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,95,58,al_scip-vte-1 +10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,x5,58,al_scip-vte-2 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,99,86,al_ami-1 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart attack,ami-2,heaxt attack patients given aspixin at dischaxge,97,91,al_ami-2 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,25x47x7xx0,acute care hospitals,government - state,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,22,al_ami-3 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,58,al_ami-4 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,96,96,al_ami-5 +10087,univ ox south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,25x47x7xx0,acute care hospitals,government - state,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10087,xniv of soxth alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,50,16,al_ami-8a +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,xl,36617,mobile,25x47x7xx0,acute care hospitals,government - state,yes,hxart failurx,hf-1,heart failure patients given discharge instructions,83,146,al_hf-1 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,98,150,al_hx-2 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),96,84,al_hf-3 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yxs,heart failure,hf-4,heart xailure patients given smoking cessation advice/counseling,100,45,al_hf-4 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,71,7,al_pn-2 +10087,univ of south alabama medical center,2451 fillingim street,,,mobile,al,36617,mobile,2514717110,acute care hospitals,government - state,yes,pneumonia,pn-xb,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,89,35,al_pn-3b +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,4,al_ami-2 +10108,prattville baptist hospital,124xsxmemorialxdr,,,prattville,al,36067,autauga,33x361x267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),67,3,al_ami-3 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,5,al_ami-5 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart failure,hx-1,heart failure patients given discharge instructions,96,75,al_hf-1 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,94,93,al_hf-2 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,hxart failurx,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),94,18,al_hf-3 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,96,27,al_hf-4 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,ax,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,94,116,al_pn-2 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,95,138,al_pn-3b +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,67,al_pn-4 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,x4,131,al_pn-5c +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,3x0x7,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),92,93,al_pn-6 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,99,89,al_pn-7 +x0x08,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,1,al_scip-card-2 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scipxinfx1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,90,10,al_scip-inf-1 +10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yxs,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,90,10,al_scip-inf-2 +10108,prattville baptist hospital,124 s mxmorial dr,,,prattville,al,36067,autauga,3343614267,acute care hosxitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),1xx,10,al_scip-inf-3 +10158,russellville hospital,15155 highway 43,,,russellville,al,35653,franklin,2563321611,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100,125,al_scip-vte-1 +10158,russellville hospital,15155 highway 43,,,russellville,al,35653,franklin,2563321611,acuxe care hospixals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,98,125,al_scip-vte-2 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-1,heart attack patients given aspirin at arrival,90,10,al_ami-1 +10164,coosa valley medical center,315 w hickxry st,,,sylacauga,al,35150,tallaxega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-2,heart attack patients given aspirin at discharge,100,3,al_ami-2 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,xo,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,4,al_ami-5 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,x5150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart failure,hf-1,heart failure patients given discharge instructions,77,78,al_hf-1 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,105,al_hf-2 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),85,46,al_hf-3 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,12,al_hf-4 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,93,69,al_pn-2 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,x7,95,al_pn-3b +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,47,al_pn-4 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,3x1x0,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,101,al_pn-5c +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),96,57,al_pn-6 +10164,coosa valley medical center,315 w hickory st,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,88,51,al_pn-7 +10164,coosa valley medical center,315xwxhickoryxst,,,sylacauga,al,35150,talladega,2562495000,acute care hospitals,voluntary non-profit - other,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,82,22,al_scip-card-2 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,91,57,ak_hf-1 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,98,61,ak_hf-2 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,heart failure,hf-3,heart faxlure patxents gxven ace inhxbxtor or arb for left ventrxcular systolxc dysfunctxon (lvsd),100,33,ak_hf-3 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,13,ak_hf-4 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97,37,ak_pn-2 +20017,alaska regional hospital,2801 debarr road,,,anchoraxe,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,47,ak_pn-3b +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,96,26,ak_pn-4 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,39,ak_pn-5c +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),95,22,ak_pn-6 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,90,29,ak_pn-7 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,87,106,ak_scip-card-2 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,96,513,ak_scip-inf-1 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,98,521,ak_scip-inf-2 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),88,499,ak_scip-inf-3 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,94,146,ak_scip-inf-4 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgeryxpatientsxneedingxhairxremovedxfromxthexsurgicalxareaxbeforexsurgery& xwhoxhadxhairxremovedxusingxaxsaferxmethodx(electricxclippersxorxhairxremovalxcreamx�cxnotxaxrazor),100,690,ak_scip-inf-6 +20017,xlxskx regionxl hospitxl,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,94,226,ak_scip-vte-1 +20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proxrietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,94,223,ak_scip-vte-2 +20018,yukon kuskokwim delta reg hospital,po box 287,,,bethel,ak,99559,bethel,9075436300,acute care hospitals,government - federal,no,heart attack,ami-1,heart attack patients given aspirin at arrival,,,ak_ami-1 +20018,yukon kuskokwim delta reg hospital,poxboxx287,,,bethel,ak,99559,bethel,9075436300,acute care hospitals,government - federal,no,heart attack,ami-2,heart attack patients given aspirin at discharge,,,ak_ami-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,89,150,al_pn-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitaxs,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,99,149,al_pn-3b +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,97,79,al_pn-4 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,98,192,al_pn-5c +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jxffxrson,2563864556,acute care hospitals,gxvernment - hxspital district xr authxrity,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),86,139,al_pn-6 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,xefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,82,119,al_pn-7 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,81,54,al_scip-card-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,92,253,al_scip-inf-1 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,91,255,al_scip-inf-2 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),84,245,al_scip-inf-3 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,x,al_scip-inf-4 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),97,369,al_scip-inf-6 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,sxip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,85,144,al_scip-vte-1 +10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jexxerson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,79,142,al_scip-vte-2 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,11,al_ami-1 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,hexrt attxck,ami-2,heart attack patients given aspirin at discharge,100,5,al_ami-2 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,3,al_ami-4 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,83,6,al_ami-5 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,334774x601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,0,2,al_ami-7a +10021,dale medical center,126xhospitalxave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heaxt failuxe patients given dischaxge instxuctions,66,79,al_hf-1 +10021,dale medical center,126 hospital ave,,,ozarx,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,96,94,al_hf-2 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),94,18,al_hf-3 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,94,32,al_hf-4 +10021,dale medical center,126 hospital ave,,,ozark,xl,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,85,80,ax_pn-2 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,94,67,al_pn-3b +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,87,39,al_pn-4 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,95,74,al_pn-5c +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),64,59,al_pn-6 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,90,62,al_pn-7 +10021,dale medical center,126 hospital ave,,,ozark,xl,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,12,al_scip-card-2 +10021,dale medical center,1x6 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,94,52,al_scip-inf-1 +10021,dale medical center,126 hospital ave,,,xzark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,96,52,al_scip-inf-2 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),85,48,al_scip-inf-3 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),1xx,94,al_scip-inf-6 +10021,dale medical center,126 hospital ave,,,ozark,al,36360,dale,3347742601,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,88,50,al_scip-vte-1 +10021,dale medical center,126 hospital ave,,,ozark,al,x6x60,dale,3347742601,acute caxe hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,68,50,al_scip-vte-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,,0,al_ami-1 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yxs,heart attack,ami-2,heart attack patients given aspirin at discharge,100,1,al_ami-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hxspitals,voluntaryxnon-profitx-xprivate,yes,heart attack,ami-3,hxart attack patixnts givxn ace inhibitor or arb for lxft vxntricular systolic dysfunction (lvsd),,0,al_ami-3 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-x,heart attack patients given beta blocker at discharge,,0,al_ami-5 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acutx carx hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,83,35,al_hf-1 +10022,cherokee medical center,400 northwood dr,,,centre,al,x5960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,94,48,al_hf-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),90,10,al_hf-3 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,15,al_hf-4 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,chxrokxx,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,93,44,al_pn-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,97,33,al_pn-3b +10022,cherokee medical center,400 northwood dr,,,centre,ax,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,20,al_pn-4 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,89,56,al_pn-5c +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonix,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),93x,44,al_pn-6 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonix pxtients assessed xnd given influenzx vxccinxtion,81,31,al_pn-7 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,0,2,al_scip-inf-1 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,2,al_scip-inf-2 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acuxe care hospixals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),0,1,al_scip-inf-3 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,chxrokxx,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,6,al_scip-inf-6 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,1xx,5,al_scip-vte-1 +10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,5,al_scip-vte-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342xx2100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,134,al_ami-1 +10023,baptist medical center south,2105 east south boulevard,,,montxomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,282,al_ami-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,53,al_ami-3 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,119,al_ami-4 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,254,al_ami-5 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yxs,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,96,27,al_ami-8a +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-1,heart failure patients given discharge instructions,100,25x,al_hf-1 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,292,al_hf-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,98,al_hf-3 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,volxntary non-profit - chxrch,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,77,al_hf-4 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,monxgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,94,99,al_pn-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,96,103,al_pn-3b +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,94,80,al_pn-4 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,95,101,al_pn-5c +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),90,71,al_pn-6 +10023,baptist medical cexter south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hosxitals,voluntary non-profit - church,yes,pneumonia,pn-7,pxeumoxia patiexts assessed axd givex ixfluexza vaccixatiox,92,87,al_pn-7 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,97,89,al_scip-card-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,97,412,al_scip-inf-1 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,97,423,al_scip-inf-2 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yex,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),94,392,al_scip-inf-3 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,95,125,al_scip-inf-4 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,575,al_scip-inf-6 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,98,179,al_scip-vte-1 +10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomexy,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,94,179,al_scip-vte-2 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,hexrt attxck pxtients given aspirin xt arrivxl,95,111,al_ami-1 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,92,165,al_ami-2 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),79,24,al_ami-3 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,3x10x,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,97,65,al_ami-4 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heaxt attack patients given beta blockex at dischaxge,95,173,al_ami-5 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,x,al_ami-7a +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,40,15,al_ami-8a +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938xxx,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,45,430,al_hf-1 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,90,518,al_hf-2 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),85,146,al_hf-3 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,monxgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,99,93,al_hf-4 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,85,243,al_pn-2 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,95,230,al_pn-3b +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,91,74,al_pn-4 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pxeumoxia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,88,233,al_pn-5x +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),82,97,al_pn-6 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,82,184,al_pn-7 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,67,180,al_scip-card-2 +1xx24,jackson hospital & clinic inc,1725 pine street,,,montgomery,xl,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,78,844,al_scip-inf-1 +10024,jaxkson hospital & xlinix inx,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,98,827,al_scip-inf-2 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,33x2938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),83,817,al_scip-inf-3 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938xxx,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,allxheartxsurgeryxpatientsxwhosexbloodxsugarx(bloodxglucose)xisxkeptxunderxgoodxcontrolxinxthexdaysxrightxafterxsurgery,72,270,al_scip-inf-4 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),97,1062,al_scip-inf-6 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,xes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,92,263,al_scipxvtex1 +10024,jackson hospital & clinic inc,1725 pine street,,,montgomery,al,36106,montgomery,3342938000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,87,259,al_scip-vte-2 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,92,24,al_ami-1 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,90,10,xl_xmi-2 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,50,4,al_ami-4 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,92,13,al_ami-5 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,0,2,al_ami-7a +10025,g h lanier memorial hospital,4800 48th st,,,valley,ax,36854,chambers,334x561400,acute care hospitals,voluntary non-profit - otxer,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-1,heart failure patients given discharge instructions,54,137,al_hf-1 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,164,al_hf-2 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),96,75,al_hf-3 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,97,38,al_hf-4 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,80,55,al_pn-2 +10025,g h lanier memorial hospital,4800 48th st,,,vallex,al,36854,xhambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,95,43,al_pn-3b +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,xes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,91,34,al_pn-4 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,px-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,82,50,al_pn-5c +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),85,52,al_pn-6 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,75,60,al_pn-7 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,32,19,al_scip-card-2 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,117,al_scip-inf-1 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,93,118,al_scip-inf-2 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),79,116,al_scip-inf-3 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,xes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acuxe care hospixals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),96,172,al_scip-inf-6 +10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,88,85,al_scip-vte-1 +10025,g h lanier memorial hospital,4800 48th st,,,vxlley,al,36854,chaxbers,3347561400,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,82,84,al_scip-vte-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,,,al_ami-1 +10027,elba general hospital,987 drayton street,,,elba,ax,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,,,al_ami-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,33x8972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,,al_ami-3 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,,al_ami-4 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,,,al_ami-5 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,,al_ami-7a +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,,al_ami-8a +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-1,heart failure patients given discharge instructions,100,2,al_hf-1 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart faixure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,3,al_hf-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_hf-3 +10027,elba general hospital,987 drayton street,,,exba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,,0,al_hf-4 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffxx,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,100,31,al_pn-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,19,al_pn-3b +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,12,al_pn-4 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,100,40,al_pn-5c +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),93,30,al_pn-6 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,100,23,al_pn-7 +x0027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical ixfectiox prevextiox,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,,,al_scip-inf-1 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,,,al_scip-inf-2 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,,al_scip-inf-3 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-4,all heaxt suxgexy patients whose blood sugax (blood glucose) is kept undex good contxol in the days xight aftex suxgexy,,,al_scip-inf-4 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),,,al_scip-inf-6 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,,,al_scip-vte-1 +10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,,,al_scip-vte-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,98,185,al_ami-1 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,97,290,al_ami-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),93,72,al_ami-3 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,122,al_ami-4 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,98,281,al_ami-5 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,85,26,al_amix8a +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,82,527,al_hf-1 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,570,al_hf-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),92,272,al_hf-3 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,101,al_hf-4 +x0029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,92,114,al_pn-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yex,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,91,129,al_pn-3b +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,59,al_pn-4 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96,153,al_pn-5c +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,pneumonxa,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),97,115,al_pn-6 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,88,89,al_pn-7 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,xee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,98,208,al_scip-card-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acuxe care hospixals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99,1001,al_scip-inf-1 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99,1016,al_scip-inf-2 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),97,962,al_scip-inf-3 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,98,241,al_scip-inf-4 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,1421,al_scip-inf-6 +1xx29,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vtx-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,92,473,al_scip-vte-1 +10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,90,473,al_scip-vte-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-1,heart attack patients given aspirin at arrival,50,4,al_ami-1 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-2,heart attack patients given aspirin at discharge,67,3,al_ami-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +1xx32,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-5,heart attack patients given beta blocker at discharge,67,3,al_ami-5 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,alxami-7a +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart failure,hfx1,heart failure patients given discharge instructions,0,34,al_hf-1 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,38,39,al_hf-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left xentricular systolic dysfunction (lxsd),25,4,al_hf-3 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart failure,hf-4,heart faxlure patxents gxven smokxng cessatxon advxce/counselxng,100,2,al_hf-4 +10032,wedowee hospital,209 xorth maix street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,25,28,al_pn-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,xo,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,14,al_pn-3b +10032,wedowee hosxital,209 north main street,,,wxdowxx,al,36278,randolph,2563572111,acute care hospitals,government - local,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,67,6,al_pn-4 +1xx32,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,90,30,al_pn-5c +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),96,23,al_pn-6 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,12,16,al_pn-7 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,,,al_scip-inf-1 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,,,al_scip-inf-2 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,,al_scip-inf-3 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,,al_scip-inf-4 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),,,al_scip-inf-6 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,,,al_scip-vte-1 +10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,,,al_scip-vte-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,20593xx011,acute care hospitals,government - state,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,98,229,al_ami-1 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,98,316,al_ami-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),91,87,al_ami-3 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,147,al_ami-4 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,97,331,al_ami-5 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jxffxrson,2059344011,acute care hospitals,government - state,yes,heart attack,ami-8a,heartxattackxpatientsxgivenxpcixwithinx90xminutesxofxarrival,98,47,al_ami-8a +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart failure,xf-1,heart failure patients given discharge instructions,46,618,al_hf-1 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yex,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,96,681,al_hf-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),94,343,al_hf-3 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,heart failure,hfx4,heart failure patients given smoking cessation advice/counseling,100,130,al_hf-4 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,74,247,al_pn-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,92,378,alxpn-3b +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,3x233,jefferson,2059344011,acute care hospitals,government - state,yes,xneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,169,al_pn-4 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,92,357,al_pn-5c +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),85,155,al_pn-6 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,79,242,al_pn-7 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,69,94,al_scip-card-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,88,324,al_scip-inf-1 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,x52xx,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,95,350,al_scip-inf-2 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),87,317,al_scip-inf-3 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,76,140,al_scip-inf-4 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),97,585,al_scip-inf-6 +10033,university of alabama hospital,619 south 19th street,,,birmingham,al,35233,jexxerson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,79,230,al_scip-vte-1 +10033,university of alabama hospital,619 south 19th street,,,birminxham,al,35233,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,77,224,al_scip-vte-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,amix1,heart attack patients given aspirin at arrival,77,13,al_ami-1 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmoxe,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-2,heart attack patients given aspirin at discharge,100,4,al_ami-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,amx-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute cxre hospitxls,voluntary non-profit - private,no,heart attaxk,ami-5,heart attack patients given beta blocker at discharge,75,4,al_ami-5 +10034,community hospital inc,805 friendship road,,,tallaxxee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10034,communitx hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elxore,3342836541,acute care hospitals,voluntary non-profit - private,no,hexrt fxilure,hf-1,heart failure patients given discharge instructions,xx,65,al_hf-1 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,334x836541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,87,al_hf-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,30,al_hf-3 +10034,community hospital inc,805 friendship road,,,tallassee,xl,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,9,al_hf-4 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,87,70,al_pn-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,95,76,al_pn-3b +100x4,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,90,41,al_pn-4 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acutexcarexhospitals,voluntary non-profit - private,no,pneumonia,pn-5c,pxeumoxia patiexts givex ixitial axtibiotic(s) withix 6 hours after arrival,97,71,al_pn-5c +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-6,pxeumoxia patiexts givex the most appropriate ixitial axtibiotic(s),96,52,al_pn-6 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,93,56,al_pn-7 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,3,al_scip-card-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,10,al_scip-inf-1 +10034,communixy hospixal inc,805 friendship road,,,tallassee,al,36x78,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,10,al_scip-inf-2 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),1xx,9,al_scip-inf-3 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection xrevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,33x28365x1,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-6,surgery paxienxs needing hair removed from xhe surgical area before surgery who had hair removed using a safer mexhod (elecxric clippers or hair removal cream c nox a razor),100,33,al_scip-inf-6 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,88,24,al_scip-vte-1 +10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,88,24,al_scip-vte-2 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heartxattack,ami-1,heart attack patients given aspirin at arrival,100,51,al_ami-1 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,26,al_ami-2 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,amx-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),x7,3,al_ami-3 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,3,al_ami-4 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,23,al_ami-5 +100x5,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_amx-7a +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cxllman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,99,158,al_hf-1 +1xx35,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,200,al_hf-2 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),97,37,al_hf-3 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,42,al_hf-4 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,100,155,al_pn-2 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,138,al_pn-3b +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acutexcarexhospitals,government - hospital district or authority,yes,pneumonia,px-4,pneumonia patients given smoking cessation advice/counseling,100,90,al_pn-4 +10035,cullmxn regionxl medicxl center,1912 alabama highway 157,,,cullman,al,35058,cxllman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,99,160,al_pn-5c +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),98,136,al_pn-6 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,98,125,al_pn-7 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,suxgical infection pxevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,99,68,al_scip-card-2 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99,411,al_scip-inf-1 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scix-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,98,417,al_scip-inf-2 +10035,cullman regional medical center,1912xalabamaxhighwayx157,,,cuxxman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),98,405,al_scip-inf-3 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,598,al_scip-inf-6 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,95,298,al_scip-vte-1 +10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,95,298,al_scip-vte-2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-1,heart attack patients given aspirin at arrival,100,8,al_ami-1 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-2,heart attack patients given aspirin at discharge,60,5,al_ami-2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,3,al_ami-3 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,prxprietary,no,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,6,al_ami-5 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart failure,hf-1,heart failure patients given discharge instructions,100,121,al_hf-1 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart failure,hx-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,91,139,al_hf-2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,3642x,covington,3342228466,acute care hospitals,proprietary,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),86,21,al_hf-3 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,334xxx8466,acute care hospitals,proprietary,no,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,32,al_hf-4 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,coxington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,100,77,al_pn-2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,89,55,al_pn-3b +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,43,al_pn-4 +1xx36,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,93,al_pn-5c +10036,andalusia regional hospital,849 south three notch street,,,andaluxia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),75,64,al_pn-6 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,92,52,al_pn-7 +10036,andaxusia regionax hospitax,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,89,19,al_scip-card-2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,97,139,al_scip-inf-1 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,88,141,al_scipxinfx2 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),99,136,al_scip-inf-3 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,33422284xx,acute care hospitals,proprietary,no,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,204,al_scip-inf-6 +10036,andalusia regional hospital,849 south three notch street,,,andalusia,xl,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,80,66,al_scix-vte-1 +10036,andaluxia regional hoxpital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,80,66,al_scip-vte-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,children s asthma care,cac-1,children who received reliever medication while hospitalized for asthma,100,9,al_cac-1 +10038,stringfellow memorial hospital,301 east 1xth st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99,96,al_scip-inf-1 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,93,98,al_scip-inf-2 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),x3,95,al_scip-inf-3 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,195,al_scip-inf-6 +10038,stringfellow memorial hospital,301 east 18th st,,,annxston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,90,117,al_scip-vte-1 +10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,89,116,al_scip-vte-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,children s asthma care,xax-1,children who received reliever medication while hospitalized for asthma,100,193,al_cac-1 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,children s asthma care,cac-2,children who received systemic corticosteroid medication (oral and iv medication that reduces inflammation and controls symptoms) while hospitalized for asthma,98,193,al_cac-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,children s asthma care,cac-3,children and their caregivers who received a home management plan of care document while hospitalized for asthma,14,193,al_cac-3 +10039,huntsvxlle hospxtal,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,98,155,al_ami-1 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,323,al_ami-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acutexcarexhospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),97,77,al_ami-3 +1003x,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attaxk,ami-4,heart attack patients given smoking cessation advice/counseling,100,135,al_ami-4 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,301,al_ami-5 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitaxs,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,82,44,al_ami-8a +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,goverxmext - hospital district or authority,yes,heart failure,hf-1,heart failure patients given discharge instructions,72,264,al_hf-1 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madisxn,2562651000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-2,heaxt failuxe patients given an evaluation of left ventxiculax systolic (lvs) function,95,303,al_hf-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),98,102,al_hf-3 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,51,al_hf-x +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-x,pneumonia patients assessed and given pneumococcal vaccination,96,509,al_pn-2 +1xx39,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,99,496,al_pn-3b +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,97,294,al_pn-4 +10039,huntsville hospital,101 sivley rd,,,huntsville,xl,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,93,511,al_pn-5c +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),89,313,al_pn-6 +100x9,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,89,409,al_pn-7 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,90,123,al_scip-card-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,95,601,al_scip-inf-1 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99,603,xl_scip-inf-2 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yxs,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),93,561,al_scip-inf-3 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madisox,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,95,149,al_scip-inf-4 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),99,852,al_scip-inf-6 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,93,269,al_scip-vte-1 +10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,90,269,al_scip-vte-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-1,heart attack patxents gxven aspxrxn at arrxval,94,123,al_ami-1 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,99,134,al_ami-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),89,18,al_ami-3 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,79,al_ami-4 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,95,117,al_ami-5 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,68,25,al_ami-7a +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,83,12,al_ami-8a +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,xes,heart failure,hf-1,heart failure patients given discharge instructions,47,211,al_hf-1 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,259,al_hf-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),93,69,al_hf-3 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,70,al_hf-4 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,96,255,al_pn-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,axute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,96,187,al_pn-3b +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,x590x,etowah,2564944000,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,130,al_pn-4 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonix pxtients given initixl antibiotic(s) within 6 hours after arrivxl,94,266,al_pn-5c +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),89,153,al_pn-6 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,96,187,al_pn-7 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,91,109,al_scip-card-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,98,557,al_scip-inf-1 +10040,gadsden regional medical center,1007 goodyear avenue,,,gxdsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,97,564,al_scip-inf-2 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),90,520,al_scip-inf-3 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,94,186,al_scip-inf-4 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944xxx,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,854,al_scip-inf-6 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,95,315,al_scip-vte-1 +10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,87,315,al_scip-vte-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,1,xl_xmi-1 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,1,al_ami-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,1,al_ami-5 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,84,19,al_hf-1 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,89,28,al_hf-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),75,4,al_hf-3 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,4,al_hf-4 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,89,47,al_pn-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,92,36,al_pn-3b +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,94,16,al_pn-4 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,98,44,al_pn-5c +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pnx6,pneumonia patients given the most appropriate initial antibiotic(s),95,38,al_pnx6 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,81,37,al_pn-7 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,50,2,al_scip-card-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,100,4,al_scip-inf-1 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntaxy non-pxofit - pxivate,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,4,al_scip-inf-2 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),100,4,al_scip-inf-3 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute caxe hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10043,chilton medical center,x0x0 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,5,al_scip-inf-6 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,,0,al_scip-vte-1 +10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,surgical infxction prxvxntion,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,,0,al_scip-vte-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,67,3,al_ami-1 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,67,3,al_ami-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +10044,marion regional medical center,1256 military street south,,,hamilxon,al,35570,marion,x059x16x00,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,33,3,al_ami-5 +10044,marion regional medical center,1256 military street sxuth,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +1xx44,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,74,38,al_hf-1 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,80x,46,al_hf-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),78,18,al_hf-3 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,80,10,al_hf-4 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,96,101,al_pn-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,99,78,al_pn-3b +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,20x9216200,acute care hospitals,voluntary non-profit - private,yes,pneumonia,px-4,pneumonia patients given smoking cessation advice/counseling,90,42,al_pn-4 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yxs,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,98,121,al_pn-5c +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),76,97,al_pn-6 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluxtary xox-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,91,85,al_pn-7 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical ixfectiox prevextiox,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,67,3,al_scip-card-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,80,15,al_scip-inf-1 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,87,15,al_scip-inf-2 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntaxy non-pxofit - pxivate,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),87,15,al_scip-inf-3 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,19,al_scip-inf-6 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100,4,al_scip-vte-1 +10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,4,al_scip-vte-2 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hoxpitalx,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,18,al_ami-1 +1xx45,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,12,al_ami-2 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),0,1,al_ami-3 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,1,al_ami-4 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,x0593x5966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,82,11,al_ami-5 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,x0593x5966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10045,fayette medical center,1653 temple avenue north,,,fayette,xl,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-1,heart failure patients given discharge instructions,87,67,al_hf-1 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,94,85,al_hf-2 +10045,fayette medical center,1653 temple avenue north,,,fayette,xl,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),89,19,al_hf-3 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,16,al_hf-4 +x0045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,x5,117,al_pn-2 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yex,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100,41,al_pn-3b +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,34,al_pn-4 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,109,al_pn-5c +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),87,79,al_pn-6 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaxxination,87,86,al_pn-7 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,0,al_scip-card-2 +10045,fayette medical center,1653 temple avenue north,,,faxette,al,35555,fayexxe,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,,0,al_scip-inf-1 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,,0,al_scip-inf-2 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,0,al_scip-inf-3 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,7,al_scip-inf-6 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100,3,al_scip-vte-1 +10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,3,al_scip-vte-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acutexcarexhospitals,proprietary,yes,children s asthma care,cac-1,childrenxwhoxreceivedxrelieverxmedicationxwhilexhospitalizedxforxasthma,100,4,al_cac-1 +10046,rivxrvixw rxgional mxdical cxntxr,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,children s asthma care,cac-2,children who received systemic corticosteroid medication (oral and iv medication that reduces inflammation and controls symptoms) while hospitalized for asthma,100,4,al_cac-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,children s asthma care,cac-3,children and their caregivers who received a home management plan of care document while hospitalized for asthma,100,4,al_cac-3 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,126,al_ami-1 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,145,al_ami-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,25,al_ami-3 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100,68,al_ami-4 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,125,al_ami-5 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,88,8,al_ami-7a +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,100,16,al_ami-8a +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,100,268,al_hf-1 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,100,350,al_hf-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,90,al_hf-3 +10046,riverview regional medical center,600 souxh xhird sxreex,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,heart failure,hf-4,hearx failure paxienxs given smoking cessaxion advice/counseling,100,85,al_hf-4 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,x565435x00,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,99,239,al_pn-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowxh,2565435200,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,97,196,al_pn-3b +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,109,al_pn-4 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yex,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,87,261,al_pn-5c +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),76,212,alxpn-6 +10046,xivexview xegional medical centex,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yxs,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,99,178,al_pn-7 +10046,riverview rexional medical center,600 south third street,,,gadsden,ax,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,95,107,al_scip-card-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,3590x,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,95,402,al_scip-inf-1 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,95,404,al_scip-inf-2 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),79,352,al_scip-inf-3 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acuxe care hospixals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,76,114,al_scip-inf-4 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,607,al_scip-inf-6 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,91,280,al_scip-vte-1 +10046,riverview regional medical center,600 south third street,,,gadsden,al,35901,etowah,2565435200,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,84,280,al_scip-vte-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,amix1,heart attack patients given aspirin at arrival,53,19,al_ami-1 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-2,heart attack patients given aspirin at discharge,50,16,al_ami-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,1,al_ami-3 +1xx47,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,33,6,al_ami-4 +10047,georgiana hospital,515 miranda sx,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-5,heart attack patients given beta blocker at discharge,60,15,al_ami-5 +10047,georgiana hospital,515 miranxa st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-1,heart failure patients given discharge instructions,53,51,al_hf-1 +10047,georgiaxa hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,63,59,al_hf-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),67,6,al_hf-3 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,75,8,al_hf-4 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,90,39,al_pn-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,50,2,al_pn-3b +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butxer,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,80,5,al_pn-4 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,97,36,al_pn-5c +10047,georgiana hospital,515 mirxndx st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),50,30,al_pn-6 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,65,31,al_pn-7 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,,,al_scip-inf-1 +10047,georgiana hospital,515 miranda st,,,geoxgiana,al,36033,butler,3343762205,acute care hosxitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,,,al_scip-inf-2 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,,al_scip-inf-3 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,,al_scip-inf-4 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),,,al_scip-inf-6 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,,,al_scip-vte-1 +10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,,,al_scip-vte-2 +1004x,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,hexrt attxck,ami-1,heart attack patients given aspirin at arrival,100,4,al_ami-1 +10049,medixal xenter enterprise,400xnxedwardsxstreet,,,enterprise,al,36330,coffee,3343470584,acute xare hospitals,proprietary,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,1,al_ami-2 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),,0,al_ami-3 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,2,al_ami-5 +10049,medical center enterprise,400 n edwards street,,,enterprxse,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10049,medxcal center enterprxse,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart failure,hf-1,heart failure patients given discharge instructions,96,70,al_hf-1 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,99,82,al_hf-2 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acutexcarexhospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,34,al_hf-3 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100,15,al_hf-4 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,cxffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,100,72,al_pn-2 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,98,49,al_pn-3b +10049,medical center enterprise,400 n edwards street,,,xntxrprisx,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100,24,al_pn-4 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,99,85,al_pn-5c +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),99,67,al_pn-6 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,100,37,al_pn-7 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100,27,al_scip-card-2 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99,397,al_scip-inf-1 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical xnfection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,100,399,al_scip-inf-2 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),100,391,al_scip-inf-3 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acutexcarexhospitals,proprietary,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0,al_scip-inf-4 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),100,485,al_scip-inf-6 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100,196,al_scip-vte-1 +10049,medical center enterprise,400 n edwards street,,,enterprise,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100,196,al_scip-vte-2 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100,7,al_ami-1 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100,2,al_ami-2 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,2,al_ami-3 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0,al_ami-4 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-5,heart attack patients given beta blocker at discharge,100,3,al_ami-5 +10050,st vincents blount,150 gilbreath drive,,,onxonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0,al_ami-7a +10050,st vincents blount,150 gilxreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0,al_ami-8a +10050,st vincents bxount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,50,24,al_hf-1 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-2,heart failure patients given an evaluation of left ventricular systolic (lvs) function,85,34,al_hf-2 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100,7,al_hf-3 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,43,7,al_hf-4 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,74,92,al_pn-2 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,83,103,al_pn-3b +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,83,29,al_pn-4 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,98,105,al_pn-5c +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),77,74,al_pn-6 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,64,55,al_pn-7 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery pxtients who were txking hexrt drugs cxlled betx blockers before coming to the hospitxl who were kept on the betx blockers during the period just before xnd xfter their surgery,25,8,al_scip-card-2 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,64,28,al_scip-inf-1 +10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,88,25,al_scip-inf-2 diff --git a/testdata/hospital/hospital_numerical_clean.csv b/testdata/hospital/hospital_numerical_clean.csv new file mode 100644 index 000000000..99403db99 --- /dev/null +++ b/testdata/hospital/hospital_numerical_clean.csv @@ -0,0 +1,19001 @@ +tid,attribute,correct_val +0,ProviderNumber,10018 +0,HospitalName,callahan eye foundation hospital +0,Address1,1720 university blvd +0,Address2, +0,Address3, +0,City,birmingham +0,State,al +0,ZipCode,35233 +0,CountyName,jefferson +0,PhoneNumber,2053258100 +0,HospitalType,acute care hospitals +0,HospitalOwner,voluntary non-profit - private +0,EmergencyService,yes +0,Condition,surgical infection prevention +0,MeasureCode,scip-card-2 +0,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +0,Score, +0,Sample, +0,Stateavg,al_scip-card-2 +1,ProviderNumber,10018 +1,HospitalName,callahan eye foundation hospital +1,Address1,1720 university blvd +1,Address2, +1,Address3, +1,City,birmingham +1,State,al +1,ZipCode,35233 +1,CountyName,jefferson +1,PhoneNumber,2053258100 +1,HospitalType,acute care hospitals +1,HospitalOwner,voluntary non-profit - private +1,EmergencyService,yes +1,Condition,surgical infection prevention +1,MeasureCode,scip-inf-1 +1,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +1,Score, +1,Sample, +1,Stateavg,al_scip-inf-1 +2,ProviderNumber,10018 +2,HospitalName,callahan eye foundation hospital +2,Address1,1720 university blvd +2,Address2, +2,Address3, +2,City,birmingham +2,State,al +2,ZipCode,35233 +2,CountyName,jefferson +2,PhoneNumber,2053258100 +2,HospitalType,acute care hospitals +2,HospitalOwner,voluntary non-profit - private +2,EmergencyService,yes +2,Condition,surgical infection prevention +2,MeasureCode,scip-inf-2 +2,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +2,Score, +2,Sample, +2,Stateavg,al_scip-inf-2 +3,ProviderNumber,10018 +3,HospitalName,callahan eye foundation hospital +3,Address1,1720 university blvd +3,Address2, +3,Address3, +3,City,birmingham +3,State,al +3,ZipCode,35233 +3,CountyName,jefferson +3,PhoneNumber,2053258100 +3,HospitalType,acute care hospitals +3,HospitalOwner,voluntary non-profit - private +3,EmergencyService,yes +3,Condition,surgical infection prevention +3,MeasureCode,scip-inf-3 +3,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +3,Score, +3,Sample, +3,Stateavg,al_scip-inf-3 +4,ProviderNumber,10018 +4,HospitalName,callahan eye foundation hospital +4,Address1,1720 university blvd +4,Address2, +4,Address3, +4,City,birmingham +4,State,al +4,ZipCode,35233 +4,CountyName,jefferson +4,PhoneNumber,2053258100 +4,HospitalType,acute care hospitals +4,HospitalOwner,voluntary non-profit - private +4,EmergencyService,yes +4,Condition,surgical infection prevention +4,MeasureCode,scip-inf-4 +4,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +4,Score, +4,Sample, +4,Stateavg,al_scip-inf-4 +5,ProviderNumber,10018 +5,HospitalName,callahan eye foundation hospital +5,Address1,1720 university blvd +5,Address2, +5,Address3, +5,City,birmingham +5,State,al +5,ZipCode,35233 +5,CountyName,jefferson +5,PhoneNumber,2053258100 +5,HospitalType,acute care hospitals +5,HospitalOwner,voluntary non-profit - private +5,EmergencyService,yes +5,Condition,surgical infection prevention +5,MeasureCode,scip-inf-6 +5,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +5,Score, +5,Sample, +5,Stateavg,al_scip-inf-6 +6,ProviderNumber,10018 +6,HospitalName,callahan eye foundation hospital +6,Address1,1720 university blvd +6,Address2, +6,Address3, +6,City,birmingham +6,State,al +6,ZipCode,35233 +6,CountyName,jefferson +6,PhoneNumber,2053258100 +6,HospitalType,acute care hospitals +6,HospitalOwner,voluntary non-profit - private +6,EmergencyService,yes +6,Condition,surgical infection prevention +6,MeasureCode,scip-vte-1 +6,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +6,Score, +6,Sample, +6,Stateavg,al_scip-vte-1 +7,ProviderNumber,10018 +7,HospitalName,callahan eye foundation hospital +7,Address1,1720 university blvd +7,Address2, +7,Address3, +7,City,birmingham +7,State,al +7,ZipCode,35233 +7,CountyName,jefferson +7,PhoneNumber,2053258100 +7,HospitalType,acute care hospitals +7,HospitalOwner,voluntary non-profit - private +7,EmergencyService,yes +7,Condition,surgical infection prevention +7,MeasureCode,scip-vte-2 +7,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +7,Score, +7,Sample, +7,Stateavg,al_scip-vte-2 +8,ProviderNumber,10019 +8,HospitalName,helen keller memorial hospital +8,Address1,1300 south montgomery avenue +8,Address2, +8,Address3, +8,City,sheffield +8,State,al +8,ZipCode,35660 +8,CountyName,jefferson +8,PhoneNumber,2563864556 +8,HospitalType,acute care hospitals +8,HospitalOwner,government - hospital district or authority +8,EmergencyService,yes +8,Condition,heart attack +8,MeasureCode,ami-1 +8,MeasureName,heart attack patients given aspirin at arrival +8,Score,97 +8,Sample,33 +8,Stateavg,al_ami-1 +9,ProviderNumber,10019 +9,HospitalName,helen keller memorial hospital +9,Address1,1300 south montgomery avenue +9,Address2, +9,Address3, +9,City,sheffield +9,State,al +9,ZipCode,35660 +9,CountyName,jefferson +9,PhoneNumber,2563864556 +9,HospitalType,acute care hospitals +9,HospitalOwner,government - hospital district or authority +9,EmergencyService,yes +9,Condition,heart attack +9,MeasureCode,ami-2 +9,MeasureName,heart attack patients given aspirin at discharge +9,Score,92 +9,Sample,13 +9,Stateavg,al_ami-2 +10,ProviderNumber,10019 +10,HospitalName,helen keller memorial hospital +10,Address1,1300 south montgomery avenue +10,Address2, +10,Address3, +10,City,sheffield +10,State,al +10,ZipCode,35660 +10,CountyName,jefferson +10,PhoneNumber,2563864556 +10,HospitalType,acute care hospitals +10,HospitalOwner,government - hospital district or authority +10,EmergencyService,yes +10,Condition,heart attack +10,MeasureCode,ami-3 +10,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +10,Score,75 +10,Sample,4 +10,Stateavg,al_ami-3 +11,ProviderNumber,10019 +11,HospitalName,helen keller memorial hospital +11,Address1,1300 south montgomery avenue +11,Address2, +11,Address3, +11,City,sheffield +11,State,al +11,ZipCode,35660 +11,CountyName,jefferson +11,PhoneNumber,2563864556 +11,HospitalType,acute care hospitals +11,HospitalOwner,government - hospital district or authority +11,EmergencyService,yes +11,Condition,heart attack +11,MeasureCode,ami-4 +11,MeasureName,heart attack patients given smoking cessation advice/counseling +11,Score,100 +11,Sample,4 +11,Stateavg,al_ami-4 +12,ProviderNumber,10019 +12,HospitalName,helen keller memorial hospital +12,Address1,1300 south montgomery avenue +12,Address2, +12,Address3, +12,City,sheffield +12,State,al +12,ZipCode,35660 +12,CountyName,jefferson +12,PhoneNumber,2563864556 +12,HospitalType,acute care hospitals +12,HospitalOwner,government - hospital district or authority +12,EmergencyService,yes +12,Condition,heart attack +12,MeasureCode,ami-5 +12,MeasureName,heart attack patients given beta blocker at discharge +12,Score,86 +12,Sample,14 +12,Stateavg,al_ami-5 +13,ProviderNumber,10019 +13,HospitalName,helen keller memorial hospital +13,Address1,1300 south montgomery avenue +13,Address2, +13,Address3, +13,City,sheffield +13,State,al +13,ZipCode,35660 +13,CountyName,jefferson +13,PhoneNumber,2563864556 +13,HospitalType,acute care hospitals +13,HospitalOwner,government - hospital district or authority +13,EmergencyService,yes +13,Condition,heart attack +13,MeasureCode,ami-7a +13,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +13,Score, +13,Sample,0 +13,Stateavg,al_ami-7a +14,ProviderNumber,10019 +14,HospitalName,helen keller memorial hospital +14,Address1,1300 south montgomery avenue +14,Address2, +14,Address3, +14,City,sheffield +14,State,al +14,ZipCode,35660 +14,CountyName,jefferson +14,PhoneNumber,2563864556 +14,HospitalType,acute care hospitals +14,HospitalOwner,government - hospital district or authority +14,EmergencyService,yes +14,Condition,heart attack +14,MeasureCode,ami-8a +14,MeasureName,heart attack patients given pci within 90 minutes of arrival +14,Score, +14,Sample,0 +14,Stateavg,al_ami-8a +15,ProviderNumber,10019 +15,HospitalName,helen keller memorial hospital +15,Address1,1300 south montgomery avenue +15,Address2, +15,Address3, +15,City,sheffield +15,State,al +15,ZipCode,35660 +15,CountyName,jefferson +15,PhoneNumber,2563864556 +15,HospitalType,acute care hospitals +15,HospitalOwner,government - hospital district or authority +15,EmergencyService,yes +15,Condition,heart failure +15,MeasureCode,hf-1 +15,MeasureName,heart failure patients given discharge instructions +15,Score,80 +15,Sample,114 +15,Stateavg,al_hf-1 +16,ProviderNumber,10019 +16,HospitalName,helen keller memorial hospital +16,Address1,1300 south montgomery avenue +16,Address2, +16,Address3, +16,City,sheffield +16,State,al +16,ZipCode,35660 +16,CountyName,jefferson +16,PhoneNumber,2563864556 +16,HospitalType,acute care hospitals +16,HospitalOwner,government - hospital district or authority +16,EmergencyService,yes +16,Condition,heart failure +16,MeasureCode,hf-2 +16,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +16,Score,99 +16,Sample,149 +16,Stateavg,al_hf-2 +17,ProviderNumber,10019 +17,HospitalName,helen keller memorial hospital +17,Address1,1300 south montgomery avenue +17,Address2, +17,Address3, +17,City,sheffield +17,State,al +17,ZipCode,35660 +17,CountyName,jefferson +17,PhoneNumber,2563864556 +17,HospitalType,acute care hospitals +17,HospitalOwner,government - hospital district or authority +17,EmergencyService,yes +17,Condition,heart failure +17,MeasureCode,hf-3 +17,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +17,Score,92 +17,Sample,37 +17,Stateavg,al_hf-3 +18,ProviderNumber,10019 +18,HospitalName,helen keller memorial hospital +18,Address1,1300 south montgomery avenue +18,Address2, +18,Address3, +18,City,sheffield +18,State,al +18,ZipCode,35660 +18,CountyName,jefferson +18,PhoneNumber,2563864556 +18,HospitalType,acute care hospitals +18,HospitalOwner,government - hospital district or authority +18,EmergencyService,yes +18,Condition,heart failure +18,MeasureCode,hf-4 +18,MeasureName,heart failure patients given smoking cessation advice/counseling +18,Score,100 +18,Sample,41 +18,Stateavg,al_hf-4 +19,ProviderNumber,10001 +19,HospitalName,southeast alabama medical center +19,Address1,1108 ross clark circle +19,Address2, +19,Address3, +19,City,dothan +19,State,al +19,ZipCode,36302 +19,CountyName,houston +19,PhoneNumber,3347938701 +19,HospitalType,acute care hospitals +19,HospitalOwner,government - hospital district or authority +19,EmergencyService,yes +19,Condition,heart attack +19,MeasureCode,ami-1 +19,MeasureName,heart attack patients given aspirin at arrival +19,Score,98 +19,Sample,270 +19,Stateavg,al_ami-1 +20,ProviderNumber,10001 +20,HospitalName,southeast alabama medical center +20,Address1,1108 ross clark circle +20,Address2, +20,Address3, +20,City,dothan +20,State,al +20,ZipCode,36302 +20,CountyName,houston +20,PhoneNumber,3347938701 +20,HospitalType,acute care hospitals +20,HospitalOwner,government - hospital district or authority +20,EmergencyService,yes +20,Condition,heart attack +20,MeasureCode,ami-2 +20,MeasureName,heart attack patients given aspirin at discharge +20,Score,99 +20,Sample,516 +20,Stateavg,al_ami-2 +21,ProviderNumber,10001 +21,HospitalName,southeast alabama medical center +21,Address1,1108 ross clark circle +21,Address2, +21,Address3, +21,City,dothan +21,State,al +21,ZipCode,36302 +21,CountyName,houston +21,PhoneNumber,3347938701 +21,HospitalType,acute care hospitals +21,HospitalOwner,government - hospital district or authority +21,EmergencyService,yes +21,Condition,heart attack +21,MeasureCode,ami-3 +21,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +21,Score,96 +21,Sample,71 +21,Stateavg,al_ami-3 +22,ProviderNumber,10001 +22,HospitalName,southeast alabama medical center +22,Address1,1108 ross clark circle +22,Address2, +22,Address3, +22,City,dothan +22,State,al +22,ZipCode,36302 +22,CountyName,houston +22,PhoneNumber,3347938701 +22,HospitalType,acute care hospitals +22,HospitalOwner,government - hospital district or authority +22,EmergencyService,yes +22,Condition,heart attack +22,MeasureCode,ami-4 +22,MeasureName,heart attack patients given smoking cessation advice/counseling +22,Score,100 +22,Sample,244 +22,Stateavg,al_ami-4 +23,ProviderNumber,10001 +23,HospitalName,southeast alabama medical center +23,Address1,1108 ross clark circle +23,Address2, +23,Address3, +23,City,dothan +23,State,al +23,ZipCode,36302 +23,CountyName,houston +23,PhoneNumber,3347938701 +23,HospitalType,acute care hospitals +23,HospitalOwner,government - hospital district or authority +23,EmergencyService,yes +23,Condition,heart attack +23,MeasureCode,ami-5 +23,MeasureName,heart attack patients given beta blocker at discharge +23,Score,99 +23,Sample,441 +23,Stateavg,al_ami-5 +24,ProviderNumber,10001 +24,HospitalName,southeast alabama medical center +24,Address1,1108 ross clark circle +24,Address2, +24,Address3, +24,City,dothan +24,State,al +24,ZipCode,36302 +24,CountyName,houston +24,PhoneNumber,3347938701 +24,HospitalType,acute care hospitals +24,HospitalOwner,government - hospital district or authority +24,EmergencyService,yes +24,Condition,heart attack +24,MeasureCode,ami-7a +24,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +24,Score, +24,Sample,0 +24,Stateavg,al_ami-7a +25,ProviderNumber,10001 +25,HospitalName,southeast alabama medical center +25,Address1,1108 ross clark circle +25,Address2, +25,Address3, +25,City,dothan +25,State,al +25,ZipCode,36302 +25,CountyName,houston +25,PhoneNumber,3347938701 +25,HospitalType,acute care hospitals +25,HospitalOwner,government - hospital district or authority +25,EmergencyService,yes +25,Condition,heart attack +25,MeasureCode,ami-8a +25,MeasureName,heart attack patients given pci within 90 minutes of arrival +25,Score,72 +25,Sample,40 +25,Stateavg,al_ami-8a +26,ProviderNumber,10001 +26,HospitalName,southeast alabama medical center +26,Address1,1108 ross clark circle +26,Address2, +26,Address3, +26,City,dothan +26,State,al +26,ZipCode,36302 +26,CountyName,houston +26,PhoneNumber,3347938701 +26,HospitalType,acute care hospitals +26,HospitalOwner,government - hospital district or authority +26,EmergencyService,yes +26,Condition,heart failure +26,MeasureCode,hf-1 +26,MeasureName,heart failure patients given discharge instructions +26,Score,78 +26,Sample,455 +26,Stateavg,al_hf-1 +27,ProviderNumber,10001 +27,HospitalName,southeast alabama medical center +27,Address1,1108 ross clark circle +27,Address2, +27,Address3, +27,City,dothan +27,State,al +27,ZipCode,36302 +27,CountyName,houston +27,PhoneNumber,3347938701 +27,HospitalType,acute care hospitals +27,HospitalOwner,government - hospital district or authority +27,EmergencyService,yes +27,Condition,heart failure +27,MeasureCode,hf-2 +27,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +27,Score,99 +27,Sample,514 +27,Stateavg,al_hf-2 +28,ProviderNumber,10001 +28,HospitalName,southeast alabama medical center +28,Address1,1108 ross clark circle +28,Address2, +28,Address3, +28,City,dothan +28,State,al +28,ZipCode,36302 +28,CountyName,houston +28,PhoneNumber,3347938701 +28,HospitalType,acute care hospitals +28,HospitalOwner,government - hospital district or authority +28,EmergencyService,yes +28,Condition,heart failure +28,MeasureCode,hf-3 +28,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +28,Score,91 +28,Sample,165 +28,Stateavg,al_hf-3 +29,ProviderNumber,10001 +29,HospitalName,southeast alabama medical center +29,Address1,1108 ross clark circle +29,Address2, +29,Address3, +29,City,dothan +29,State,al +29,ZipCode,36302 +29,CountyName,houston +29,PhoneNumber,3347938701 +29,HospitalType,acute care hospitals +29,HospitalOwner,government - hospital district or authority +29,EmergencyService,yes +29,Condition,heart failure +29,MeasureCode,hf-4 +29,MeasureName,heart failure patients given smoking cessation advice/counseling +29,Score,100 +29,Sample,110 +29,Stateavg,al_hf-4 +30,ProviderNumber,10001 +30,HospitalName,southeast alabama medical center +30,Address1,1108 ross clark circle +30,Address2, +30,Address3, +30,City,dothan +30,State,al +30,ZipCode,36302 +30,CountyName,houston +30,PhoneNumber,3347938701 +30,HospitalType,acute care hospitals +30,HospitalOwner,government - hospital district or authority +30,EmergencyService,yes +30,Condition,pneumonia +30,MeasureCode,pn-2 +30,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +30,Score,93 +30,Sample,191 +30,Stateavg,al_pn-2 +31,ProviderNumber,10001 +31,HospitalName,southeast alabama medical center +31,Address1,1108 ross clark circle +31,Address2, +31,Address3, +31,City,dothan +31,State,al +31,ZipCode,36302 +31,CountyName,houston +31,PhoneNumber,3347938701 +31,HospitalType,acute care hospitals +31,HospitalOwner,government - hospital district or authority +31,EmergencyService,yes +31,Condition,pneumonia +31,MeasureCode,pn-3b +31,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +31,Score,89 +31,Sample,125 +31,Stateavg,al_pn-3b +32,ProviderNumber,10001 +32,HospitalName,southeast alabama medical center +32,Address1,1108 ross clark circle +32,Address2, +32,Address3, +32,City,dothan +32,State,al +32,ZipCode,36302 +32,CountyName,houston +32,PhoneNumber,3347938701 +32,HospitalType,acute care hospitals +32,HospitalOwner,government - hospital district or authority +32,EmergencyService,yes +32,Condition,pneumonia +32,MeasureCode,pn-4 +32,MeasureName,pneumonia patients given smoking cessation advice/counseling +32,Score,99 +32,Sample,107 +32,Stateavg,al_pn-4 +33,ProviderNumber,10001 +33,HospitalName,southeast alabama medical center +33,Address1,1108 ross clark circle +33,Address2, +33,Address3, +33,City,dothan +33,State,al +33,ZipCode,36302 +33,CountyName,houston +33,PhoneNumber,3347938701 +33,HospitalType,acute care hospitals +33,HospitalOwner,government - hospital district or authority +33,EmergencyService,yes +33,Condition,pneumonia +33,MeasureCode,pn-5c +33,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +33,Score,92 +33,Sample,196 +33,Stateavg,al_pn-5c +34,ProviderNumber,10001 +34,HospitalName,southeast alabama medical center +34,Address1,1108 ross clark circle +34,Address2, +34,Address3, +34,City,dothan +34,State,al +34,ZipCode,36302 +34,CountyName,houston +34,PhoneNumber,3347938701 +34,HospitalType,acute care hospitals +34,HospitalOwner,government - hospital district or authority +34,EmergencyService,yes +34,Condition,pneumonia +34,MeasureCode,pn-6 +34,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +34,Score,80 +34,Sample,147 +34,Stateavg,al_pn-6 +35,ProviderNumber,10001 +35,HospitalName,southeast alabama medical center +35,Address1,1108 ross clark circle +35,Address2, +35,Address3, +35,City,dothan +35,State,al +35,ZipCode,36302 +35,CountyName,houston +35,PhoneNumber,3347938701 +35,HospitalType,acute care hospitals +35,HospitalOwner,government - hospital district or authority +35,EmergencyService,yes +35,Condition,pneumonia +35,MeasureCode,pn-7 +35,MeasureName,pneumonia patients assessed and given influenza vaccination +35,Score,84 +35,Sample,160 +35,Stateavg,al_pn-7 +36,ProviderNumber,10001 +36,HospitalName,southeast alabama medical center +36,Address1,1108 ross clark circle +36,Address2, +36,Address3, +36,City,dothan +36,State,al +36,ZipCode,36302 +36,CountyName,houston +36,PhoneNumber,3347938701 +36,HospitalType,acute care hospitals +36,HospitalOwner,government - hospital district or authority +36,EmergencyService,yes +36,Condition,surgical infection prevention +36,MeasureCode,scip-card-2 +36,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +36,Score,72 +36,Sample,79 +36,Stateavg,al_scip-card-2 +37,ProviderNumber,10001 +37,HospitalName,southeast alabama medical center +37,Address1,1108 ross clark circle +37,Address2, +37,Address3, +37,City,dothan +37,State,al +37,ZipCode,36302 +37,CountyName,houston +37,PhoneNumber,3347938701 +37,HospitalType,acute care hospitals +37,HospitalOwner,government - hospital district or authority +37,EmergencyService,yes +37,Condition,surgical infection prevention +37,MeasureCode,scip-inf-1 +37,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +37,Score,94 +37,Sample,399 +37,Stateavg,al_scip-inf-1 +38,ProviderNumber,10001 +38,HospitalName,southeast alabama medical center +38,Address1,1108 ross clark circle +38,Address2, +38,Address3, +38,City,dothan +38,State,al +38,ZipCode,36302 +38,CountyName,houston +38,PhoneNumber,3347938701 +38,HospitalType,acute care hospitals +38,HospitalOwner,government - hospital district or authority +38,EmergencyService,yes +38,Condition,surgical infection prevention +38,MeasureCode,scip-inf-2 +38,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +38,Score,98 +38,Sample,405 +38,Stateavg,al_scip-inf-2 +39,ProviderNumber,10001 +39,HospitalName,southeast alabama medical center +39,Address1,1108 ross clark circle +39,Address2, +39,Address3, +39,City,dothan +39,State,al +39,ZipCode,36302 +39,CountyName,houston +39,PhoneNumber,3347938701 +39,HospitalType,acute care hospitals +39,HospitalOwner,government - hospital district or authority +39,EmergencyService,yes +39,Condition,surgical infection prevention +39,MeasureCode,scip-inf-3 +39,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +39,Score,88 +39,Sample,385 +39,Stateavg,al_scip-inf-3 +40,ProviderNumber,10001 +40,HospitalName,southeast alabama medical center +40,Address1,1108 ross clark circle +40,Address2, +40,Address3, +40,City,dothan +40,State,al +40,ZipCode,36302 +40,CountyName,houston +40,PhoneNumber,3347938701 +40,HospitalType,acute care hospitals +40,HospitalOwner,government - hospital district or authority +40,EmergencyService,yes +40,Condition,surgical infection prevention +40,MeasureCode,scip-inf-4 +40,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +40,Score,96 +40,Sample,136 +40,Stateavg,al_scip-inf-4 +41,ProviderNumber,10001 +41,HospitalName,southeast alabama medical center +41,Address1,1108 ross clark circle +41,Address2, +41,Address3, +41,City,dothan +41,State,al +41,ZipCode,36302 +41,CountyName,houston +41,PhoneNumber,3347938701 +41,HospitalType,acute care hospitals +41,HospitalOwner,government - hospital district or authority +41,EmergencyService,yes +41,Condition,surgical infection prevention +41,MeasureCode,scip-inf-6 +41,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +41,Score,90 +41,Sample,537 +41,Stateavg,al_scip-inf-6 +42,ProviderNumber,10001 +42,HospitalName,southeast alabama medical center +42,Address1,1108 ross clark circle +42,Address2, +42,Address3, +42,City,dothan +42,State,al +42,ZipCode,36302 +42,CountyName,houston +42,PhoneNumber,3347938701 +42,HospitalType,acute care hospitals +42,HospitalOwner,government - hospital district or authority +42,EmergencyService,yes +42,Condition,surgical infection prevention +42,MeasureCode,scip-vte-1 +42,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +42,Score,86 +42,Sample,185 +42,Stateavg,al_scip-vte-1 +43,ProviderNumber,10001 +43,HospitalName,southeast alabama medical center +43,Address1,1108 ross clark circle +43,Address2, +43,Address3, +43,City,dothan +43,State,al +43,ZipCode,36302 +43,CountyName,houston +43,PhoneNumber,3347938701 +43,HospitalType,acute care hospitals +43,HospitalOwner,government - hospital district or authority +43,EmergencyService,yes +43,Condition,surgical infection prevention +43,MeasureCode,scip-vte-2 +43,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +43,Score,83 +43,Sample,184 +43,Stateavg,al_scip-vte-2 +44,ProviderNumber,10005 +44,HospitalName,marshall medical center south +44,Address1,2505 u s highway 431 north +44,Address2, +44,Address3, +44,City,boaz +44,State,al +44,ZipCode,35957 +44,CountyName,marshall +44,PhoneNumber,2565938310 +44,HospitalType,acute care hospitals +44,HospitalOwner,government - hospital district or authority +44,EmergencyService,yes +44,Condition,heart attack +44,MeasureCode,ami-1 +44,MeasureName,heart attack patients given aspirin at arrival +44,Score,80 +44,Sample,20 +44,Stateavg,al_ami-1 +45,ProviderNumber,10005 +45,HospitalName,marshall medical center south +45,Address1,2505 u s highway 431 north +45,Address2, +45,Address3, +45,City,boaz +45,State,al +45,ZipCode,35957 +45,CountyName,marshall +45,PhoneNumber,2565938310 +45,HospitalType,acute care hospitals +45,HospitalOwner,government - hospital district or authority +45,EmergencyService,yes +45,Condition,heart attack +45,MeasureCode,ami-2 +45,MeasureName,heart attack patients given aspirin at discharge +45,Score,60 +45,Sample,5 +45,Stateavg,al_ami-2 +46,ProviderNumber,10005 +46,HospitalName,marshall medical center south +46,Address1,2505 u s highway 431 north +46,Address2, +46,Address3, +46,City,boaz +46,State,al +46,ZipCode,35957 +46,CountyName,marshall +46,PhoneNumber,2565938310 +46,HospitalType,acute care hospitals +46,HospitalOwner,government - hospital district or authority +46,EmergencyService,yes +46,Condition,heart attack +46,MeasureCode,ami-3 +46,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +46,Score,100 +46,Sample,2 +46,Stateavg,al_ami-3 +47,ProviderNumber,10005 +47,HospitalName,marshall medical center south +47,Address1,2505 u s highway 431 north +47,Address2, +47,Address3, +47,City,boaz +47,State,al +47,ZipCode,35957 +47,CountyName,marshall +47,PhoneNumber,2565938310 +47,HospitalType,acute care hospitals +47,HospitalOwner,government - hospital district or authority +47,EmergencyService,yes +47,Condition,heart attack +47,MeasureCode,ami-4 +47,MeasureName,heart attack patients given smoking cessation advice/counseling +47,Score, +47,Sample,0 +47,Stateavg,al_ami-4 +48,ProviderNumber,10005 +48,HospitalName,marshall medical center south +48,Address1,2505 u s highway 431 north +48,Address2, +48,Address3, +48,City,boaz +48,State,al +48,ZipCode,35957 +48,CountyName,marshall +48,PhoneNumber,2565938310 +48,HospitalType,acute care hospitals +48,HospitalOwner,government - hospital district or authority +48,EmergencyService,yes +48,Condition,heart attack +48,MeasureCode,ami-5 +48,MeasureName,heart attack patients given beta blocker at discharge +48,Score,100 +48,Sample,5 +48,Stateavg,al_ami-5 +49,ProviderNumber,10005 +49,HospitalName,marshall medical center south +49,Address1,2505 u s highway 431 north +49,Address2, +49,Address3, +49,City,boaz +49,State,al +49,ZipCode,35957 +49,CountyName,marshall +49,PhoneNumber,2565938310 +49,HospitalType,acute care hospitals +49,HospitalOwner,government - hospital district or authority +49,EmergencyService,yes +49,Condition,heart attack +49,MeasureCode,ami-7a +49,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +49,Score, +49,Sample,0 +49,Stateavg,al_ami-7a +50,ProviderNumber,10005 +50,HospitalName,marshall medical center south +50,Address1,2505 u s highway 431 north +50,Address2, +50,Address3, +50,City,boaz +50,State,al +50,ZipCode,35957 +50,CountyName,marshall +50,PhoneNumber,2565938310 +50,HospitalType,acute care hospitals +50,HospitalOwner,government - hospital district or authority +50,EmergencyService,yes +50,Condition,heart attack +50,MeasureCode,ami-8a +50,MeasureName,heart attack patients given pci within 90 minutes of arrival +50,Score, +50,Sample,0 +50,Stateavg,al_ami-8a +51,ProviderNumber,10005 +51,HospitalName,marshall medical center south +51,Address1,2505 u s highway 431 north +51,Address2, +51,Address3, +51,City,boaz +51,State,al +51,ZipCode,35957 +51,CountyName,marshall +51,PhoneNumber,2565938310 +51,HospitalType,acute care hospitals +51,HospitalOwner,government - hospital district or authority +51,EmergencyService,yes +51,Condition,heart failure +51,MeasureCode,hf-1 +51,MeasureName,heart failure patients given discharge instructions +51,Score,78 +51,Sample,110 +51,Stateavg,al_hf-1 +52,ProviderNumber,10005 +52,HospitalName,marshall medical center south +52,Address1,2505 u s highway 431 north +52,Address2, +52,Address3, +52,City,boaz +52,State,al +52,ZipCode,35957 +52,CountyName,marshall +52,PhoneNumber,2565938310 +52,HospitalType,acute care hospitals +52,HospitalOwner,government - hospital district or authority +52,EmergencyService,yes +52,Condition,heart failure +52,MeasureCode,hf-2 +52,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +52,Score,99 +52,Sample,160 +52,Stateavg,al_hf-2 +53,ProviderNumber,10005 +53,HospitalName,marshall medical center south +53,Address1,2505 u s highway 431 north +53,Address2, +53,Address3, +53,City,boaz +53,State,al +53,ZipCode,35957 +53,CountyName,marshall +53,PhoneNumber,2565938310 +53,HospitalType,acute care hospitals +53,HospitalOwner,government - hospital district or authority +53,EmergencyService,yes +53,Condition,heart failure +53,MeasureCode,hf-3 +53,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +53,Score,90 +53,Sample,69 +53,Stateavg,al_hf-3 +54,ProviderNumber,10005 +54,HospitalName,marshall medical center south +54,Address1,2505 u s highway 431 north +54,Address2, +54,Address3, +54,City,boaz +54,State,al +54,ZipCode,35957 +54,CountyName,marshall +54,PhoneNumber,2565938310 +54,HospitalType,acute care hospitals +54,HospitalOwner,government - hospital district or authority +54,EmergencyService,yes +54,Condition,heart failure +54,MeasureCode,hf-4 +54,MeasureName,heart failure patients given smoking cessation advice/counseling +54,Score,94 +54,Sample,34 +54,Stateavg,al_hf-4 +55,ProviderNumber,10005 +55,HospitalName,marshall medical center south +55,Address1,2505 u s highway 431 north +55,Address2, +55,Address3, +55,City,boaz +55,State,al +55,ZipCode,35957 +55,CountyName,marshall +55,PhoneNumber,2565938310 +55,HospitalType,acute care hospitals +55,HospitalOwner,government - hospital district or authority +55,EmergencyService,yes +55,Condition,pneumonia +55,MeasureCode,pn-2 +55,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +55,Score,97 +55,Sample,172 +55,Stateavg,al_pn-2 +56,ProviderNumber,10005 +56,HospitalName,marshall medical center south +56,Address1,2505 u s highway 431 north +56,Address2, +56,Address3, +56,City,boaz +56,State,al +56,ZipCode,35957 +56,CountyName,marshall +56,PhoneNumber,2565938310 +56,HospitalType,acute care hospitals +56,HospitalOwner,government - hospital district or authority +56,EmergencyService,yes +56,Condition,pneumonia +56,MeasureCode,pn-3b +56,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +56,Score,97 +56,Sample,120 +56,Stateavg,al_pn-3b +57,ProviderNumber,10005 +57,HospitalName,marshall medical center south +57,Address1,2505 u s highway 431 north +57,Address2, +57,Address3, +57,City,boaz +57,State,al +57,ZipCode,35957 +57,CountyName,marshall +57,PhoneNumber,2565938310 +57,HospitalType,acute care hospitals +57,HospitalOwner,government - hospital district or authority +57,EmergencyService,yes +57,Condition,pneumonia +57,MeasureCode,pn-4 +57,MeasureName,pneumonia patients given smoking cessation advice/counseling +57,Score,97 +57,Sample,98 +57,Stateavg,al_pn-4 +58,ProviderNumber,10005 +58,HospitalName,marshall medical center south +58,Address1,2505 u s highway 431 north +58,Address2, +58,Address3, +58,City,boaz +58,State,al +58,ZipCode,35957 +58,CountyName,marshall +58,PhoneNumber,2565938310 +58,HospitalType,acute care hospitals +58,HospitalOwner,government - hospital district or authority +58,EmergencyService,yes +58,Condition,pneumonia +58,MeasureCode,pn-5c +58,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +58,Score,96 +58,Sample,211 +58,Stateavg,al_pn-5c +59,ProviderNumber,10005 +59,HospitalName,marshall medical center south +59,Address1,2505 u s highway 431 north +59,Address2, +59,Address3, +59,City,boaz +59,State,al +59,ZipCode,35957 +59,CountyName,marshall +59,PhoneNumber,2565938310 +59,HospitalType,acute care hospitals +59,HospitalOwner,government - hospital district or authority +59,EmergencyService,yes +59,Condition,pneumonia +59,MeasureCode,pn-6 +59,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +59,Score,92 +59,Sample,175 +59,Stateavg,al_pn-6 +60,ProviderNumber,10005 +60,HospitalName,marshall medical center south +60,Address1,2505 u s highway 431 north +60,Address2, +60,Address3, +60,City,boaz +60,State,al +60,ZipCode,35957 +60,CountyName,marshall +60,PhoneNumber,2565938310 +60,HospitalType,acute care hospitals +60,HospitalOwner,government - hospital district or authority +60,EmergencyService,yes +60,Condition,pneumonia +60,MeasureCode,pn-7 +60,MeasureName,pneumonia patients assessed and given influenza vaccination +60,Score,81 +60,Sample,118 +60,Stateavg,al_pn-7 +61,ProviderNumber,10005 +61,HospitalName,marshall medical center south +61,Address1,2505 u s highway 431 north +61,Address2, +61,Address3, +61,City,boaz +61,State,al +61,ZipCode,35957 +61,CountyName,marshall +61,PhoneNumber,2565938310 +61,HospitalType,acute care hospitals +61,HospitalOwner,government - hospital district or authority +61,EmergencyService,yes +61,Condition,surgical infection prevention +61,MeasureCode,scip-card-2 +61,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +61,Score,36 +61,Sample,14 +61,Stateavg,al_scip-card-2 +62,ProviderNumber,10005 +62,HospitalName,marshall medical center south +62,Address1,2505 u s highway 431 north +62,Address2, +62,Address3, +62,City,boaz +62,State,al +62,ZipCode,35957 +62,CountyName,marshall +62,PhoneNumber,2565938310 +62,HospitalType,acute care hospitals +62,HospitalOwner,government - hospital district or authority +62,EmergencyService,yes +62,Condition,surgical infection prevention +62,MeasureCode,scip-inf-1 +62,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +62,Score,96 +62,Sample,168 +62,Stateavg,al_scip-inf-1 +63,ProviderNumber,10005 +63,HospitalName,marshall medical center south +63,Address1,2505 u s highway 431 north +63,Address2, +63,Address3, +63,City,boaz +63,State,al +63,ZipCode,35957 +63,CountyName,marshall +63,PhoneNumber,2565938310 +63,HospitalType,acute care hospitals +63,HospitalOwner,government - hospital district or authority +63,EmergencyService,yes +63,Condition,surgical infection prevention +63,MeasureCode,scip-inf-2 +63,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +63,Score,93 +63,Sample,167 +63,Stateavg,al_scip-inf-2 +64,ProviderNumber,10005 +64,HospitalName,marshall medical center south +64,Address1,2505 u s highway 431 north +64,Address2, +64,Address3, +64,City,boaz +64,State,al +64,ZipCode,35957 +64,CountyName,marshall +64,PhoneNumber,2565938310 +64,HospitalType,acute care hospitals +64,HospitalOwner,government - hospital district or authority +64,EmergencyService,yes +64,Condition,surgical infection prevention +64,MeasureCode,scip-inf-3 +64,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +64,Score,95 +64,Sample,158 +64,Stateavg,al_scip-inf-3 +65,ProviderNumber,10005 +65,HospitalName,marshall medical center south +65,Address1,2505 u s highway 431 north +65,Address2, +65,Address3, +65,City,boaz +65,State,al +65,ZipCode,35957 +65,CountyName,marshall +65,PhoneNumber,2565938310 +65,HospitalType,acute care hospitals +65,HospitalOwner,government - hospital district or authority +65,EmergencyService,yes +65,Condition,surgical infection prevention +65,MeasureCode,scip-inf-4 +65,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +65,Score, +65,Sample,0 +65,Stateavg,al_scip-inf-4 +66,ProviderNumber,10005 +66,HospitalName,marshall medical center south +66,Address1,2505 u s highway 431 north +66,Address2, +66,Address3, +66,City,boaz +66,State,al +66,ZipCode,35957 +66,CountyName,marshall +66,PhoneNumber,2565938310 +66,HospitalType,acute care hospitals +66,HospitalOwner,government - hospital district or authority +66,EmergencyService,yes +66,Condition,surgical infection prevention +66,MeasureCode,scip-inf-6 +66,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +66,Score,100 +66,Sample,237 +66,Stateavg,al_scip-inf-6 +67,ProviderNumber,10005 +67,HospitalName,marshall medical center south +67,Address1,2505 u s highway 431 north +67,Address2, +67,Address3, +67,City,boaz +67,State,al +67,ZipCode,35957 +67,CountyName,marshall +67,PhoneNumber,2565938310 +67,HospitalType,acute care hospitals +67,HospitalOwner,government - hospital district or authority +67,EmergencyService,yes +67,Condition,surgical infection prevention +67,MeasureCode,scip-vte-1 +67,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +67,Score,78 +67,Sample,76 +67,Stateavg,al_scip-vte-1 +68,ProviderNumber,10005 +68,HospitalName,marshall medical center south +68,Address1,2505 u s highway 431 north +68,Address2, +68,Address3, +68,City,boaz +68,State,al +68,ZipCode,35957 +68,CountyName,marshall +68,PhoneNumber,2565938310 +68,HospitalType,acute care hospitals +68,HospitalOwner,government - hospital district or authority +68,EmergencyService,yes +68,Condition,surgical infection prevention +68,MeasureCode,scip-vte-2 +68,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +68,Score,74 +68,Sample,76 +68,Stateavg,al_scip-vte-2 +69,ProviderNumber,10006 +69,HospitalName,eliza coffee memorial hospital +69,Address1,205 marengo street +69,Address2, +69,Address3, +69,City,florence +69,State,al +69,ZipCode,35631 +69,CountyName,lauderdale +69,PhoneNumber,2567688400 +69,HospitalType,acute care hospitals +69,HospitalOwner,voluntary non-profit - other +69,EmergencyService,yes +69,Condition,heart attack +69,MeasureCode,ami-1 +69,MeasureName,heart attack patients given aspirin at arrival +69,Score,97 +69,Sample,159 +69,Stateavg,al_ami-1 +70,ProviderNumber,10006 +70,HospitalName,eliza coffee memorial hospital +70,Address1,205 marengo street +70,Address2, +70,Address3, +70,City,florence +70,State,al +70,ZipCode,35631 +70,CountyName,lauderdale +70,PhoneNumber,2567688400 +70,HospitalType,acute care hospitals +70,HospitalOwner,voluntary non-profit - other +70,EmergencyService,yes +70,Condition,heart attack +70,MeasureCode,ami-2 +70,MeasureName,heart attack patients given aspirin at discharge +70,Score,96 +70,Sample,247 +70,Stateavg,al_ami-2 +71,ProviderNumber,10006 +71,HospitalName,eliza coffee memorial hospital +71,Address1,205 marengo street +71,Address2, +71,Address3, +71,City,florence +71,State,al +71,ZipCode,35631 +71,CountyName,lauderdale +71,PhoneNumber,2567688400 +71,HospitalType,acute care hospitals +71,HospitalOwner,voluntary non-profit - other +71,EmergencyService,yes +71,Condition,heart attack +71,MeasureCode,ami-3 +71,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +71,Score,93 +71,Sample,43 +71,Stateavg,al_ami-3 +72,ProviderNumber,10006 +72,HospitalName,eliza coffee memorial hospital +72,Address1,205 marengo street +72,Address2, +72,Address3, +72,City,florence +72,State,al +72,ZipCode,35631 +72,CountyName,lauderdale +72,PhoneNumber,2567688400 +72,HospitalType,acute care hospitals +72,HospitalOwner,voluntary non-profit - other +72,EmergencyService,yes +72,Condition,heart attack +72,MeasureCode,ami-4 +72,MeasureName,heart attack patients given smoking cessation advice/counseling +72,Score,100 +72,Sample,103 +72,Stateavg,al_ami-4 +73,ProviderNumber,10006 +73,HospitalName,eliza coffee memorial hospital +73,Address1,205 marengo street +73,Address2, +73,Address3, +73,City,florence +73,State,al +73,ZipCode,35631 +73,CountyName,lauderdale +73,PhoneNumber,2567688400 +73,HospitalType,acute care hospitals +73,HospitalOwner,voluntary non-profit - other +73,EmergencyService,yes +73,Condition,heart attack +73,MeasureCode,ami-5 +73,MeasureName,heart attack patients given beta blocker at discharge +73,Score,96 +73,Sample,227 +73,Stateavg,al_ami-5 +74,ProviderNumber,10006 +74,HospitalName,eliza coffee memorial hospital +74,Address1,205 marengo street +74,Address2, +74,Address3, +74,City,florence +74,State,al +74,ZipCode,35631 +74,CountyName,lauderdale +74,PhoneNumber,2567688400 +74,HospitalType,acute care hospitals +74,HospitalOwner,voluntary non-profit - other +74,EmergencyService,yes +74,Condition,heart attack +74,MeasureCode,ami-7a +74,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +74,Score, +74,Sample,0 +74,Stateavg,al_ami-7a +75,ProviderNumber,10006 +75,HospitalName,eliza coffee memorial hospital +75,Address1,205 marengo street +75,Address2, +75,Address3, +75,City,florence +75,State,al +75,ZipCode,35631 +75,CountyName,lauderdale +75,PhoneNumber,2567688400 +75,HospitalType,acute care hospitals +75,HospitalOwner,voluntary non-profit - other +75,EmergencyService,yes +75,Condition,heart attack +75,MeasureCode,ami-8a +75,MeasureName,heart attack patients given pci within 90 minutes of arrival +75,Score,98 +75,Sample,61 +75,Stateavg,al_ami-8a +76,ProviderNumber,10006 +76,HospitalName,eliza coffee memorial hospital +76,Address1,205 marengo street +76,Address2, +76,Address3, +76,City,florence +76,State,al +76,ZipCode,35631 +76,CountyName,lauderdale +76,PhoneNumber,2567688400 +76,HospitalType,acute care hospitals +76,HospitalOwner,voluntary non-profit - other +76,EmergencyService,yes +76,Condition,heart failure +76,MeasureCode,hf-1 +76,MeasureName,heart failure patients given discharge instructions +76,Score,79 +76,Sample,217 +76,Stateavg,al_hf-1 +77,ProviderNumber,10006 +77,HospitalName,eliza coffee memorial hospital +77,Address1,205 marengo street +77,Address2, +77,Address3, +77,City,florence +77,State,al +77,ZipCode,35631 +77,CountyName,lauderdale +77,PhoneNumber,2567688400 +77,HospitalType,acute care hospitals +77,HospitalOwner,voluntary non-profit - other +77,EmergencyService,yes +77,Condition,heart failure +77,MeasureCode,hf-2 +77,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +77,Score,97 +77,Sample,259 +77,Stateavg,al_hf-2 +78,ProviderNumber,10006 +78,HospitalName,eliza coffee memorial hospital +78,Address1,205 marengo street +78,Address2, +78,Address3, +78,City,florence +78,State,al +78,ZipCode,35631 +78,CountyName,lauderdale +78,PhoneNumber,2567688400 +78,HospitalType,acute care hospitals +78,HospitalOwner,voluntary non-profit - other +78,EmergencyService,yes +78,Condition,heart failure +78,MeasureCode,hf-3 +78,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +78,Score,82 +78,Sample,84 +78,Stateavg,al_hf-3 +79,ProviderNumber,10006 +79,HospitalName,eliza coffee memorial hospital +79,Address1,205 marengo street +79,Address2, +79,Address3, +79,City,florence +79,State,al +79,ZipCode,35631 +79,CountyName,lauderdale +79,PhoneNumber,2567688400 +79,HospitalType,acute care hospitals +79,HospitalOwner,voluntary non-profit - other +79,EmergencyService,yes +79,Condition,heart failure +79,MeasureCode,hf-4 +79,MeasureName,heart failure patients given smoking cessation advice/counseling +79,Score,100 +79,Sample,53 +79,Stateavg,al_hf-4 +80,ProviderNumber,10006 +80,HospitalName,eliza coffee memorial hospital +80,Address1,205 marengo street +80,Address2, +80,Address3, +80,City,florence +80,State,al +80,ZipCode,35631 +80,CountyName,lauderdale +80,PhoneNumber,2567688400 +80,HospitalType,acute care hospitals +80,HospitalOwner,voluntary non-profit - other +80,EmergencyService,yes +80,Condition,pneumonia +80,MeasureCode,pn-2 +80,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +80,Score,90 +80,Sample,174 +80,Stateavg,al_pn-2 +81,ProviderNumber,10006 +81,HospitalName,eliza coffee memorial hospital +81,Address1,205 marengo street +81,Address2, +81,Address3, +81,City,florence +81,State,al +81,ZipCode,35631 +81,CountyName,lauderdale +81,PhoneNumber,2567688400 +81,HospitalType,acute care hospitals +81,HospitalOwner,voluntary non-profit - other +81,EmergencyService,yes +81,Condition,pneumonia +81,MeasureCode,pn-3b +81,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +81,Score,95 +81,Sample,137 +81,Stateavg,al_pn-3b +82,ProviderNumber,10006 +82,HospitalName,eliza coffee memorial hospital +82,Address1,205 marengo street +82,Address2, +82,Address3, +82,City,florence +82,State,al +82,ZipCode,35631 +82,CountyName,lauderdale +82,PhoneNumber,2567688400 +82,HospitalType,acute care hospitals +82,HospitalOwner,voluntary non-profit - other +82,EmergencyService,yes +82,Condition,pneumonia +82,MeasureCode,pn-4 +82,MeasureName,pneumonia patients given smoking cessation advice/counseling +82,Score,100 +82,Sample,65 +82,Stateavg,al_pn-4 +83,ProviderNumber,10006 +83,HospitalName,eliza coffee memorial hospital +83,Address1,205 marengo street +83,Address2, +83,Address3, +83,City,florence +83,State,al +83,ZipCode,35631 +83,CountyName,lauderdale +83,PhoneNumber,2567688400 +83,HospitalType,acute care hospitals +83,HospitalOwner,voluntary non-profit - other +83,EmergencyService,yes +83,Condition,pneumonia +83,MeasureCode,pn-5c +83,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +83,Score,96 +83,Sample,200 +83,Stateavg,al_pn-5c +84,ProviderNumber,10006 +84,HospitalName,eliza coffee memorial hospital +84,Address1,205 marengo street +84,Address2, +84,Address3, +84,City,florence +84,State,al +84,ZipCode,35631 +84,CountyName,lauderdale +84,PhoneNumber,2567688400 +84,HospitalType,acute care hospitals +84,HospitalOwner,voluntary non-profit - other +84,EmergencyService,yes +84,Condition,pneumonia +84,MeasureCode,pn-6 +84,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +84,Score,91 +84,Sample,138 +84,Stateavg,al_pn-6 +85,ProviderNumber,10006 +85,HospitalName,eliza coffee memorial hospital +85,Address1,205 marengo street +85,Address2, +85,Address3, +85,City,florence +85,State,al +85,ZipCode,35631 +85,CountyName,lauderdale +85,PhoneNumber,2567688400 +85,HospitalType,acute care hospitals +85,HospitalOwner,voluntary non-profit - other +85,EmergencyService,yes +85,Condition,pneumonia +85,MeasureCode,pn-7 +85,MeasureName,pneumonia patients assessed and given influenza vaccination +85,Score,88 +85,Sample,85 +85,Stateavg,al_pn-7 +86,ProviderNumber,10006 +86,HospitalName,eliza coffee memorial hospital +86,Address1,205 marengo street +86,Address2, +86,Address3, +86,City,florence +86,State,al +86,ZipCode,35631 +86,CountyName,lauderdale +86,PhoneNumber,2567688400 +86,HospitalType,acute care hospitals +86,HospitalOwner,voluntary non-profit - other +86,EmergencyService,yes +86,Condition,surgical infection prevention +86,MeasureCode,scip-card-2 +86,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +86,Score,96 +86,Sample,107 +86,Stateavg,al_scip-card-2 +87,ProviderNumber,10006 +87,HospitalName,eliza coffee memorial hospital +87,Address1,205 marengo street +87,Address2, +87,Address3, +87,City,florence +87,State,al +87,ZipCode,35631 +87,CountyName,lauderdale +87,PhoneNumber,2567688400 +87,HospitalType,acute care hospitals +87,HospitalOwner,voluntary non-profit - other +87,EmergencyService,yes +87,Condition,surgical infection prevention +87,MeasureCode,scip-inf-1 +87,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +87,Score,99 +87,Sample,457 +87,Stateavg,al_scip-inf-1 +88,ProviderNumber,10006 +88,HospitalName,eliza coffee memorial hospital +88,Address1,205 marengo street +88,Address2, +88,Address3, +88,City,florence +88,State,al +88,ZipCode,35631 +88,CountyName,lauderdale +88,PhoneNumber,2567688400 +88,HospitalType,acute care hospitals +88,HospitalOwner,voluntary non-profit - other +88,EmergencyService,yes +88,Condition,surgical infection prevention +88,MeasureCode,scip-inf-2 +88,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +88,Score,99 +88,Sample,462 +88,Stateavg,al_scip-inf-2 +89,ProviderNumber,10006 +89,HospitalName,eliza coffee memorial hospital +89,Address1,205 marengo street +89,Address2, +89,Address3, +89,City,florence +89,State,al +89,ZipCode,35631 +89,CountyName,lauderdale +89,PhoneNumber,2567688400 +89,HospitalType,acute care hospitals +89,HospitalOwner,voluntary non-profit - other +89,EmergencyService,yes +89,Condition,surgical infection prevention +89,MeasureCode,scip-inf-3 +89,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +89,Score,94 +89,Sample,439 +89,Stateavg,al_scip-inf-3 +90,ProviderNumber,10006 +90,HospitalName,eliza coffee memorial hospital +90,Address1,205 marengo street +90,Address2, +90,Address3, +90,City,florence +90,State,al +90,ZipCode,35631 +90,CountyName,lauderdale +90,PhoneNumber,2567688400 +90,HospitalType,acute care hospitals +90,HospitalOwner,voluntary non-profit - other +90,EmergencyService,yes +90,Condition,surgical infection prevention +90,MeasureCode,scip-inf-4 +90,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +90,Score,89 +90,Sample,130 +90,Stateavg,al_scip-inf-4 +91,ProviderNumber,10006 +91,HospitalName,eliza coffee memorial hospital +91,Address1,205 marengo street +91,Address2, +91,Address3, +91,City,florence +91,State,al 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+134,Address1,101 hospital circle +134,Address2, +134,Address3, +134,City,luverne +134,State,al +134,ZipCode,36049 +134,CountyName,crenshaw +134,PhoneNumber,3343353374 +134,HospitalType,acute care hospitals +134,HospitalOwner,government - federal +134,EmergencyService,yes +134,Condition,pneumonia +134,MeasureCode,pn-6 +134,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +134,Score,62 +134,Sample,21 +134,Stateavg,al_pn-6 +135,ProviderNumber,10008 +135,HospitalName,crenshaw community hospital +135,Address1,101 hospital circle +135,Address2, +135,Address3, +135,City,luverne +135,State,al +135,ZipCode,36049 +135,CountyName,crenshaw +135,PhoneNumber,3343353374 +135,HospitalType,acute care hospitals +135,HospitalOwner,government - federal +135,EmergencyService,yes +135,Condition,pneumonia +135,MeasureCode,pn-7 +135,MeasureName,pneumonia patients assessed and given influenza vaccination +135,Score,47 +135,Sample,15 +135,Stateavg,al_pn-7 +136,ProviderNumber,10008 +136,HospitalName,crenshaw community hospital +136,Address1,101 hospital circle +136,Address2, +136,Address3, +136,City,luverne +136,State,al +136,ZipCode,36049 +136,CountyName,crenshaw +136,PhoneNumber,3343353374 +136,HospitalType,acute care hospitals +136,HospitalOwner,government - federal +136,EmergencyService,yes +136,Condition,surgical infection prevention +136,MeasureCode,scip-card-2 +136,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +136,Score,100 +136,Sample,1 +136,Stateavg,al_scip-card-2 +137,ProviderNumber,10008 +137,HospitalName,crenshaw community hospital +137,Address1,101 hospital circle +137,Address2, +137,Address3, +137,City,luverne +137,State,al +137,ZipCode,36049 +137,CountyName,crenshaw +137,PhoneNumber,3343353374 +137,HospitalType,acute care hospitals +137,HospitalOwner,government - federal +137,EmergencyService,yes +137,Condition,surgical infection prevention +137,MeasureCode,scip-inf-1 +137,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +137,Score,100 +137,Sample,2 +137,Stateavg,al_scip-inf-1 +138,ProviderNumber,10008 +138,HospitalName,crenshaw community hospital +138,Address1,101 hospital circle +138,Address2, +138,Address3, +138,City,luverne +138,State,al +138,ZipCode,36049 +138,CountyName,crenshaw +138,PhoneNumber,3343353374 +138,HospitalType,acute care hospitals +138,HospitalOwner,government - federal +138,EmergencyService,yes +138,Condition,surgical infection prevention +138,MeasureCode,scip-inf-2 +138,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +138,Score,100 +138,Sample,2 +138,Stateavg,al_scip-inf-2 +139,ProviderNumber,10008 +139,HospitalName,crenshaw community hospital +139,Address1,101 hospital circle +139,Address2, +139,Address3, +139,City,luverne +139,State,al +139,ZipCode,36049 +139,CountyName,crenshaw +139,PhoneNumber,3343353374 +139,HospitalType,acute care hospitals +139,HospitalOwner,government - federal +139,EmergencyService,yes +139,Condition,surgical infection prevention +139,MeasureCode,scip-inf-3 +139,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +139,Score,100 +139,Sample,2 +139,Stateavg,al_scip-inf-3 +140,ProviderNumber,10008 +140,HospitalName,crenshaw community hospital +140,Address1,101 hospital circle +140,Address2, +140,Address3, +140,City,luverne +140,State,al +140,ZipCode,36049 +140,CountyName,crenshaw +140,PhoneNumber,3343353374 +140,HospitalType,acute care hospitals +140,HospitalOwner,government - federal +140,EmergencyService,yes +140,Condition,surgical infection prevention +140,MeasureCode,scip-inf-4 +140,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +140,Score, +140,Sample,0 +140,Stateavg,al_scip-inf-4 +141,ProviderNumber,10008 +141,HospitalName,crenshaw community hospital +141,Address1,101 hospital circle +141,Address2, +141,Address3, +141,City,luverne +141,State,al +141,ZipCode,36049 +141,CountyName,crenshaw +141,PhoneNumber,3343353374 +141,HospitalType,acute care hospitals +141,HospitalOwner,government - federal +141,EmergencyService,yes +141,Condition,surgical infection prevention +141,MeasureCode,scip-inf-6 +141,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +141,Score,100 +141,Sample,4 +141,Stateavg,al_scip-inf-6 +142,ProviderNumber,10008 +142,HospitalName,crenshaw community hospital +142,Address1,101 hospital circle +142,Address2, +142,Address3, +142,City,luverne +142,State,al +142,ZipCode,36049 +142,CountyName,crenshaw +142,PhoneNumber,3343353374 +142,HospitalType,acute care hospitals +142,HospitalOwner,government - federal +142,EmergencyService,yes +142,Condition,surgical infection prevention +142,MeasureCode,scip-vte-1 +142,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +142,Score,100 +142,Sample,4 +142,Stateavg,al_scip-vte-1 +143,ProviderNumber,10008 +143,HospitalName,crenshaw community hospital +143,Address1,101 hospital circle +143,Address2, +143,Address3, +143,City,luverne +143,State,al +143,ZipCode,36049 +143,CountyName,crenshaw +143,PhoneNumber,3343353374 +143,HospitalType,acute care hospitals +143,HospitalOwner,government - federal +143,EmergencyService,yes +143,Condition,surgical infection prevention +143,MeasureCode,scip-vte-2 +143,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +143,Score,100 +143,Sample,4 +143,Stateavg,al_scip-vte-2 +144,ProviderNumber,10009 +144,HospitalName,hartselle medical center +144,Address1,201 pine street northwest +144,Address2, +144,Address3, +144,City,hartselle +144,State,al +144,ZipCode,35640 +144,CountyName,morgan +144,PhoneNumber,2567736511 +144,HospitalType,acute care hospitals +144,HospitalOwner,proprietary +144,EmergencyService,yes +144,Condition,heart attack +144,MeasureCode,ami-1 +144,MeasureName,heart attack patients given aspirin at arrival +144,Score,100 +144,Sample,6 +144,Stateavg,al_ami-1 +145,ProviderNumber,10009 +145,HospitalName,hartselle medical center +145,Address1,201 pine street northwest +145,Address2, +145,Address3, +145,City,hartselle +145,State,al +145,ZipCode,35640 +145,CountyName,morgan +145,PhoneNumber,2567736511 +145,HospitalType,acute care hospitals +145,HospitalOwner,proprietary +145,EmergencyService,yes +145,Condition,heart attack +145,MeasureCode,ami-2 +145,MeasureName,heart attack patients given aspirin at discharge +145,Score,100 +145,Sample,1 +145,Stateavg,al_ami-2 +146,ProviderNumber,10009 +146,HospitalName,hartselle medical center +146,Address1,201 pine street northwest +146,Address2, +146,Address3, +146,City,hartselle +146,State,al +146,ZipCode,35640 +146,CountyName,morgan +146,PhoneNumber,2567736511 +146,HospitalType,acute care hospitals +146,HospitalOwner,proprietary +146,EmergencyService,yes +146,Condition,heart attack +146,MeasureCode,ami-3 +146,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +146,Score,100 +146,Sample,1 +146,Stateavg,al_ami-3 +147,ProviderNumber,10009 +147,HospitalName,hartselle medical center +147,Address1,201 pine street northwest +147,Address2, +147,Address3, +147,City,hartselle +147,State,al +147,ZipCode,35640 +147,CountyName,morgan +147,PhoneNumber,2567736511 +147,HospitalType,acute care hospitals +147,HospitalOwner,proprietary +147,EmergencyService,yes +147,Condition,heart attack +147,MeasureCode,ami-4 +147,MeasureName,heart attack patients given smoking cessation advice/counseling +147,Score,100 +147,Sample,2 +147,Stateavg,al_ami-4 +148,ProviderNumber,10009 +148,HospitalName,hartselle medical center +148,Address1,201 pine street northwest +148,Address2, +148,Address3, +148,City,hartselle +148,State,al +148,ZipCode,35640 +148,CountyName,morgan +148,PhoneNumber,2567736511 +148,HospitalType,acute care hospitals +148,HospitalOwner,proprietary +148,EmergencyService,yes +148,Condition,heart attack +148,MeasureCode,ami-5 +148,MeasureName,heart attack patients given beta blocker at discharge +148,Score,100 +148,Sample,3 +148,Stateavg,al_ami-5 +149,ProviderNumber,10009 +149,HospitalName,hartselle medical center +149,Address1,201 pine street northwest +149,Address2, +149,Address3, +149,City,hartselle +149,State,al +149,ZipCode,35640 +149,CountyName,morgan +149,PhoneNumber,2567736511 +149,HospitalType,acute care hospitals +149,HospitalOwner,proprietary +149,EmergencyService,yes +149,Condition,heart attack +149,MeasureCode,ami-7a +149,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +149,Score, +149,Sample,0 +149,Stateavg,al_ami-7a +150,ProviderNumber,10009 +150,HospitalName,hartselle medical center +150,Address1,201 pine street northwest +150,Address2, +150,Address3, +150,City,hartselle +150,State,al +150,ZipCode,35640 +150,CountyName,morgan +150,PhoneNumber,2567736511 +150,HospitalType,acute care hospitals +150,HospitalOwner,proprietary +150,EmergencyService,yes +150,Condition,heart attack +150,MeasureCode,ami-8a +150,MeasureName,heart attack patients given pci within 90 minutes of arrival +150,Score, +150,Sample,0 +150,Stateavg,al_ami-8a +151,ProviderNumber,10009 +151,HospitalName,hartselle medical center +151,Address1,201 pine street northwest +151,Address2, +151,Address3, +151,City,hartselle +151,State,al +151,ZipCode,35640 +151,CountyName,morgan +151,PhoneNumber,2567736511 +151,HospitalType,acute care hospitals +151,HospitalOwner,proprietary +151,EmergencyService,yes +151,Condition,heart failure +151,MeasureCode,hf-1 +151,MeasureName,heart failure patients given discharge instructions +151,Score,97 +151,Sample,35 +151,Stateavg,al_hf-1 +152,ProviderNumber,10009 +152,HospitalName,hartselle medical center +152,Address1,201 pine street northwest +152,Address2, +152,Address3, +152,City,hartselle +152,State,al +152,ZipCode,35640 +152,CountyName,morgan +152,PhoneNumber,2567736511 +152,HospitalType,acute care hospitals +152,HospitalOwner,proprietary +152,EmergencyService,yes +152,Condition,heart failure +152,MeasureCode,hf-2 +152,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +152,Score,98 +152,Sample,42 +152,Stateavg,al_hf-2 +153,ProviderNumber,10009 +153,HospitalName,hartselle medical center +153,Address1,201 pine street northwest +153,Address2, +153,Address3, +153,City,hartselle +153,State,al +153,ZipCode,35640 +153,CountyName,morgan +153,PhoneNumber,2567736511 +153,HospitalType,acute care hospitals +153,HospitalOwner,proprietary +153,EmergencyService,yes +153,Condition,heart failure +153,MeasureCode,hf-3 +153,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +153,Score,100 +153,Sample,10 +153,Stateavg,al_hf-3 +154,ProviderNumber,10009 +154,HospitalName,hartselle medical center +154,Address1,201 pine street northwest +154,Address2, +154,Address3, +154,City,hartselle +154,State,al +154,ZipCode,35640 +154,CountyName,morgan +154,PhoneNumber,2567736511 +154,HospitalType,acute care hospitals +154,HospitalOwner,proprietary +154,EmergencyService,yes +154,Condition,heart failure +154,MeasureCode,hf-4 +154,MeasureName,heart failure patients given smoking cessation advice/counseling +154,Score,100 +154,Sample,12 +154,Stateavg,al_hf-4 +155,ProviderNumber,10009 +155,HospitalName,hartselle medical center +155,Address1,201 pine street northwest +155,Address2, +155,Address3, +155,City,hartselle +155,State,al +155,ZipCode,35640 +155,CountyName,morgan +155,PhoneNumber,2567736511 +155,HospitalType,acute care hospitals +155,HospitalOwner,proprietary +155,EmergencyService,yes +155,Condition,pneumonia +155,MeasureCode,pn-2 +155,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +155,Score,98 +155,Sample,44 +155,Stateavg,al_pn-2 +156,ProviderNumber,10009 +156,HospitalName,hartselle medical center +156,Address1,201 pine street northwest +156,Address2, +156,Address3, +156,City,hartselle +156,State,al +156,ZipCode,35640 +156,CountyName,morgan +156,PhoneNumber,2567736511 +156,HospitalType,acute care hospitals +156,HospitalOwner,proprietary +156,EmergencyService,yes +156,Condition,pneumonia +156,MeasureCode,pn-3b +156,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +156,Score,100 +156,Sample,30 +156,Stateavg,al_pn-3b +157,ProviderNumber,10009 +157,HospitalName,hartselle medical center +157,Address1,201 pine street northwest +157,Address2, +157,Address3, +157,City,hartselle +157,State,al +157,ZipCode,35640 +157,CountyName,morgan +157,PhoneNumber,2567736511 +157,HospitalType,acute care hospitals +157,HospitalOwner,proprietary +157,EmergencyService,yes +157,Condition,pneumonia +157,MeasureCode,pn-4 +157,MeasureName,pneumonia patients given smoking cessation advice/counseling +157,Score,100 +157,Sample,25 +157,Stateavg,al_pn-4 +158,ProviderNumber,10009 +158,HospitalName,hartselle medical center +158,Address1,201 pine street northwest +158,Address2, +158,Address3, +158,City,hartselle +158,State,al +158,ZipCode,35640 +158,CountyName,morgan +158,PhoneNumber,2567736511 +158,HospitalType,acute care hospitals +158,HospitalOwner,proprietary +158,EmergencyService,yes +158,Condition,pneumonia +158,MeasureCode,pn-5c +158,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +158,Score,98 +158,Sample,51 +158,Stateavg,al_pn-5c +159,ProviderNumber,10009 +159,HospitalName,hartselle medical center +159,Address1,201 pine street northwest +159,Address2, +159,Address3, +159,City,hartselle +159,State,al +159,ZipCode,35640 +159,CountyName,morgan +159,PhoneNumber,2567736511 +159,HospitalType,acute care hospitals +159,HospitalOwner,proprietary +159,EmergencyService,yes +159,Condition,pneumonia +159,MeasureCode,pn-6 +159,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +159,Score,100 +159,Sample,45 +159,Stateavg,al_pn-6 +160,ProviderNumber,10009 +160,HospitalName,hartselle medical center +160,Address1,201 pine street northwest +160,Address2, +160,Address3, +160,City,hartselle +160,State,al +160,ZipCode,35640 +160,CountyName,morgan +160,PhoneNumber,2567736511 +160,HospitalType,acute care hospitals +160,HospitalOwner,proprietary +160,EmergencyService,yes +160,Condition,pneumonia +160,MeasureCode,pn-7 +160,MeasureName,pneumonia patients assessed and given influenza vaccination +160,Score,97 +160,Sample,30 +160,Stateavg,al_pn-7 +161,ProviderNumber,10009 +161,HospitalName,hartselle medical center +161,Address1,201 pine street northwest +161,Address2, +161,Address3, +161,City,hartselle +161,State,al +161,ZipCode,35640 +161,CountyName,morgan +161,PhoneNumber,2567736511 +161,HospitalType,acute care hospitals +161,HospitalOwner,proprietary +161,EmergencyService,yes +161,Condition,surgical infection prevention +161,MeasureCode,scip-card-2 +161,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +161,Score,67 +161,Sample,3 +161,Stateavg,al_scip-card-2 +162,ProviderNumber,10009 +162,HospitalName,hartselle medical center +162,Address1,201 pine street northwest +162,Address2, +162,Address3, +162,City,hartselle +162,State,al +162,ZipCode,35640 +162,CountyName,morgan +162,PhoneNumber,2567736511 +162,HospitalType,acute care hospitals +162,HospitalOwner,proprietary +162,EmergencyService,yes +162,Condition,surgical infection prevention +162,MeasureCode,scip-inf-1 +162,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +162,Score,100 +162,Sample,6 +162,Stateavg,al_scip-inf-1 +163,ProviderNumber,10009 +163,HospitalName,hartselle medical center +163,Address1,201 pine street northwest +163,Address2, +163,Address3, +163,City,hartselle +163,State,al +163,ZipCode,35640 +163,CountyName,morgan +163,PhoneNumber,2567736511 +163,HospitalType,acute care hospitals +163,HospitalOwner,proprietary +163,EmergencyService,yes +163,Condition,surgical infection prevention +163,MeasureCode,scip-inf-2 +163,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +163,Score,57 +163,Sample,7 +163,Stateavg,al_scip-inf-2 +164,ProviderNumber,10009 +164,HospitalName,hartselle medical center +164,Address1,201 pine street northwest +164,Address2, +164,Address3, +164,City,hartselle +164,State,al +164,ZipCode,35640 +164,CountyName,morgan +164,PhoneNumber,2567736511 +164,HospitalType,acute care hospitals +164,HospitalOwner,proprietary +164,EmergencyService,yes +164,Condition,surgical infection prevention +164,MeasureCode,scip-inf-3 +164,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +164,Score,80 +164,Sample,5 +164,Stateavg,al_scip-inf-3 +165,ProviderNumber,10009 +165,HospitalName,hartselle medical center +165,Address1,201 pine street northwest +165,Address2, +165,Address3, +165,City,hartselle +165,State,al +165,ZipCode,35640 +165,CountyName,morgan +165,PhoneNumber,2567736511 +165,HospitalType,acute care hospitals +165,HospitalOwner,proprietary +165,EmergencyService,yes +165,Condition,surgical infection prevention +165,MeasureCode,scip-inf-4 +165,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +165,Score, +165,Sample,0 +165,Stateavg,al_scip-inf-4 +166,ProviderNumber,10009 +166,HospitalName,hartselle medical center +166,Address1,201 pine street northwest +166,Address2, +166,Address3, +166,City,hartselle +166,State,al +166,ZipCode,35640 +166,CountyName,morgan +166,PhoneNumber,2567736511 +166,HospitalType,acute care hospitals +166,HospitalOwner,proprietary +166,EmergencyService,yes +166,Condition,surgical infection prevention +166,MeasureCode,scip-inf-6 +166,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +166,Score,100 +166,Sample,11 +166,Stateavg,al_scip-inf-6 +167,ProviderNumber,10009 +167,HospitalName,hartselle medical center +167,Address1,201 pine street northwest +167,Address2, +167,Address3, +167,City,hartselle +167,State,al +167,ZipCode,35640 +167,CountyName,morgan +167,PhoneNumber,2567736511 +167,HospitalType,acute care hospitals +167,HospitalOwner,proprietary +167,EmergencyService,yes +167,Condition,surgical infection prevention +167,MeasureCode,scip-vte-1 +167,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +167,Score,78 +167,Sample,9 +167,Stateavg,al_scip-vte-1 +168,ProviderNumber,10009 +168,HospitalName,hartselle medical center +168,Address1,201 pine street northwest +168,Address2, +168,Address3, +168,City,hartselle +168,State,al +168,ZipCode,35640 +168,CountyName,morgan +168,PhoneNumber,2567736511 +168,HospitalType,acute care hospitals +168,HospitalOwner,proprietary +168,EmergencyService,yes +168,Condition,surgical infection prevention +168,MeasureCode,scip-vte-2 +168,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +168,Score,78 +168,Sample,9 +168,Stateavg,al_scip-vte-2 +169,ProviderNumber,10010 +169,HospitalName,marshall medical center north +169,Address1,8000 alabama highway 69 +169,Address2, +169,Address3, +169,City,guntersville +169,State,al +169,ZipCode,35976 +169,CountyName,marshall +169,PhoneNumber,2565718000 +169,HospitalType,acute care hospitals +169,HospitalOwner,government - hospital district or authority +169,EmergencyService,yes +169,Condition,heart attack +169,MeasureCode,ami-1 +169,MeasureName,heart attack patients given aspirin at arrival +169,Score,100 +169,Sample,8 +169,Stateavg,al_ami-1 +170,ProviderNumber,10010 +170,HospitalName,marshall medical center north +170,Address1,8000 alabama highway 69 +170,Address2, +170,Address3, +170,City,guntersville +170,State,al +170,ZipCode,35976 +170,CountyName,marshall +170,PhoneNumber,2565718000 +170,HospitalType,acute care hospitals +170,HospitalOwner,government - hospital district or authority +170,EmergencyService,yes +170,Condition,heart attack +170,MeasureCode,ami-2 +170,MeasureName,heart attack patients given aspirin at discharge +170,Score,100 +170,Sample,6 +170,Stateavg,al_ami-2 +171,ProviderNumber,10010 +171,HospitalName,marshall medical center north +171,Address1,8000 alabama highway 69 +171,Address2, +171,Address3, +171,City,guntersville +171,State,al +171,ZipCode,35976 +171,CountyName,marshall +171,PhoneNumber,2565718000 +171,HospitalType,acute care hospitals +171,HospitalOwner,government - hospital district or authority +171,EmergencyService,yes +171,Condition,heart attack +171,MeasureCode,ami-3 +171,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +171,Score,50 +171,Sample,2 +171,Stateavg,al_ami-3 +172,ProviderNumber,10010 +172,HospitalName,marshall medical center north +172,Address1,8000 alabama highway 69 +172,Address2, +172,Address3, +172,City,guntersville +172,State,al +172,ZipCode,35976 +172,CountyName,marshall +172,PhoneNumber,2565718000 +172,HospitalType,acute care hospitals +172,HospitalOwner,government - hospital district or authority +172,EmergencyService,yes +172,Condition,heart attack +172,MeasureCode,ami-4 +172,MeasureName,heart attack patients given smoking cessation advice/counseling +172,Score,100 +172,Sample,2 +172,Stateavg,al_ami-4 +173,ProviderNumber,10010 +173,HospitalName,marshall medical center north +173,Address1,8000 alabama highway 69 +173,Address2, +173,Address3, +173,City,guntersville +173,State,al +173,ZipCode,35976 +173,CountyName,marshall +173,PhoneNumber,2565718000 +173,HospitalType,acute care hospitals +173,HospitalOwner,government - hospital district or authority +173,EmergencyService,yes +173,Condition,heart attack +173,MeasureCode,ami-5 +173,MeasureName,heart attack patients given beta blocker at discharge +173,Score,83 +173,Sample,6 +173,Stateavg,al_ami-5 +174,ProviderNumber,10010 +174,HospitalName,marshall medical center north +174,Address1,8000 alabama highway 69 +174,Address2, +174,Address3, +174,City,guntersville +174,State,al +174,ZipCode,35976 +174,CountyName,marshall +174,PhoneNumber,2565718000 +174,HospitalType,acute care hospitals +174,HospitalOwner,government - hospital district or authority +174,EmergencyService,yes +174,Condition,heart attack +174,MeasureCode,ami-7a +174,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +174,Score, +174,Sample,0 +174,Stateavg,al_ami-7a +175,ProviderNumber,10010 +175,HospitalName,marshall medical center north +175,Address1,8000 alabama highway 69 +175,Address2, +175,Address3, +175,City,guntersville +175,State,al +175,ZipCode,35976 +175,CountyName,marshall +175,PhoneNumber,2565718000 +175,HospitalType,acute care hospitals +175,HospitalOwner,government - hospital district or authority +175,EmergencyService,yes +175,Condition,heart attack +175,MeasureCode,ami-8a +175,MeasureName,heart attack patients given pci within 90 minutes of arrival +175,Score, 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highway 69 +181,Address2, +181,Address3, +181,City,guntersville +181,State,al +181,ZipCode,35976 +181,CountyName,marshall +181,PhoneNumber,2565718000 +181,HospitalType,acute care hospitals +181,HospitalOwner,government - hospital district or authority +181,EmergencyService,yes +181,Condition,pneumonia +181,MeasureCode,pn-3b +181,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +181,Score,94 +181,Sample,115 +181,Stateavg,al_pn-3b +182,ProviderNumber,10010 +182,HospitalName,marshall medical center north +182,Address1,8000 alabama highway 69 +182,Address2, +182,Address3, +182,City,guntersville +182,State,al +182,ZipCode,35976 +182,CountyName,marshall +182,PhoneNumber,2565718000 +182,HospitalType,acute care hospitals +182,HospitalOwner,government - hospital district or authority +182,EmergencyService,yes +182,Condition,pneumonia +182,MeasureCode,pn-4 +182,MeasureName,pneumonia patients given smoking cessation advice/counseling +182,Score,94 +182,Sample,65 +182,Stateavg,al_pn-4 +183,ProviderNumber,10010 +183,HospitalName,marshall medical center north +183,Address1,8000 alabama highway 69 +183,Address2, +183,Address3, +183,City,guntersville +183,State,al +183,ZipCode,35976 +183,CountyName,marshall +183,PhoneNumber,2565718000 +183,HospitalType,acute care hospitals +183,HospitalOwner,government - hospital district or authority +183,EmergencyService,yes +183,Condition,pneumonia +183,MeasureCode,pn-5c +183,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +183,Score,97 +183,Sample,158 +183,Stateavg,al_pn-5c +184,ProviderNumber,10010 +184,HospitalName,marshall medical center north +184,Address1,8000 alabama highway 69 +184,Address2, +184,Address3, +184,City,guntersville +184,State,al +184,ZipCode,35976 +184,CountyName,marshall +184,PhoneNumber,2565718000 +184,HospitalType,acute care hospitals +184,HospitalOwner,government - hospital district or authority +184,EmergencyService,yes +184,Condition,pneumonia +184,MeasureCode,pn-6 +184,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +184,Score,93 +184,Sample,133 +184,Stateavg,al_pn-6 +185,ProviderNumber,10010 +185,HospitalName,marshall medical center north +185,Address1,8000 alabama highway 69 +185,Address2, +185,Address3, +185,City,guntersville +185,State,al +185,ZipCode,35976 +185,CountyName,marshall +185,PhoneNumber,2565718000 +185,HospitalType,acute care hospitals +185,HospitalOwner,government - hospital district or authority +185,EmergencyService,yes +185,Condition,pneumonia +185,MeasureCode,pn-7 +185,MeasureName,pneumonia patients assessed and given influenza vaccination +185,Score,90 +185,Sample,101 +185,Stateavg,al_pn-7 +186,ProviderNumber,10010 +186,HospitalName,marshall medical center north +186,Address1,8000 alabama highway 69 +186,Address2, +186,Address3, +186,City,guntersville +186,State,al +186,ZipCode,35976 +186,CountyName,marshall +186,PhoneNumber,2565718000 +186,HospitalType,acute care hospitals +186,HospitalOwner,government - hospital district or authority +186,EmergencyService,yes +186,Condition,surgical infection prevention +186,MeasureCode,scip-card-2 +186,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +186,Score,86 +186,Sample,14 +186,Stateavg,al_scip-card-2 +187,ProviderNumber,10010 +187,HospitalName,marshall medical center north +187,Address1,8000 alabama highway 69 +187,Address2, +187,Address3, +187,City,guntersville +187,State,al +187,ZipCode,35976 +187,CountyName,marshall +187,PhoneNumber,2565718000 +187,HospitalType,acute care hospitals +187,HospitalOwner,government - hospital district or authority +187,EmergencyService,yes +187,Condition,surgical infection prevention +187,MeasureCode,scip-inf-1 +187,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +187,Score,95 +187,Sample,66 +187,Stateavg,al_scip-inf-1 +188,ProviderNumber,10010 +188,HospitalName,marshall medical center north +188,Address1,8000 alabama highway 69 +188,Address2, +188,Address3, +188,City,guntersville +188,State,al +188,ZipCode,35976 +188,CountyName,marshall +188,PhoneNumber,2565718000 +188,HospitalType,acute care hospitals +188,HospitalOwner,government - hospital district or authority +188,EmergencyService,yes +188,Condition,surgical infection prevention +188,MeasureCode,scip-inf-2 +188,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +188,Score,91 +188,Sample,64 +188,Stateavg,al_scip-inf-2 +189,ProviderNumber,10010 +189,HospitalName,marshall medical center north +189,Address1,8000 alabama highway 69 +189,Address2, +189,Address3, +189,City,guntersville +189,State,al +189,ZipCode,35976 +189,CountyName,marshall +189,PhoneNumber,2565718000 +189,HospitalType,acute care hospitals +189,HospitalOwner,government - hospital district or authority +189,EmergencyService,yes +189,Condition,surgical infection prevention +189,MeasureCode,scip-inf-3 +189,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +189,Score,100 +189,Sample,63 +189,Stateavg,al_scip-inf-3 +190,ProviderNumber,10010 +190,HospitalName,marshall medical center north +190,Address1,8000 alabama highway 69 +190,Address2, +190,Address3, +190,City,guntersville +190,State,al +190,ZipCode,35976 +190,CountyName,marshall +190,PhoneNumber,2565718000 +190,HospitalType,acute care hospitals +190,HospitalOwner,government - hospital district or authority +190,EmergencyService,yes +190,Condition,surgical infection prevention +190,MeasureCode,scip-inf-4 +190,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +190,Score, +190,Sample,0 +190,Stateavg,al_scip-inf-4 +191,ProviderNumber,10010 +191,HospitalName,marshall medical center north +191,Address1,8000 alabama highway 69 +191,Address2, +191,Address3, +191,City,guntersville +191,State,al +191,ZipCode,35976 +191,CountyName,marshall +191,PhoneNumber,2565718000 +191,HospitalType,acute care hospitals +191,HospitalOwner,government - hospital district or authority +191,EmergencyService,yes +191,Condition,surgical infection prevention +191,MeasureCode,scip-inf-6 +191,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +191,Score,100 +191,Sample,155 +191,Stateavg,al_scip-inf-6 +192,ProviderNumber,10010 +192,HospitalName,marshall medical center north +192,Address1,8000 alabama highway 69 +192,Address2, +192,Address3, +192,City,guntersville +192,State,al +192,ZipCode,35976 +192,CountyName,marshall +192,PhoneNumber,2565718000 +192,HospitalType,acute care hospitals +192,HospitalOwner,government - hospital district or authority +192,EmergencyService,yes +192,Condition,surgical infection prevention +192,MeasureCode,scip-vte-1 +192,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +192,Score,86 +192,Sample,56 +192,Stateavg,al_scip-vte-1 +193,ProviderNumber,10010 +193,HospitalName,marshall medical center north +193,Address1,8000 alabama highway 69 +193,Address2, +193,Address3, +193,City,guntersville +193,State,al +193,ZipCode,35976 +193,CountyName,marshall +193,PhoneNumber,2565718000 +193,HospitalType,acute care hospitals +193,HospitalOwner,government - hospital district or authority +193,EmergencyService,yes +193,Condition,surgical infection prevention +193,MeasureCode,scip-vte-2 +193,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +193,Score,84 +193,Sample,56 +193,Stateavg,al_scip-vte-2 +194,ProviderNumber,10011 +194,HospitalName,st vincents east +194,Address1,50 medical park east drive +194,Address2, +194,Address3, +194,City,birmingham +194,State,al +194,ZipCode,35235 +194,CountyName,jefferson +194,PhoneNumber,2058383122 +194,HospitalType,acute care hospitals +194,HospitalOwner,voluntary non-profit - private +194,EmergencyService,yes +194,Condition,heart attack +194,MeasureCode,ami-1 +194,MeasureName,heart attack patients given aspirin at arrival +194,Score,99 +194,Sample,240 +194,Stateavg,al_ami-1 +195,ProviderNumber,10011 +195,HospitalName,st vincents east +195,Address1,50 medical park east drive +195,Address2, +195,Address3, +195,City,birmingham +195,State,al +195,ZipCode,35235 +195,CountyName,jefferson +195,PhoneNumber,2058383122 +195,HospitalType,acute care hospitals +195,HospitalOwner,voluntary non-profit - private +195,EmergencyService,yes +195,Condition,heart attack 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+199,CountyName,jefferson +199,PhoneNumber,2058383122 +199,HospitalType,acute care hospitals +199,HospitalOwner,voluntary non-profit - private +199,EmergencyService,yes +199,Condition,heart attack +199,MeasureCode,ami-7a +199,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +199,Score, +199,Sample,0 +199,Stateavg,al_ami-7a +200,ProviderNumber,10011 +200,HospitalName,st vincents east +200,Address1,50 medical park east drive +200,Address2, +200,Address3, +200,City,birmingham +200,State,al +200,ZipCode,35235 +200,CountyName,jefferson +200,PhoneNumber,2058383122 +200,HospitalType,acute care hospitals +200,HospitalOwner,voluntary non-profit - private +200,EmergencyService,yes +200,Condition,heart attack +200,MeasureCode,ami-8a +200,MeasureName,heart attack patients given pci within 90 minutes of arrival +200,Score,85 +200,Sample,48 +200,Stateavg,al_ami-8a +201,ProviderNumber,10011 +201,HospitalName,st vincents east +201,Address1,50 medical park east drive +201,Address2, +201,Address3, +201,City,birmingham +201,State,al +201,ZipCode,35235 +201,CountyName,jefferson +201,PhoneNumber,2058383122 +201,HospitalType,acute care hospitals +201,HospitalOwner,voluntary non-profit - private +201,EmergencyService,yes +201,Condition,heart failure +201,MeasureCode,hf-1 +201,MeasureName,heart failure patients given discharge instructions +201,Score,94 +201,Sample,316 +201,Stateavg,al_hf-1 +202,ProviderNumber,10011 +202,HospitalName,st vincents east +202,Address1,50 medical park east drive +202,Address2, +202,Address3, +202,City,birmingham +202,State,al +202,ZipCode,35235 +202,CountyName,jefferson +202,PhoneNumber,2058383122 +202,HospitalType,acute care hospitals +202,HospitalOwner,voluntary non-profit - private +202,EmergencyService,yes +202,Condition,heart failure +202,MeasureCode,hf-2 +202,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +202,Score,98 +202,Sample,372 +202,Stateavg,al_hf-2 +203,ProviderNumber,10011 +203,HospitalName,st vincents east +203,Address1,50 medical park east drive +203,Address2, +203,Address3, +203,City,birmingham +203,State,al +203,ZipCode,35235 +203,CountyName,jefferson +203,PhoneNumber,2058383122 +203,HospitalType,acute care hospitals +203,HospitalOwner,voluntary non-profit - private +203,EmergencyService,yes +203,Condition,heart failure +203,MeasureCode,hf-3 +203,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +203,Score,98 +203,Sample,130 +203,Stateavg,al_hf-3 +204,ProviderNumber,10011 +204,HospitalName,st vincents east +204,Address1,50 medical park east drive +204,Address2, +204,Address3, +204,City,birmingham +204,State,al +204,ZipCode,35235 +204,CountyName,jefferson +204,PhoneNumber,2058383122 +204,HospitalType,acute care hospitals +204,HospitalOwner,voluntary non-profit - private +204,EmergencyService,yes +204,Condition,heart failure +204,MeasureCode,hf-4 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+206,EmergencyService,yes +206,Condition,pneumonia +206,MeasureCode,pn-3b +206,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +206,Score,96 +206,Sample,131 +206,Stateavg,al_pn-3b +207,ProviderNumber,10011 +207,HospitalName,st vincents east +207,Address1,50 medical park east drive +207,Address2, +207,Address3, +207,City,birmingham +207,State,al +207,ZipCode,35235 +207,CountyName,jefferson +207,PhoneNumber,2058383122 +207,HospitalType,acute care hospitals +207,HospitalOwner,voluntary non-profit - private +207,EmergencyService,yes +207,Condition,pneumonia +207,MeasureCode,pn-4 +207,MeasureName,pneumonia patients given smoking cessation advice/counseling +207,Score,100 +207,Sample,69 +207,Stateavg,al_pn-4 +208,ProviderNumber,10011 +208,HospitalName,st vincents east +208,Address1,50 medical park east drive +208,Address2, +208,Address3, +208,City,birmingham +208,State,al +208,ZipCode,35235 +208,CountyName,jefferson +208,PhoneNumber,2058383122 +208,HospitalType,acute care hospitals +208,HospitalOwner,voluntary non-profit - private +208,EmergencyService,yes +208,Condition,pneumonia +208,MeasureCode,pn-5c +208,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +208,Score,95 +208,Sample,135 +208,Stateavg,al_pn-5c +209,ProviderNumber,10011 +209,HospitalName,st vincents east +209,Address1,50 medical park east drive +209,Address2, +209,Address3, +209,City,birmingham +209,State,al +209,ZipCode,35235 +209,CountyName,jefferson +209,PhoneNumber,2058383122 +209,HospitalType,acute care hospitals +209,HospitalOwner,voluntary non-profit - private +209,EmergencyService,yes +209,Condition,pneumonia +209,MeasureCode,pn-6 +209,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +209,Score,91 +209,Sample,112 +209,Stateavg,al_pn-6 +210,ProviderNumber,10011 +210,HospitalName,st vincents east +210,Address1,50 medical park east drive +210,Address2, +210,Address3, +210,City,birmingham +210,State,al +210,ZipCode,35235 +210,CountyName,jefferson +210,PhoneNumber,2058383122 +210,HospitalType,acute care hospitals +210,HospitalOwner,voluntary non-profit - private +210,EmergencyService,yes +210,Condition,pneumonia +210,MeasureCode,pn-7 +210,MeasureName,pneumonia patients assessed and given influenza vaccination +210,Score,85 +210,Sample,89 +210,Stateavg,al_pn-7 +211,ProviderNumber,10011 +211,HospitalName,st vincents east +211,Address1,50 medical park east drive +211,Address2, +211,Address3, +211,City,birmingham +211,State,al +211,ZipCode,35235 +211,CountyName,jefferson +211,PhoneNumber,2058383122 +211,HospitalType,acute care hospitals +211,HospitalOwner,voluntary non-profit - private +211,EmergencyService,yes +211,Condition,surgical infection prevention +211,MeasureCode,scip-card-2 +211,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +211,Score,83 +211,Sample,125 +211,Stateavg,al_scip-card-2 +212,ProviderNumber,10011 +212,HospitalName,st vincents east +212,Address1,50 medical park east drive +212,Address2, +212,Address3, +212,City,birmingham +212,State,al +212,ZipCode,35235 +212,CountyName,jefferson +212,PhoneNumber,2058383122 +212,HospitalType,acute care hospitals +212,HospitalOwner,voluntary non-profit - private +212,EmergencyService,yes +212,Condition,surgical infection prevention +212,MeasureCode,scip-inf-1 +212,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +212,Score,97 +212,Sample,461 +212,Stateavg,al_scip-inf-1 +213,ProviderNumber,10011 +213,HospitalName,st vincents east +213,Address1,50 medical park east drive +213,Address2, +213,Address3, +213,City,birmingham +213,State,al +213,ZipCode,35235 +213,CountyName,jefferson 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+215,ProviderNumber,10011 +215,HospitalName,st vincents east +215,Address1,50 medical park east drive +215,Address2, +215,Address3, +215,City,birmingham +215,State,al +215,ZipCode,35235 +215,CountyName,jefferson +215,PhoneNumber,2058383122 +215,HospitalType,acute care hospitals +215,HospitalOwner,voluntary non-profit - private +215,EmergencyService,yes +215,Condition,surgical infection prevention +215,MeasureCode,scip-inf-4 +215,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +215,Score,60 +215,Sample,127 +215,Stateavg,al_scip-inf-4 +216,ProviderNumber,10011 +216,HospitalName,st vincents east +216,Address1,50 medical park east drive +216,Address2, +216,Address3, +216,City,birmingham +216,State,al +216,ZipCode,35235 +216,CountyName,jefferson +216,PhoneNumber,2058383122 +216,HospitalType,acute care hospitals +216,HospitalOwner,voluntary non-profit - private +216,EmergencyService,yes +216,Condition,surgical infection prevention +216,MeasureCode,scip-inf-6 +216,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +216,Score,100 +216,Sample,601 +216,Stateavg,al_scip-inf-6 +217,ProviderNumber,10011 +217,HospitalName,st vincents east +217,Address1,50 medical park east drive +217,Address2, +217,Address3, +217,City,birmingham +217,State,al +217,ZipCode,35235 +217,CountyName,jefferson +217,PhoneNumber,2058383122 +217,HospitalType,acute care hospitals +217,HospitalOwner,voluntary non-profit - private +217,EmergencyService,yes +217,Condition,surgical infection prevention +217,MeasureCode,scip-vte-1 +217,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +217,Score,89 +217,Sample,229 +217,Stateavg,al_scip-vte-1 +218,ProviderNumber,10011 +218,HospitalName,st vincents east 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church +221,EmergencyService,yes +221,Condition,heart attack +221,MeasureCode,ami-3 +221,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +221,Score,91 +221,Sample,11 +221,Stateavg,al_ami-3 +222,ProviderNumber,10012 +222,HospitalName,dekalb regional medical center +222,Address1,200 med center drive +222,Address2, +222,Address3, +222,City,fort payne +222,State,al +222,ZipCode,35968 +222,CountyName,de kalb +222,PhoneNumber,2568453150 +222,HospitalType,acute care hospitals +222,HospitalOwner,voluntary non-profit - church +222,EmergencyService,yes +222,Condition,heart attack +222,MeasureCode,ami-4 +222,MeasureName,heart attack patients given smoking cessation advice/counseling +222,Score,100 +222,Sample,14 +222,Stateavg,al_ami-4 +223,ProviderNumber,10012 +223,HospitalName,dekalb regional medical center +223,Address1,200 med center drive +223,Address2, +223,Address3, +223,City,fort payne +223,State,al +223,ZipCode,35968 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center drive +225,Address2, +225,Address3, +225,City,fort payne +225,State,al +225,ZipCode,35968 +225,CountyName,de kalb +225,PhoneNumber,2568453150 +225,HospitalType,acute care hospitals +225,HospitalOwner,voluntary non-profit - church +225,EmergencyService,yes +225,Condition,heart attack +225,MeasureCode,ami-8a +225,MeasureName,heart attack patients given pci within 90 minutes of arrival +225,Score,40 +225,Sample,5 +225,Stateavg,al_ami-8a +226,ProviderNumber,10012 +226,HospitalName,dekalb regional medical center +226,Address1,200 med center drive +226,Address2, +226,Address3, +226,City,fort payne +226,State,al +226,ZipCode,35968 +226,CountyName,de kalb +226,PhoneNumber,2568453150 +226,HospitalType,acute care hospitals +226,HospitalOwner,voluntary non-profit - church +226,EmergencyService,yes +226,Condition,heart failure +226,MeasureCode,hf-1 +226,MeasureName,heart failure patients given discharge instructions +226,Score,89 +226,Sample,76 +226,Stateavg,al_hf-1 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failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +228,Score,94 +228,Sample,36 +228,Stateavg,al_hf-3 +229,ProviderNumber,10012 +229,HospitalName,dekalb regional medical center +229,Address1,200 med center drive +229,Address2, +229,Address3, +229,City,fort payne +229,State,al +229,ZipCode,35968 +229,CountyName,de kalb +229,PhoneNumber,2568453150 +229,HospitalType,acute care hospitals +229,HospitalOwner,voluntary non-profit - church +229,EmergencyService,yes +229,Condition,heart failure +229,MeasureCode,hf-4 +229,MeasureName,heart failure patients given smoking cessation advice/counseling +229,Score,100 +229,Sample,15 +229,Stateavg,al_hf-4 +230,ProviderNumber,10012 +230,HospitalName,dekalb regional medical center +230,Address1,200 med center drive +230,Address2, +230,Address3, +230,City,fort payne +230,State,al +230,ZipCode,35968 +230,CountyName,de kalb +230,PhoneNumber,2568453150 +230,HospitalType,acute care hospitals +230,HospitalOwner,voluntary non-profit - church +230,EmergencyService,yes +230,Condition,pneumonia +230,MeasureCode,pn-2 +230,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +230,Score,97 +230,Sample,69 +230,Stateavg,al_pn-2 +231,ProviderNumber,10012 +231,HospitalName,dekalb regional medical center +231,Address1,200 med center drive +231,Address2, +231,Address3, +231,City,fort payne +231,State,al +231,ZipCode,35968 +231,CountyName,de kalb +231,PhoneNumber,2568453150 +231,HospitalType,acute care hospitals +231,HospitalOwner,voluntary non-profit - church +231,EmergencyService,yes +231,Condition,pneumonia +231,MeasureCode,pn-3b +231,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +231,Score,93 +231,Sample,91 +231,Stateavg,al_pn-3b +232,ProviderNumber,10012 +232,HospitalName,dekalb regional medical center +232,Address1,200 med center drive +232,Address2, +232,Address3, +232,City,fort payne +232,State,al +232,ZipCode,35968 +232,CountyName,de kalb +232,PhoneNumber,2568453150 +232,HospitalType,acute care hospitals +232,HospitalOwner,voluntary non-profit - church +232,EmergencyService,yes +232,Condition,pneumonia +232,MeasureCode,pn-4 +232,MeasureName,pneumonia patients given smoking cessation advice/counseling +232,Score,100 +232,Sample,37 +232,Stateavg,al_pn-4 +233,ProviderNumber,10012 +233,HospitalName,dekalb regional medical center +233,Address1,200 med center drive +233,Address2, +233,Address3, +233,City,fort payne +233,State,al +233,ZipCode,35968 +233,CountyName,de kalb +233,PhoneNumber,2568453150 +233,HospitalType,acute care hospitals +233,HospitalOwner,voluntary non-profit - church +233,EmergencyService,yes +233,Condition,pneumonia +233,MeasureCode,pn-5c +233,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +233,Score,99 +233,Sample,88 +233,Stateavg,al_pn-5c +234,ProviderNumber,10012 +234,HospitalName,dekalb regional medical center +234,Address1,200 med center drive +234,Address2, +234,Address3, +234,City,fort payne +234,State,al +234,ZipCode,35968 +234,CountyName,de kalb +234,PhoneNumber,2568453150 +234,HospitalType,acute care hospitals +234,HospitalOwner,voluntary non-profit - church +234,EmergencyService,yes +234,Condition,pneumonia +234,MeasureCode,pn-6 +234,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +234,Score,88 +234,Sample,82 +234,Stateavg,al_pn-6 +235,ProviderNumber,10012 +235,HospitalName,dekalb regional medical center +235,Address1,200 med center drive +235,Address2, +235,Address3, +235,City,fort payne +235,State,al +235,ZipCode,35968 +235,CountyName,de kalb +235,PhoneNumber,2568453150 +235,HospitalType,acute care hospitals +235,HospitalOwner,voluntary non-profit - church +235,EmergencyService,yes +235,Condition,pneumonia +235,MeasureCode,pn-7 +235,MeasureName,pneumonia patients assessed and given influenza vaccination +235,Score,98 +235,Sample,56 +235,Stateavg,al_pn-7 +236,ProviderNumber,10012 +236,HospitalName,dekalb regional medical center +236,Address1,200 med center drive +236,Address2, +236,Address3, +236,City,fort payne +236,State,al +236,ZipCode,35968 +236,CountyName,de kalb +236,PhoneNumber,2568453150 +236,HospitalType,acute care hospitals +236,HospitalOwner,voluntary non-profit - church +236,EmergencyService,yes +236,Condition,surgical infection prevention +236,MeasureCode,scip-card-2 +236,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +236,Score,100 +236,Sample,16 +236,Stateavg,al_scip-card-2 +237,ProviderNumber,10012 +237,HospitalName,dekalb regional medical center +237,Address1,200 med center drive +237,Address2, +237,Address3, +237,City,fort payne +237,State,al +237,ZipCode,35968 +237,CountyName,de kalb +237,PhoneNumber,2568453150 +237,HospitalType,acute care hospitals +237,HospitalOwner,voluntary non-profit - church +237,EmergencyService,yes +237,Condition,surgical infection prevention +237,MeasureCode,scip-inf-1 +237,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +237,Score,97 +237,Sample,139 +237,Stateavg,al_scip-inf-1 +238,ProviderNumber,10012 +238,HospitalName,dekalb regional medical center +238,Address1,200 med center drive +238,Address2, +238,Address3, +238,City,fort payne +238,State,al +238,ZipCode,35968 +238,CountyName,de kalb +238,PhoneNumber,2568453150 +238,HospitalType,acute care hospitals +238,HospitalOwner,voluntary non-profit - church +238,EmergencyService,yes +238,Condition,surgical infection prevention +238,MeasureCode,scip-inf-2 +238,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +238,Score,99 +238,Sample,147 +238,Stateavg,al_scip-inf-2 +239,ProviderNumber,10012 +239,HospitalName,dekalb regional medical center +239,Address1,200 med center drive +239,Address2, +239,Address3, +239,City,fort payne +239,State,al +239,ZipCode,35968 +239,CountyName,de kalb +239,PhoneNumber,2568453150 +239,HospitalType,acute care hospitals +239,HospitalOwner,voluntary non-profit - church +239,EmergencyService,yes +239,Condition,surgical infection prevention +239,MeasureCode,scip-inf-3 +239,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +239,Score,98 +239,Sample,136 +239,Stateavg,al_scip-inf-3 +240,ProviderNumber,10012 +240,HospitalName,dekalb regional medical center +240,Address1,200 med center drive +240,Address2, +240,Address3, +240,City,fort payne +240,State,al +240,ZipCode,35968 +240,CountyName,de kalb +240,PhoneNumber,2568453150 +240,HospitalType,acute care hospitals +240,HospitalOwner,voluntary non-profit - church +240,EmergencyService,yes +240,Condition,surgical infection prevention +240,MeasureCode,scip-inf-4 +240,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +240,Score, +240,Sample,0 +240,Stateavg,al_scip-inf-4 +241,ProviderNumber,10012 +241,HospitalName,dekalb regional medical center +241,Address1,200 med center drive +241,Address2, +241,Address3, +241,City,fort payne +241,State,al +241,ZipCode,35968 +241,CountyName,de kalb +241,PhoneNumber,2568453150 +241,HospitalType,acute care hospitals +241,HospitalOwner,voluntary non-profit - church +241,EmergencyService,yes +241,Condition,surgical infection prevention +241,MeasureCode,scip-inf-6 +241,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +241,Score,100 +241,Sample,179 +241,Stateavg,al_scip-inf-6 +242,ProviderNumber,10012 +242,HospitalName,dekalb regional medical center 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got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +243,Score,97 +243,Sample,90 +243,Stateavg,al_scip-vte-2 +244,ProviderNumber,10015 +244,HospitalName,southwest alabama medical center +244,Address1,33700 highway 43 +244,Address2, +244,Address3, +244,City,thomasville +244,State,al +244,ZipCode,36784 +244,CountyName,clarke +244,PhoneNumber,3346366221 +244,HospitalType,acute care hospitals +244,HospitalOwner,government - federal +244,EmergencyService,yes +244,Condition,heart attack +244,MeasureCode,ami-1 +244,MeasureName,heart attack patients given aspirin at arrival +244,Score, +244,Sample,0 +244,Stateavg,al_ami-1 +245,ProviderNumber,10015 +245,HospitalName,southwest alabama medical center +245,Address1,33700 highway 43 +245,Address2, +245,Address3, +245,City,thomasville +245,State,al +245,ZipCode,36784 +245,CountyName,clarke +245,PhoneNumber,3346366221 +245,HospitalType,acute care hospitals 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highway 43 +260,Address2, +260,Address3, +260,City,thomasville +260,State,al +260,ZipCode,36784 +260,CountyName,clarke +260,PhoneNumber,3346366221 +260,HospitalType,acute care hospitals +260,HospitalOwner,government - federal +260,EmergencyService,yes +260,Condition,pneumonia +260,MeasureCode,pn-7 +260,MeasureName,pneumonia patients assessed and given influenza vaccination +260,Score,92 +260,Sample,24 +260,Stateavg,al_pn-7 +261,ProviderNumber,10015 +261,HospitalName,southwest alabama medical center +261,Address1,33700 highway 43 +261,Address2, +261,Address3, +261,City,thomasville +261,State,al +261,ZipCode,36784 +261,CountyName,clarke +261,PhoneNumber,3346366221 +261,HospitalType,acute care hospitals +261,HospitalOwner,government - federal +261,EmergencyService,yes +261,Condition,surgical infection prevention +261,MeasureCode,scip-card-2 +261,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +261,Score, +261,Sample, +261,Stateavg,al_scip-card-2 +262,ProviderNumber,10015 +262,HospitalName,southwest alabama medical center +262,Address1,33700 highway 43 +262,Address2, +262,Address3, +262,City,thomasville +262,State,al +262,ZipCode,36784 +262,CountyName,clarke +262,PhoneNumber,3346366221 +262,HospitalType,acute care hospitals +262,HospitalOwner,government - federal +262,EmergencyService,yes +262,Condition,surgical infection prevention +262,MeasureCode,scip-inf-1 +262,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +262,Score,86 +262,Sample,14 +262,Stateavg,al_scip-inf-1 +263,ProviderNumber,10015 +263,HospitalName,southwest alabama medical center +263,Address1,33700 highway 43 +263,Address2, +263,Address3, +263,City,thomasville +263,State,al +263,ZipCode,36784 +263,CountyName,clarke +263,PhoneNumber,3346366221 +263,HospitalType,acute care hospitals +263,HospitalOwner,government - federal +263,EmergencyService,yes +263,Condition,surgical infection prevention +263,MeasureCode,scip-inf-2 +263,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +263,Score,93 +263,Sample,14 +263,Stateavg,al_scip-inf-2 +264,ProviderNumber,10015 +264,HospitalName,southwest alabama medical center +264,Address1,33700 highway 43 +264,Address2, +264,Address3, +264,City,thomasville +264,State,al +264,ZipCode,36784 +264,CountyName,clarke +264,PhoneNumber,3346366221 +264,HospitalType,acute care hospitals +264,HospitalOwner,government - federal +264,EmergencyService,yes +264,Condition,surgical infection prevention +264,MeasureCode,scip-inf-3 +264,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +264,Score,86 +264,Sample,14 +264,Stateavg,al_scip-inf-3 +265,ProviderNumber,10015 +265,HospitalName,southwest alabama medical center +265,Address1,33700 highway 43 +265,Address2, +265,Address3, +265,City,thomasville +265,State,al +265,ZipCode,36784 +265,CountyName,clarke +265,PhoneNumber,3346366221 +265,HospitalType,acute care hospitals +265,HospitalOwner,government - federal +265,EmergencyService,yes +265,Condition,surgical infection prevention +265,MeasureCode,scip-inf-4 +265,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +265,Score, +265,Sample,0 +265,Stateavg,al_scip-inf-4 +266,ProviderNumber,10015 +266,HospitalName,southwest alabama medical center +266,Address1,33700 highway 43 +266,Address2, +266,Address3, +266,City,thomasville +266,State,al +266,ZipCode,36784 +266,CountyName,clarke +266,PhoneNumber,3346366221 +266,HospitalType,acute care hospitals +266,HospitalOwner,government - federal +266,EmergencyService,yes +266,Condition,surgical infection prevention +266,MeasureCode,scip-inf-6 +266,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +266,Score,100 +266,Sample,15 +266,Stateavg,al_scip-inf-6 +267,ProviderNumber,10015 +267,HospitalName,southwest alabama medical center +267,Address1,33700 highway 43 +267,Address2, +267,Address3, +267,City,thomasville +267,State,al +267,ZipCode,36784 +267,CountyName,clarke +267,PhoneNumber,3346366221 +267,HospitalType,acute care hospitals +267,HospitalOwner,government - federal +267,EmergencyService,yes +267,Condition,surgical infection prevention +267,MeasureCode,scip-vte-1 +267,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +267,Score,90 +267,Sample,10 +267,Stateavg,al_scip-vte-1 +268,ProviderNumber,10015 +268,HospitalName,southwest alabama medical center +268,Address1,33700 highway 43 +268,Address2, +268,Address3, +268,City,thomasville +268,State,al +268,ZipCode,36784 +268,CountyName,clarke +268,PhoneNumber,3346366221 +268,HospitalType,acute care hospitals +268,HospitalOwner,government - federal +268,EmergencyService,yes +268,Condition,surgical infection prevention +268,MeasureCode,scip-vte-2 +268,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +268,Score,90 +268,Sample,10 +268,Stateavg,al_scip-vte-2 +269,ProviderNumber,10016 +269,HospitalName,shelby baptist medical center +269,Address1,1000 first street north +269,Address2, +269,Address3, +269,City,alabaster +269,State,al +269,ZipCode,35007 +269,CountyName,shelby +269,PhoneNumber,2056208100 +269,HospitalType,acute care hospitals +269,HospitalOwner,voluntary non-profit - church +269,EmergencyService,yes +269,Condition,heart attack +269,MeasureCode,ami-1 +269,MeasureName,heart attack patients given aspirin at arrival +269,Score,99 +269,Sample,179 +269,Stateavg,al_ami-1 +270,ProviderNumber,10016 +270,HospitalName,shelby baptist medical center +270,Address1,1000 first street north +270,Address2, +270,Address3, +270,City,alabaster +270,State,al +270,ZipCode,35007 +270,CountyName,shelby +270,PhoneNumber,2056208100 +270,HospitalType,acute care hospitals +270,HospitalOwner,voluntary non-profit - church +270,EmergencyService,yes +270,Condition,heart attack +270,MeasureCode,ami-2 +270,MeasureName,heart attack patients given aspirin at discharge +270,Score,97 +270,Sample,208 +270,Stateavg,al_ami-2 +271,ProviderNumber,10016 +271,HospitalName,shelby baptist medical center +271,Address1,1000 first street north +271,Address2, +271,Address3, +271,City,alabaster +271,State,al +271,ZipCode,35007 +271,CountyName,shelby +271,PhoneNumber,2056208100 +271,HospitalType,acute care hospitals +271,HospitalOwner,voluntary non-profit - church +271,EmergencyService,yes +271,Condition,heart attack +271,MeasureCode,ami-3 +271,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +271,Score,100 +271,Sample,30 +271,Stateavg,al_ami-3 +272,ProviderNumber,10016 +272,HospitalName,shelby baptist medical center +272,Address1,1000 first street north +272,Address2, +272,Address3, +272,City,alabaster +272,State,al +272,ZipCode,35007 +272,CountyName,shelby +272,PhoneNumber,2056208100 +272,HospitalType,acute care hospitals +272,HospitalOwner,voluntary non-profit - church +272,EmergencyService,yes +272,Condition,heart attack +272,MeasureCode,ami-4 +272,MeasureName,heart attack patients given smoking cessation advice/counseling +272,Score,100 +272,Sample,98 +272,Stateavg,al_ami-4 +273,ProviderNumber,10016 +273,HospitalName,shelby baptist medical center +273,Address1,1000 first street north +273,Address2, +273,Address3, +273,City,alabaster +273,State,al +273,ZipCode,35007 +273,CountyName,shelby +273,PhoneNumber,2056208100 +273,HospitalType,acute care hospitals +273,HospitalOwner,voluntary non-profit - church +273,EmergencyService,yes +273,Condition,heart attack +273,MeasureCode,ami-5 +273,MeasureName,heart attack patients given beta blocker at discharge +273,Score,97 +273,Sample,169 +273,Stateavg,al_ami-5 +274,ProviderNumber,10016 +274,HospitalName,shelby baptist medical center +274,Address1,1000 first street north +274,Address2, +274,Address3, +274,City,alabaster +274,State,al +274,ZipCode,35007 +274,CountyName,shelby +274,PhoneNumber,2056208100 +274,HospitalType,acute care hospitals +274,HospitalOwner,voluntary non-profit - church +274,EmergencyService,yes +274,Condition,heart attack +274,MeasureCode,ami-7a +274,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +274,Score, +274,Sample,0 +274,Stateavg,al_ami-7a +275,ProviderNumber,10016 +275,HospitalName,shelby baptist medical center +275,Address1,1000 first street north +275,Address2, +275,Address3, +275,City,alabaster +275,State,al +275,ZipCode,35007 +275,CountyName,shelby +275,PhoneNumber,2056208100 +275,HospitalType,acute care hospitals +275,HospitalOwner,voluntary non-profit - church +275,EmergencyService,yes +275,Condition,heart attack +275,MeasureCode,ami-8a +275,MeasureName,heart attack patients given pci within 90 minutes of arrival +275,Score,83 +275,Sample,36 +275,Stateavg,al_ami-8a +276,ProviderNumber,10016 +276,HospitalName,shelby baptist medical center +276,Address1,1000 first street north +276,Address2, +276,Address3, +276,City,alabaster +276,State,al +276,ZipCode,35007 +276,CountyName,shelby +276,PhoneNumber,2056208100 +276,HospitalType,acute care hospitals +276,HospitalOwner,voluntary non-profit - church +276,EmergencyService,yes +276,Condition,heart failure +276,MeasureCode,hf-1 +276,MeasureName,heart failure patients given discharge instructions +276,Score,86 +276,Sample,210 +276,Stateavg,al_hf-1 +277,ProviderNumber,10016 +277,HospitalName,shelby baptist medical center +277,Address1,1000 first street north +277,Address2, +277,Address3, +277,City,alabaster +277,State,al +277,ZipCode,35007 +277,CountyName,shelby +277,PhoneNumber,2056208100 +277,HospitalType,acute care hospitals +277,HospitalOwner,voluntary non-profit - church +277,EmergencyService,yes +277,Condition,heart failure +277,MeasureCode,hf-2 +277,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +277,Score,100 +277,Sample,246 +277,Stateavg,al_hf-2 +278,ProviderNumber,10016 +278,HospitalName,shelby baptist medical center +278,Address1,1000 first street north +278,Address2, +278,Address3, +278,City,alabaster +278,State,al +278,ZipCode,35007 +278,CountyName,shelby +278,PhoneNumber,2056208100 +278,HospitalType,acute care hospitals +278,HospitalOwner,voluntary non-profit - church +278,EmergencyService,yes +278,Condition,heart failure +278,MeasureCode,hf-3 +278,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +278,Score,97 +278,Sample,71 +278,Stateavg,al_hf-3 +279,ProviderNumber,10016 +279,HospitalName,shelby baptist medical center +279,Address1,1000 first street north +279,Address2, +279,Address3, +279,City,alabaster +279,State,al +279,ZipCode,35007 +279,CountyName,shelby +279,PhoneNumber,2056208100 +279,HospitalType,acute care hospitals +279,HospitalOwner,voluntary non-profit - church +279,EmergencyService,yes +279,Condition,heart failure +279,MeasureCode,hf-4 +279,MeasureName,heart failure patients given smoking cessation advice/counseling +279,Score,100 +279,Sample,48 +279,Stateavg,al_hf-4 +280,ProviderNumber,10016 +280,HospitalName,shelby baptist medical center +280,Address1,1000 first street north +280,Address2, +280,Address3, +280,City,alabaster +280,State,al +280,ZipCode,35007 +280,CountyName,shelby +280,PhoneNumber,2056208100 +280,HospitalType,acute care hospitals +280,HospitalOwner,voluntary non-profit - church +280,EmergencyService,yes +280,Condition,pneumonia +280,MeasureCode,pn-2 +280,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +280,Score,97 +280,Sample,235 +280,Stateavg,al_pn-2 +281,ProviderNumber,10016 +281,HospitalName,shelby baptist medical center +281,Address1,1000 first street north +281,Address2, +281,Address3, +281,City,alabaster +281,State,al +281,ZipCode,35007 +281,CountyName,shelby +281,PhoneNumber,2056208100 +281,HospitalType,acute care hospitals +281,HospitalOwner,voluntary non-profit - church +281,EmergencyService,yes +281,Condition,pneumonia +281,MeasureCode,pn-3b +281,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +281,Score,100 +281,Sample,110 +281,Stateavg,al_pn-3b +282,ProviderNumber,10016 +282,HospitalName,shelby baptist medical center +282,Address1,1000 first street north +282,Address2, +282,Address3, +282,City,alabaster +282,State,al +282,ZipCode,35007 +282,CountyName,shelby +282,PhoneNumber,2056208100 +282,HospitalType,acute care hospitals +282,HospitalOwner,voluntary non-profit - church +282,EmergencyService,yes +282,Condition,pneumonia +282,MeasureCode,pn-4 +282,MeasureName,pneumonia patients given smoking cessation advice/counseling +282,Score,100 +282,Sample,131 +282,Stateavg,al_pn-4 +283,ProviderNumber,10016 +283,HospitalName,shelby baptist medical center +283,Address1,1000 first street north +283,Address2, +283,Address3, +283,City,alabaster +283,State,al +283,ZipCode,35007 +283,CountyName,shelby +283,PhoneNumber,2056208100 +283,HospitalType,acute care hospitals +283,HospitalOwner,voluntary non-profit - church +283,EmergencyService,yes +283,Condition,pneumonia +283,MeasureCode,pn-5c +283,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +283,Score,96 +283,Sample,239 +283,Stateavg,al_pn-5c +284,ProviderNumber,10016 +284,HospitalName,shelby baptist medical center +284,Address1,1000 first street north +284,Address2, +284,Address3, +284,City,alabaster +284,State,al +284,ZipCode,35007 +284,CountyName,shelby +284,PhoneNumber,2056208100 +284,HospitalType,acute care hospitals +284,HospitalOwner,voluntary non-profit - church +284,EmergencyService,yes +284,Condition,pneumonia +284,MeasureCode,pn-6 +284,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +284,Score,93 +284,Sample,116 +284,Stateavg,al_pn-6 +285,ProviderNumber,10016 +285,HospitalName,shelby baptist medical center +285,Address1,1000 first street north +285,Address2, +285,Address3, +285,City,alabaster +285,State,al +285,ZipCode,35007 +285,CountyName,shelby +285,PhoneNumber,2056208100 +285,HospitalType,acute care hospitals +285,HospitalOwner,voluntary non-profit - church +285,EmergencyService,yes +285,Condition,pneumonia +285,MeasureCode,pn-7 +285,MeasureName,pneumonia patients assessed and given influenza vaccination +285,Score,92 +285,Sample,199 +285,Stateavg,al_pn-7 +286,ProviderNumber,10016 +286,HospitalName,shelby baptist medical center +286,Address1,1000 first street north +286,Address2, +286,Address3, +286,City,alabaster +286,State,al +286,ZipCode,35007 +286,CountyName,shelby +286,PhoneNumber,2056208100 +286,HospitalType,acute care hospitals +286,HospitalOwner,voluntary non-profit - church +286,EmergencyService,yes +286,Condition,surgical infection prevention +286,MeasureCode,scip-card-2 +286,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +286,Score,89 +286,Sample,96 +286,Stateavg,al_scip-card-2 +287,ProviderNumber,10016 +287,HospitalName,shelby baptist medical center +287,Address1,1000 first street north +287,Address2, +287,Address3, +287,City,alabaster +287,State,al +287,ZipCode,35007 +287,CountyName,shelby +287,PhoneNumber,2056208100 +287,HospitalType,acute care hospitals +287,HospitalOwner,voluntary non-profit - church +287,EmergencyService,yes +287,Condition,surgical infection prevention +287,MeasureCode,scip-inf-1 +287,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +287,Score,98 +287,Sample,368 +287,Stateavg,al_scip-inf-1 +288,ProviderNumber,10016 +288,HospitalName,shelby baptist medical center +288,Address1,1000 first street north +288,Address2, +288,Address3, +288,City,alabaster +288,State,al +288,ZipCode,35007 +288,CountyName,shelby +288,PhoneNumber,2056208100 +288,HospitalType,acute care hospitals +288,HospitalOwner,voluntary non-profit - church +288,EmergencyService,yes +288,Condition,surgical infection prevention +288,MeasureCode,scip-inf-2 +288,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +288,Score,99 +288,Sample,370 +288,Stateavg,al_scip-inf-2 +289,ProviderNumber,10016 +289,HospitalName,shelby baptist medical center +289,Address1,1000 first street north +289,Address2, +289,Address3, +289,City,alabaster +289,State,al +289,ZipCode,35007 +289,CountyName,shelby +289,PhoneNumber,2056208100 +289,HospitalType,acute care hospitals +289,HospitalOwner,voluntary non-profit - church +289,EmergencyService,yes +289,Condition,surgical infection prevention +289,MeasureCode,scip-inf-3 +289,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +289,Score,91 +289,Sample,331 +289,Stateavg,al_scip-inf-3 +290,ProviderNumber,10016 +290,HospitalName,shelby baptist medical center +290,Address1,1000 first street north +290,Address2, +290,Address3, +290,City,alabaster +290,State,al +290,ZipCode,35007 +290,CountyName,shelby +290,PhoneNumber,2056208100 +290,HospitalType,acute care hospitals +290,HospitalOwner,voluntary non-profit - church +290,EmergencyService,yes +290,Condition,surgical infection prevention +290,MeasureCode,scip-inf-4 +290,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +290,Score,93 +290,Sample,116 +290,Stateavg,al_scip-inf-4 +291,ProviderNumber,10016 +291,HospitalName,shelby baptist medical center +291,Address1,1000 first street north +291,Address2, +291,Address3, +291,City,alabaster +291,State,al +291,ZipCode,35007 +291,CountyName,shelby +291,PhoneNumber,2056208100 +291,HospitalType,acute care hospitals +291,HospitalOwner,voluntary non-profit - church +291,EmergencyService,yes +291,Condition,surgical infection prevention +291,MeasureCode,scip-inf-6 +291,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +291,Score,100 +291,Sample,588 +291,Stateavg,al_scip-inf-6 +292,ProviderNumber,10016 +292,HospitalName,shelby baptist medical center +292,Address1,1000 first street north +292,Address2, +292,Address3, +292,City,alabaster +292,State,al +292,ZipCode,35007 +292,CountyName,shelby +292,PhoneNumber,2056208100 +292,HospitalType,acute care hospitals +292,HospitalOwner,voluntary non-profit - church +292,EmergencyService,yes +292,Condition,surgical infection prevention +292,MeasureCode,scip-vte-1 +292,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +292,Score,97 +292,Sample,226 +292,Stateavg,al_scip-vte-1 +293,ProviderNumber,10016 +293,HospitalName,shelby baptist medical center +293,Address1,1000 first street north +293,Address2, +293,Address3, +293,City,alabaster +293,State,al +293,ZipCode,35007 +293,CountyName,shelby +293,PhoneNumber,2056208100 +293,HospitalType,acute care hospitals +293,HospitalOwner,voluntary non-profit - church +293,EmergencyService,yes +293,Condition,surgical infection prevention +293,MeasureCode,scip-vte-2 +293,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +293,Score,94 +293,Sample,225 +293,Stateavg,al_scip-vte-2 +294,ProviderNumber,10018 +294,HospitalName,callahan eye foundation hospital +294,Address1,1720 university blvd +294,Address2, +294,Address3, +294,City,birmingham +294,State,al +294,ZipCode,35233 +294,CountyName,jefferson +294,PhoneNumber,2053258100 +294,HospitalType,acute care hospitals +294,HospitalOwner,voluntary non-profit - private +294,EmergencyService,yes +294,Condition,heart attack +294,MeasureCode,ami-1 +294,MeasureName,heart attack patients given aspirin at arrival +294,Score, +294,Sample, +294,Stateavg,al_ami-1 +295,ProviderNumber,10018 +295,HospitalName,callahan eye foundation hospital +295,Address1,1720 university blvd +295,Address2, +295,Address3, +295,City,birmingham +295,State,al +295,ZipCode,35233 +295,CountyName,jefferson +295,PhoneNumber,2053258100 +295,HospitalType,acute care hospitals +295,HospitalOwner,voluntary non-profit - private +295,EmergencyService,yes +295,Condition,heart attack +295,MeasureCode,ami-2 +295,MeasureName,heart attack patients given aspirin at discharge +295,Score, +295,Sample, +295,Stateavg,al_ami-2 +296,ProviderNumber,10018 +296,HospitalName,callahan eye foundation hospital +296,Address1,1720 university blvd +296,Address2, +296,Address3, +296,City,birmingham +296,State,al +296,ZipCode,35233 +296,CountyName,jefferson +296,PhoneNumber,2053258100 +296,HospitalType,acute care hospitals +296,HospitalOwner,voluntary non-profit - private +296,EmergencyService,yes +296,Condition,heart attack +296,MeasureCode,ami-3 +296,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +296,Score, +296,Sample, +296,Stateavg,al_ami-3 +297,ProviderNumber,10018 +297,HospitalName,callahan eye foundation hospital +297,Address1,1720 university blvd +297,Address2, +297,Address3, +297,City,birmingham +297,State,al +297,ZipCode,35233 +297,CountyName,jefferson +297,PhoneNumber,2053258100 +297,HospitalType,acute care hospitals +297,HospitalOwner,voluntary non-profit - private +297,EmergencyService,yes +297,Condition,heart attack +297,MeasureCode,ami-4 +297,MeasureName,heart attack patients given smoking cessation advice/counseling +297,Score, +297,Sample, +297,Stateavg,al_ami-4 +298,ProviderNumber,10018 +298,HospitalName,callahan eye foundation hospital +298,Address1,1720 university blvd +298,Address2, +298,Address3, +298,City,birmingham +298,State,al +298,ZipCode,35233 +298,CountyName,jefferson +298,PhoneNumber,2053258100 +298,HospitalType,acute care hospitals +298,HospitalOwner,voluntary non-profit - private +298,EmergencyService,yes +298,Condition,heart attack +298,MeasureCode,ami-5 +298,MeasureName,heart attack patients given beta blocker at discharge +298,Score, +298,Sample, +298,Stateavg,al_ami-5 +299,ProviderNumber,10018 +299,HospitalName,callahan eye foundation hospital +299,Address1,1720 university blvd +299,Address2, +299,Address3, +299,City,birmingham +299,State,al +299,ZipCode,35233 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of the first hospital dose of antibiotics +335,Score,100 +335,Sample,152 +335,Stateavg,al_pn-3b +336,ProviderNumber,10055 +336,HospitalName,flowers hospital +336,Address1,4370 west main street +336,Address2, +336,Address3, +336,City,dothan +336,State,al +336,ZipCode,36305 +336,CountyName,houston +336,PhoneNumber,3347935000 +336,HospitalType,acute care hospitals +336,HospitalOwner,proprietary +336,EmergencyService,yes +336,Condition,pneumonia +336,MeasureCode,pn-4 +336,MeasureName,pneumonia patients given smoking cessation advice/counseling +336,Score,100 +336,Sample,77 +336,Stateavg,al_pn-4 +337,ProviderNumber,10055 +337,HospitalName,flowers hospital +337,Address1,4370 west main street +337,Address2, +337,Address3, +337,City,dothan +337,State,al +337,ZipCode,36305 +337,CountyName,houston +337,PhoneNumber,3347935000 +337,HospitalType,acute care hospitals +337,HospitalOwner,proprietary +337,EmergencyService,yes +337,Condition,pneumonia +337,MeasureCode,pn-5c +337,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +337,Score,99 +337,Sample,146 +337,Stateavg,al_pn-5c +338,ProviderNumber,10055 +338,HospitalName,flowers hospital +338,Address1,4370 west main street +338,Address2, +338,Address3, +338,City,dothan +338,State,al +338,ZipCode,36305 +338,CountyName,houston +338,PhoneNumber,3347935000 +338,HospitalType,acute care hospitals +338,HospitalOwner,proprietary +338,EmergencyService,yes +338,Condition,pneumonia +338,MeasureCode,pn-6 +338,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +338,Score,99 +338,Sample,112 +338,Stateavg,al_pn-6 +339,ProviderNumber,10055 +339,HospitalName,flowers hospital +339,Address1,4370 west main street +339,Address2, +339,Address3, +339,City,dothan +339,State,al +339,ZipCode,36305 +339,CountyName,houston +339,PhoneNumber,3347935000 +339,HospitalType,acute care hospitals +339,HospitalOwner,proprietary +339,EmergencyService,yes +339,Condition,pneumonia +339,MeasureCode,pn-7 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left ventricular systolic (lvs) function +362,Score,100 +362,Sample,59 +362,Stateavg,al_hf-2 +363,ProviderNumber,10086 +363,HospitalName,northwest medical center +363,Address1,1530 u s highway 43 +363,Address2, +363,Address3, +363,City,winfield +363,State,al +363,ZipCode,35594 +363,CountyName,marion +363,PhoneNumber,2054877736 +363,HospitalType,acute care hospitals +363,HospitalOwner,proprietary +363,EmergencyService,yes +363,Condition,heart failure +363,MeasureCode,hf-3 +363,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +363,Score,85 +363,Sample,13 +363,Stateavg,al_hf-3 +364,ProviderNumber,10086 +364,HospitalName,northwest medical center +364,Address1,1530 u s highway 43 +364,Address2, +364,Address3, +364,City,winfield +364,State,al +364,ZipCode,35594 +364,CountyName,marion +364,PhoneNumber,2054877736 +364,HospitalType,acute care hospitals +364,HospitalOwner,proprietary +364,EmergencyService,yes +364,Condition,heart failure +364,MeasureCode,hf-4 +364,MeasureName,heart failure patients given smoking cessation advice/counseling +364,Score,100 +364,Sample,14 +364,Stateavg,al_hf-4 +365,ProviderNumber,10086 +365,HospitalName,northwest medical center +365,Address1,1530 u s highway 43 +365,Address2, +365,Address3, +365,City,winfield +365,State,al +365,ZipCode,35594 +365,CountyName,marion +365,PhoneNumber,2054877736 +365,HospitalType,acute care hospitals +365,HospitalOwner,proprietary +365,EmergencyService,yes +365,Condition,pneumonia +365,MeasureCode,pn-2 +365,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +365,Score,91 +365,Sample,66 +365,Stateavg,al_pn-2 +366,ProviderNumber,10086 +366,HospitalName,northwest medical center +366,Address1,1530 u s highway 43 +366,Address2, +366,Address3, +366,City,winfield +366,State,al +366,ZipCode,35594 +366,CountyName,marion +366,PhoneNumber,2054877736 +366,HospitalType,acute care hospitals +366,HospitalOwner,proprietary +366,EmergencyService,yes +366,Condition,pneumonia +366,MeasureCode,pn-3b +366,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +366,Score,98 +366,Sample,59 +366,Stateavg,al_pn-3b +367,ProviderNumber,10086 +367,HospitalName,northwest medical center +367,Address1,1530 u s highway 43 +367,Address2, +367,Address3, +367,City,winfield +367,State,al +367,ZipCode,35594 +367,CountyName,marion +367,PhoneNumber,2054877736 +367,HospitalType,acute care hospitals +367,HospitalOwner,proprietary +367,EmergencyService,yes +367,Condition,pneumonia +367,MeasureCode,pn-4 +367,MeasureName,pneumonia patients given smoking cessation advice/counseling +367,Score,98 +367,Sample,40 +367,Stateavg,al_pn-4 +368,ProviderNumber,10086 +368,HospitalName,northwest medical center +368,Address1,1530 u s highway 43 +368,Address2, +368,Address3, +368,City,winfield +368,State,al +368,ZipCode,35594 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+370,City,winfield +370,State,al +370,ZipCode,35594 +370,CountyName,marion +370,PhoneNumber,2054877736 +370,HospitalType,acute care hospitals +370,HospitalOwner,proprietary +370,EmergencyService,yes +370,Condition,pneumonia +370,MeasureCode,pn-7 +370,MeasureName,pneumonia patients assessed and given influenza vaccination +370,Score,82 +370,Sample,45 +370,Stateavg,al_pn-7 +371,ProviderNumber,10086 +371,HospitalName,northwest medical center +371,Address1,1530 u s highway 43 +371,Address2, +371,Address3, +371,City,winfield +371,State,al +371,ZipCode,35594 +371,CountyName,marion +371,PhoneNumber,2054877736 +371,HospitalType,acute care hospitals +371,HospitalOwner,proprietary +371,EmergencyService,yes +371,Condition,surgical infection prevention +371,MeasureCode,scip-card-2 +371,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +371,Score,89 +371,Sample,19 +371,Stateavg,al_scip-card-2 +372,ProviderNumber,10086 +372,HospitalName,northwest medical center +372,Address1,1530 u s highway 43 +372,Address2, +372,Address3, +372,City,winfield +372,State,al +372,ZipCode,35594 +372,CountyName,marion +372,PhoneNumber,2054877736 +372,HospitalType,acute care hospitals +372,HospitalOwner,proprietary +372,EmergencyService,yes +372,Condition,surgical infection prevention +372,MeasureCode,scip-inf-1 +372,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +372,Score,98 +372,Sample,102 +372,Stateavg,al_scip-inf-1 +373,ProviderNumber,10086 +373,HospitalName,northwest medical center +373,Address1,1530 u s highway 43 +373,Address2, +373,Address3, +373,City,winfield +373,State,al +373,ZipCode,35594 +373,CountyName,marion +373,PhoneNumber,2054877736 +373,HospitalType,acute care hospitals +373,HospitalOwner,proprietary +373,EmergencyService,yes 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removal cream c not a razor) +376,Score,100 +376,Sample,146 +376,Stateavg,al_scip-inf-6 +377,ProviderNumber,10086 +377,HospitalName,northwest medical center +377,Address1,1530 u s highway 43 +377,Address2, +377,Address3, +377,City,winfield +377,State,al +377,ZipCode,35594 +377,CountyName,marion +377,PhoneNumber,2054877736 +377,HospitalType,acute care hospitals +377,HospitalOwner,proprietary +377,EmergencyService,yes +377,Condition,surgical infection prevention +377,MeasureCode,scip-vte-1 +377,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +377,Score,95 +377,Sample,58 +377,Stateavg,al_scip-vte-1 +378,ProviderNumber,10086 +378,HospitalName,northwest medical center +378,Address1,1530 u s highway 43 +378,Address2, +378,Address3, +378,City,winfield +378,State,al +378,ZipCode,35594 +378,CountyName,marion +378,PhoneNumber,2054877736 +378,HospitalType,acute care hospitals +378,HospitalOwner,proprietary 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attack patients given pci within 90 minutes of arrival +385,Score,50 +385,Sample,16 +385,Stateavg,al_ami-8a +386,ProviderNumber,10087 +386,HospitalName,univ of south alabama medical center +386,Address1,2451 fillingim street +386,Address2, +386,Address3, +386,City,mobile +386,State,al +386,ZipCode,36617 +386,CountyName,mobile +386,PhoneNumber,2514717110 +386,HospitalType,acute care hospitals +386,HospitalOwner,government - state +386,EmergencyService,yes +386,Condition,heart failure +386,MeasureCode,hf-1 +386,MeasureName,heart failure patients given discharge instructions +386,Score,83 +386,Sample,146 +386,Stateavg,al_hf-1 +387,ProviderNumber,10087 +387,HospitalName,univ of south alabama medical center +387,Address1,2451 fillingim street +387,Address2, +387,Address3, +387,City,mobile +387,State,al +387,ZipCode,36617 +387,CountyName,mobile +387,PhoneNumber,2514717110 +387,HospitalType,acute care hospitals +387,HospitalOwner,government - state +387,EmergencyService,yes 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+389,PhoneNumber,2514717110 +389,HospitalType,acute care hospitals +389,HospitalOwner,government - state +389,EmergencyService,yes +389,Condition,heart failure +389,MeasureCode,hf-4 +389,MeasureName,heart failure patients given smoking cessation advice/counseling +389,Score,100 +389,Sample,45 +389,Stateavg,al_hf-4 +390,ProviderNumber,10087 +390,HospitalName,univ of south alabama medical center +390,Address1,2451 fillingim street +390,Address2, +390,Address3, +390,City,mobile +390,State,al +390,ZipCode,36617 +390,CountyName,mobile +390,PhoneNumber,2514717110 +390,HospitalType,acute care hospitals +390,HospitalOwner,government - state +390,EmergencyService,yes +390,Condition,pneumonia +390,MeasureCode,pn-2 +390,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +390,Score,71 +390,Sample,7 +390,Stateavg,al_pn-2 +391,ProviderNumber,10087 +391,HospitalName,univ of south alabama medical center +391,Address1,2451 fillingim street +391,Address2, +391,Address3, +391,City,mobile +391,State,al +391,ZipCode,36617 +391,CountyName,mobile +391,PhoneNumber,2514717110 +391,HospitalType,acute care hospitals +391,HospitalOwner,government - state +391,EmergencyService,yes +391,Condition,pneumonia +391,MeasureCode,pn-3b +391,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +391,Score,89 +391,Sample,35 +391,Stateavg,al_pn-3b +392,ProviderNumber,10108 +392,HospitalName,prattville baptist hospital +392,Address1,124 s memorial dr +392,Address2, +392,Address3, +392,City,prattville +392,State,al +392,ZipCode,36067 +392,CountyName,autauga +392,PhoneNumber,3343614267 +392,HospitalType,acute care hospitals +392,HospitalOwner,voluntary non-profit - private +392,EmergencyService,yes +392,Condition,heart attack +392,MeasureCode,ami-2 +392,MeasureName,heart attack patients given aspirin at discharge +392,Score,100 +392,Sample,4 +392,Stateavg,al_ami-2 +393,ProviderNumber,10108 +393,HospitalName,prattville baptist hospital +393,Address1,124 s memorial dr +393,Address2, +393,Address3, +393,City,prattville +393,State,al +393,ZipCode,36067 +393,CountyName,autauga +393,PhoneNumber,3343614267 +393,HospitalType,acute care hospitals +393,HospitalOwner,voluntary non-profit - private +393,EmergencyService,yes +393,Condition,heart attack +393,MeasureCode,ami-3 +393,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +393,Score,67 +393,Sample,3 +393,Stateavg,al_ami-3 +394,ProviderNumber,10108 +394,HospitalName,prattville baptist hospital +394,Address1,124 s memorial dr +394,Address2, +394,Address3, +394,City,prattville +394,State,al +394,ZipCode,36067 +394,CountyName,autauga +394,PhoneNumber,3343614267 +394,HospitalType,acute care hospitals +394,HospitalOwner,voluntary non-profit - private +394,EmergencyService,yes +394,Condition,heart attack +394,MeasureCode,ami-4 +394,MeasureName,heart attack patients given smoking cessation advice/counseling +394,Score, +394,Sample,0 +394,Stateavg,al_ami-4 +395,ProviderNumber,10108 +395,HospitalName,prattville baptist hospital +395,Address1,124 s memorial dr +395,Address2, +395,Address3, +395,City,prattville +395,State,al +395,ZipCode,36067 +395,CountyName,autauga +395,PhoneNumber,3343614267 +395,HospitalType,acute care hospitals +395,HospitalOwner,voluntary non-profit - private +395,EmergencyService,yes +395,Condition,heart attack +395,MeasureCode,ami-5 +395,MeasureName,heart attack patients given beta blocker at discharge +395,Score,100 +395,Sample,5 +395,Stateavg,al_ami-5 +396,ProviderNumber,10108 +396,HospitalName,prattville baptist hospital +396,Address1,124 s memorial dr +396,Address2, +396,Address3, +396,City,prattville +396,State,al +396,ZipCode,36067 +396,CountyName,autauga +396,PhoneNumber,3343614267 +396,HospitalType,acute care hospitals +396,HospitalOwner,voluntary non-profit - private +396,EmergencyService,yes 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care hospitals +398,HospitalOwner,voluntary non-profit - private +398,EmergencyService,yes +398,Condition,heart failure +398,MeasureCode,hf-1 +398,MeasureName,heart failure patients given discharge instructions +398,Score,96 +398,Sample,75 +398,Stateavg,al_hf-1 +399,ProviderNumber,10108 +399,HospitalName,prattville baptist hospital +399,Address1,124 s memorial dr +399,Address2, +399,Address3, +399,City,prattville +399,State,al +399,ZipCode,36067 +399,CountyName,autauga +399,PhoneNumber,3343614267 +399,HospitalType,acute care hospitals +399,HospitalOwner,voluntary non-profit - private +399,EmergencyService,yes +399,Condition,heart failure +399,MeasureCode,hf-2 +399,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +399,Score,94 +399,Sample,93 +399,Stateavg,al_hf-2 +400,ProviderNumber,10108 +400,HospitalName,prattville baptist hospital +400,Address1,124 s memorial dr +400,Address2, +400,Address3, +400,City,prattville +400,State,al +400,ZipCode,36067 +400,CountyName,autauga +400,PhoneNumber,3343614267 +400,HospitalType,acute care hospitals +400,HospitalOwner,voluntary non-profit - private +400,EmergencyService,yes +400,Condition,heart failure +400,MeasureCode,hf-3 +400,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +400,Score,94 +400,Sample,18 +400,Stateavg,al_hf-3 +401,ProviderNumber,10108 +401,HospitalName,prattville baptist hospital +401,Address1,124 s memorial dr +401,Address2, +401,Address3, +401,City,prattville +401,State,al +401,ZipCode,36067 +401,CountyName,autauga +401,PhoneNumber,3343614267 +401,HospitalType,acute care hospitals +401,HospitalOwner,voluntary non-profit - private +401,EmergencyService,yes +401,Condition,heart failure +401,MeasureCode,hf-4 +401,MeasureName,heart failure patients given smoking cessation advice/counseling +401,Score,96 +401,Sample,27 +401,Stateavg,al_hf-4 +402,ProviderNumber,10108 +402,HospitalName,prattville baptist hospital +402,Address1,124 s memorial dr +402,Address2, +402,Address3, +402,City,prattville +402,State,al +402,ZipCode,36067 +402,CountyName,autauga +402,PhoneNumber,3343614267 +402,HospitalType,acute care hospitals +402,HospitalOwner,voluntary non-profit - private +402,EmergencyService,yes +402,Condition,pneumonia +402,MeasureCode,pn-2 +402,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +402,Score,94 +402,Sample,116 +402,Stateavg,al_pn-2 +403,ProviderNumber,10108 +403,HospitalName,prattville baptist hospital +403,Address1,124 s memorial dr +403,Address2, +403,Address3, +403,City,prattville +403,State,al +403,ZipCode,36067 +403,CountyName,autauga +403,PhoneNumber,3343614267 +403,HospitalType,acute care hospitals +403,HospitalOwner,voluntary non-profit - private +403,EmergencyService,yes +403,Condition,pneumonia +403,MeasureCode,pn-3b +403,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +403,Score,95 +403,Sample,138 +403,Stateavg,al_pn-3b +404,ProviderNumber,10108 +404,HospitalName,prattville baptist hospital +404,Address1,124 s memorial dr +404,Address2, +404,Address3, +404,City,prattville +404,State,al +404,ZipCode,36067 +404,CountyName,autauga +404,PhoneNumber,3343614267 +404,HospitalType,acute care hospitals +404,HospitalOwner,voluntary non-profit - private +404,EmergencyService,yes +404,Condition,pneumonia +404,MeasureCode,pn-4 +404,MeasureName,pneumonia patients given smoking cessation advice/counseling +404,Score,100 +404,Sample,67 +404,Stateavg,al_pn-4 +405,ProviderNumber,10108 +405,HospitalName,prattville baptist hospital +405,Address1,124 s memorial dr +405,Address2, +405,Address3, +405,City,prattville +405,State,al +405,ZipCode,36067 +405,CountyName,autauga +405,PhoneNumber,3343614267 +405,HospitalType,acute care hospitals +405,HospitalOwner,voluntary non-profit - private +405,EmergencyService,yes +405,Condition,pneumonia +405,MeasureCode,pn-5c +405,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +405,Score,94 +405,Sample,131 +405,Stateavg,al_pn-5c +406,ProviderNumber,10108 +406,HospitalName,prattville baptist hospital +406,Address1,124 s memorial dr +406,Address2, +406,Address3, +406,City,prattville +406,State,al +406,ZipCode,36067 +406,CountyName,autauga +406,PhoneNumber,3343614267 +406,HospitalType,acute care hospitals +406,HospitalOwner,voluntary non-profit - private +406,EmergencyService,yes +406,Condition,pneumonia +406,MeasureCode,pn-6 +406,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +406,Score,92 +406,Sample,93 +406,Stateavg,al_pn-6 +407,ProviderNumber,10108 +407,HospitalName,prattville baptist hospital +407,Address1,124 s memorial dr +407,Address2, +407,Address3, +407,City,prattville +407,State,al +407,ZipCode,36067 +407,CountyName,autauga +407,PhoneNumber,3343614267 +407,HospitalType,acute care hospitals +407,HospitalOwner,voluntary non-profit - private +407,EmergencyService,yes +407,Condition,pneumonia +407,MeasureCode,pn-7 +407,MeasureName,pneumonia patients assessed and given influenza vaccination +407,Score,99 +407,Sample,89 +407,Stateavg,al_pn-7 +408,ProviderNumber,10108 +408,HospitalName,prattville baptist hospital +408,Address1,124 s memorial dr +408,Address2, +408,Address3, +408,City,prattville +408,State,al +408,ZipCode,36067 +408,CountyName,autauga +408,PhoneNumber,3343614267 +408,HospitalType,acute care hospitals +408,HospitalOwner,voluntary non-profit - private +408,EmergencyService,yes +408,Condition,surgical infection prevention +408,MeasureCode,scip-card-2 +408,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +408,Score,100 +408,Sample,1 +408,Stateavg,al_scip-card-2 +409,ProviderNumber,10108 +409,HospitalName,prattville baptist hospital +409,Address1,124 s memorial dr +409,Address2, +409,Address3, +409,City,prattville +409,State,al +409,ZipCode,36067 +409,CountyName,autauga +409,PhoneNumber,3343614267 +409,HospitalType,acute care hospitals +409,HospitalOwner,voluntary non-profit - private +409,EmergencyService,yes +409,Condition,surgical infection prevention +409,MeasureCode,scip-inf-1 +409,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +409,Score,90 +409,Sample,10 +409,Stateavg,al_scip-inf-1 +410,ProviderNumber,10108 +410,HospitalName,prattville baptist hospital +410,Address1,124 s memorial dr +410,Address2, +410,Address3, +410,City,prattville +410,State,al +410,ZipCode,36067 +410,CountyName,autauga +410,PhoneNumber,3343614267 +410,HospitalType,acute care hospitals +410,HospitalOwner,voluntary non-profit - private +410,EmergencyService,yes +410,Condition,surgical infection prevention +410,MeasureCode,scip-inf-2 +410,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +410,Score,90 +410,Sample,10 +410,Stateavg,al_scip-inf-2 +411,ProviderNumber,10108 +411,HospitalName,prattville baptist hospital +411,Address1,124 s memorial dr +411,Address2, +411,Address3, +411,City,prattville +411,State,al +411,ZipCode,36067 +411,CountyName,autauga +411,PhoneNumber,3343614267 +411,HospitalType,acute care hospitals +411,HospitalOwner,voluntary non-profit - private +411,EmergencyService,yes +411,Condition,surgical infection prevention +411,MeasureCode,scip-inf-3 +411,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +411,Score,100 +411,Sample,10 +411,Stateavg,al_scip-inf-3 +412,ProviderNumber,10158 +412,HospitalName,russellville hospital +412,Address1,15155 highway 43 +412,Address2, +412,Address3, +412,City,russellville +412,State,al +412,ZipCode,35653 +412,CountyName,franklin +412,PhoneNumber,2563321611 +412,HospitalType,acute care hospitals +412,HospitalOwner,proprietary +412,EmergencyService,yes +412,Condition,surgical infection prevention +412,MeasureCode,scip-vte-1 +412,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +412,Score,100 +412,Sample,125 +412,Stateavg,al_scip-vte-1 +413,ProviderNumber,10158 +413,HospitalName,russellville hospital +413,Address1,15155 highway 43 +413,Address2, +413,Address3, +413,City,russellville +413,State,al +413,ZipCode,35653 +413,CountyName,franklin +413,PhoneNumber,2563321611 +413,HospitalType,acute care hospitals +413,HospitalOwner,proprietary +413,EmergencyService,yes +413,Condition,surgical infection prevention +413,MeasureCode,scip-vte-2 +413,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +413,Score,98 +413,Sample,125 +413,Stateavg,al_scip-vte-2 +414,ProviderNumber,10164 +414,HospitalName,coosa valley medical center +414,Address1,315 w hickory st +414,Address2, +414,Address3, +414,City,sylacauga +414,State,al +414,ZipCode,35150 +414,CountyName,talladega +414,PhoneNumber,2562495000 +414,HospitalType,acute care hospitals +414,HospitalOwner,voluntary non-profit - other +414,EmergencyService,no +414,Condition,heart attack +414,MeasureCode,ami-1 +414,MeasureName,heart attack patients given aspirin at arrival +414,Score,90 +414,Sample,10 +414,Stateavg,al_ami-1 +415,ProviderNumber,10164 +415,HospitalName,coosa valley medical center +415,Address1,315 w hickory st +415,Address2, +415,Address3, +415,City,sylacauga +415,State,al +415,ZipCode,35150 +415,CountyName,talladega +415,PhoneNumber,2562495000 +415,HospitalType,acute care hospitals +415,HospitalOwner,voluntary non-profit - other +415,EmergencyService,no +415,Condition,heart attack +415,MeasureCode,ami-2 +415,MeasureName,heart attack patients given aspirin at discharge +415,Score,100 +415,Sample,3 +415,Stateavg,al_ami-2 +416,ProviderNumber,10164 +416,HospitalName,coosa valley medical center +416,Address1,315 w hickory st +416,Address2, +416,Address3, +416,City,sylacauga +416,State,al +416,ZipCode,35150 +416,CountyName,talladega +416,PhoneNumber,2562495000 +416,HospitalType,acute care hospitals +416,HospitalOwner,voluntary non-profit - other +416,EmergencyService,no +416,Condition,heart attack +416,MeasureCode,ami-3 +416,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +416,Score,100 +416,Sample,1 +416,Stateavg,al_ami-3 +417,ProviderNumber,10164 +417,HospitalName,coosa valley medical center +417,Address1,315 w hickory st +417,Address2, +417,Address3, +417,City,sylacauga +417,State,al +417,ZipCode,35150 +417,CountyName,talladega +417,PhoneNumber,2562495000 +417,HospitalType,acute care hospitals +417,HospitalOwner,voluntary non-profit - other +417,EmergencyService,no +417,Condition,heart attack +417,MeasureCode,ami-4 +417,MeasureName,heart attack patients given smoking cessation advice/counseling +417,Score, +417,Sample,0 +417,Stateavg,al_ami-4 +418,ProviderNumber,10164 +418,HospitalName,coosa valley medical center +418,Address1,315 w hickory st +418,Address2, +418,Address3, +418,City,sylacauga +418,State,al +418,ZipCode,35150 +418,CountyName,talladega +418,PhoneNumber,2562495000 +418,HospitalType,acute care hospitals +418,HospitalOwner,voluntary non-profit - other +418,EmergencyService,no +418,Condition,heart attack +418,MeasureCode,ami-5 +418,MeasureName,heart attack patients given beta blocker at discharge +418,Score,100 +418,Sample,4 +418,Stateavg,al_ami-5 +419,ProviderNumber,10164 +419,HospitalName,coosa valley medical center +419,Address1,315 w hickory st +419,Address2, +419,Address3, +419,City,sylacauga +419,State,al +419,ZipCode,35150 +419,CountyName,talladega +419,PhoneNumber,2562495000 +419,HospitalType,acute care hospitals +419,HospitalOwner,voluntary non-profit - other +419,EmergencyService,no +419,Condition,heart attack +419,MeasureCode,ami-7a +419,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +419,Score, +419,Sample,0 +419,Stateavg,al_ami-7a +420,ProviderNumber,10164 +420,HospitalName,coosa valley medical center +420,Address1,315 w hickory st +420,Address2, +420,Address3, +420,City,sylacauga +420,State,al +420,ZipCode,35150 +420,CountyName,talladega +420,PhoneNumber,2562495000 +420,HospitalType,acute care hospitals +420,HospitalOwner,voluntary non-profit - other +420,EmergencyService,no +420,Condition,heart attack +420,MeasureCode,ami-8a +420,MeasureName,heart attack patients given pci within 90 minutes of arrival +420,Score, +420,Sample,0 +420,Stateavg,al_ami-8a +421,ProviderNumber,10164 +421,HospitalName,coosa valley medical center +421,Address1,315 w hickory st +421,Address2, +421,Address3, +421,City,sylacauga +421,State,al +421,ZipCode,35150 +421,CountyName,talladega +421,PhoneNumber,2562495000 +421,HospitalType,acute care hospitals +421,HospitalOwner,voluntary non-profit - other +421,EmergencyService,no +421,Condition,heart failure +421,MeasureCode,hf-1 +421,MeasureName,heart failure patients given discharge instructions +421,Score,77 +421,Sample,78 +421,Stateavg,al_hf-1 +422,ProviderNumber,10164 +422,HospitalName,coosa valley medical center +422,Address1,315 w hickory st +422,Address2, +422,Address3, +422,City,sylacauga +422,State,al +422,ZipCode,35150 +422,CountyName,talladega +422,PhoneNumber,2562495000 +422,HospitalType,acute care hospitals +422,HospitalOwner,voluntary non-profit - other +422,EmergencyService,no +422,Condition,heart failure +422,MeasureCode,hf-2 +422,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +422,Score,99 +422,Sample,105 +422,Stateavg,al_hf-2 +423,ProviderNumber,10164 +423,HospitalName,coosa valley medical center +423,Address1,315 w hickory st 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initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +426,Score,97 +426,Sample,95 +426,Stateavg,al_pn-3b +427,ProviderNumber,10164 +427,HospitalName,coosa valley medical center +427,Address1,315 w hickory st +427,Address2, +427,Address3, +427,City,sylacauga +427,State,al +427,ZipCode,35150 +427,CountyName,talladega +427,PhoneNumber,2562495000 +427,HospitalType,acute care hospitals +427,HospitalOwner,voluntary non-profit - other +427,EmergencyService,no +427,Condition,pneumonia +427,MeasureCode,pn-4 +427,MeasureName,pneumonia patients given smoking cessation advice/counseling +427,Score,100 +427,Sample,47 +427,Stateavg,al_pn-4 +428,ProviderNumber,10164 +428,HospitalName,coosa valley medical center +428,Address1,315 w hickory st +428,Address2, +428,Address3, +428,City,sylacauga +428,State,al +428,ZipCode,35150 +428,CountyName,talladega +428,PhoneNumber,2562495000 +428,HospitalType,acute care hospitals 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+430,CountyName,talladega +430,PhoneNumber,2562495000 +430,HospitalType,acute care hospitals +430,HospitalOwner,voluntary non-profit - other +430,EmergencyService,no +430,Condition,pneumonia +430,MeasureCode,pn-7 +430,MeasureName,pneumonia patients assessed and given influenza vaccination +430,Score,88 +430,Sample,51 +430,Stateavg,al_pn-7 +431,ProviderNumber,10164 +431,HospitalName,coosa valley medical center +431,Address1,315 w hickory st +431,Address2, +431,Address3, +431,City,sylacauga +431,State,al +431,ZipCode,35150 +431,CountyName,talladega +431,PhoneNumber,2562495000 +431,HospitalType,acute care hospitals +431,HospitalOwner,voluntary non-profit - other +431,EmergencyService,no +431,Condition,surgical infection prevention +431,MeasureCode,scip-card-2 +431,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +431,Score,82 +431,Sample,22 +431,Stateavg,al_scip-card-2 +432,ProviderNumber,20017 +432,HospitalName,alaska regional hospital +432,Address1,2801 debarr road +432,Address2, +432,Address3, +432,City,anchorage +432,State,ak +432,ZipCode,99508 +432,CountyName,anchorage +432,PhoneNumber,9072761131 +432,HospitalType,acute care hospitals +432,HospitalOwner,proprietary +432,EmergencyService,yes +432,Condition,heart failure +432,MeasureCode,hf-1 +432,MeasureName,heart failure patients given discharge instructions +432,Score,91 +432,Sample,57 +432,Stateavg,ak_hf-1 +433,ProviderNumber,20017 +433,HospitalName,alaska regional hospital +433,Address1,2801 debarr road +433,Address2, +433,Address3, +433,City,anchorage +433,State,ak +433,ZipCode,99508 +433,CountyName,anchorage +433,PhoneNumber,9072761131 +433,HospitalType,acute care hospitals +433,HospitalOwner,proprietary +433,EmergencyService,yes +433,Condition,heart failure +433,MeasureCode,hf-2 +433,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +433,Score,98 +433,Sample,61 +433,Stateavg,ak_hf-2 +434,ProviderNumber,20017 +434,HospitalName,alaska regional hospital +434,Address1,2801 debarr road +434,Address2, +434,Address3, +434,City,anchorage +434,State,ak +434,ZipCode,99508 +434,CountyName,anchorage +434,PhoneNumber,9072761131 +434,HospitalType,acute care hospitals +434,HospitalOwner,proprietary +434,EmergencyService,yes +434,Condition,heart failure +434,MeasureCode,hf-3 +434,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +434,Score,100 +434,Sample,33 +434,Stateavg,ak_hf-3 +435,ProviderNumber,20017 +435,HospitalName,alaska regional hospital +435,Address1,2801 debarr road +435,Address2, +435,Address3, +435,City,anchorage +435,State,ak +435,ZipCode,99508 +435,CountyName,anchorage +435,PhoneNumber,9072761131 +435,HospitalType,acute care hospitals +435,HospitalOwner,proprietary +435,EmergencyService,yes +435,Condition,heart failure +435,MeasureCode,hf-4 +435,MeasureName,heart failure patients given smoking cessation advice/counseling +435,Score,100 +435,Sample,13 +435,Stateavg,ak_hf-4 +436,ProviderNumber,20017 +436,HospitalName,alaska regional hospital +436,Address1,2801 debarr road +436,Address2, +436,Address3, +436,City,anchorage +436,State,ak +436,ZipCode,99508 +436,CountyName,anchorage +436,PhoneNumber,9072761131 +436,HospitalType,acute care hospitals +436,HospitalOwner,proprietary +436,EmergencyService,yes +436,Condition,pneumonia +436,MeasureCode,pn-2 +436,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +436,Score,97 +436,Sample,37 +436,Stateavg,ak_pn-2 +437,ProviderNumber,20017 +437,HospitalName,alaska regional hospital +437,Address1,2801 debarr road +437,Address2, +437,Address3, +437,City,anchorage +437,State,ak +437,ZipCode,99508 +437,CountyName,anchorage +437,PhoneNumber,9072761131 +437,HospitalType,acute care hospitals +437,HospitalOwner,proprietary +437,EmergencyService,yes +437,Condition,pneumonia +437,MeasureCode,pn-3b +437,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +437,Score,100 +437,Sample,47 +437,Stateavg,ak_pn-3b +438,ProviderNumber,20017 +438,HospitalName,alaska regional hospital +438,Address1,2801 debarr road +438,Address2, +438,Address3, +438,City,anchorage +438,State,ak +438,ZipCode,99508 +438,CountyName,anchorage +438,PhoneNumber,9072761131 +438,HospitalType,acute care hospitals +438,HospitalOwner,proprietary +438,EmergencyService,yes +438,Condition,pneumonia +438,MeasureCode,pn-4 +438,MeasureName,pneumonia patients given smoking cessation advice/counseling +438,Score,96 +438,Sample,26 +438,Stateavg,ak_pn-4 +439,ProviderNumber,20017 +439,HospitalName,alaska regional hospital +439,Address1,2801 debarr road +439,Address2, +439,Address3, +439,City,anchorage +439,State,ak +439,ZipCode,99508 +439,CountyName,anchorage +439,PhoneNumber,9072761131 +439,HospitalType,acute care hospitals +439,HospitalOwner,proprietary +439,EmergencyService,yes +439,Condition,pneumonia +439,MeasureCode,pn-5c +439,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +439,Score,97 +439,Sample,39 +439,Stateavg,ak_pn-5c +440,ProviderNumber,20017 +440,HospitalName,alaska regional hospital +440,Address1,2801 debarr road +440,Address2, +440,Address3, +440,City,anchorage +440,State,ak +440,ZipCode,99508 +440,CountyName,anchorage +440,PhoneNumber,9072761131 +440,HospitalType,acute care hospitals +440,HospitalOwner,proprietary +440,EmergencyService,yes +440,Condition,pneumonia +440,MeasureCode,pn-6 +440,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +440,Score,95 +440,Sample,22 +440,Stateavg,ak_pn-6 +441,ProviderNumber,20017 +441,HospitalName,alaska regional hospital +441,Address1,2801 debarr road +441,Address2, +441,Address3, +441,City,anchorage +441,State,ak +441,ZipCode,99508 +441,CountyName,anchorage +441,PhoneNumber,9072761131 +441,HospitalType,acute care hospitals +441,HospitalOwner,proprietary +441,EmergencyService,yes +441,Condition,pneumonia +441,MeasureCode,pn-7 +441,MeasureName,pneumonia patients assessed and given influenza vaccination +441,Score,90 +441,Sample,29 +441,Stateavg,ak_pn-7 +442,ProviderNumber,20017 +442,HospitalName,alaska regional hospital +442,Address1,2801 debarr road +442,Address2, +442,Address3, +442,City,anchorage +442,State,ak +442,ZipCode,99508 +442,CountyName,anchorage +442,PhoneNumber,9072761131 +442,HospitalType,acute care hospitals +442,HospitalOwner,proprietary +442,EmergencyService,yes +442,Condition,surgical infection prevention +442,MeasureCode,scip-card-2 +442,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +442,Score,87 +442,Sample,106 +442,Stateavg,ak_scip-card-2 +443,ProviderNumber,20017 +443,HospitalName,alaska regional hospital +443,Address1,2801 debarr road +443,Address2, +443,Address3, +443,City,anchorage +443,State,ak +443,ZipCode,99508 +443,CountyName,anchorage +443,PhoneNumber,9072761131 +443,HospitalType,acute care hospitals +443,HospitalOwner,proprietary +443,EmergencyService,yes +443,Condition,surgical infection prevention +443,MeasureCode,scip-inf-1 +443,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +443,Score,96 +443,Sample,513 +443,Stateavg,ak_scip-inf-1 +444,ProviderNumber,20017 +444,HospitalName,alaska regional hospital +444,Address1,2801 debarr road +444,Address2, +444,Address3, +444,City,anchorage +444,State,ak +444,ZipCode,99508 +444,CountyName,anchorage +444,PhoneNumber,9072761131 +444,HospitalType,acute care hospitals +444,HospitalOwner,proprietary +444,EmergencyService,yes +444,Condition,surgical infection prevention +444,MeasureCode,scip-inf-2 +444,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +444,Score,98 +444,Sample,521 +444,Stateavg,ak_scip-inf-2 +445,ProviderNumber,20017 +445,HospitalName,alaska regional hospital +445,Address1,2801 debarr road +445,Address2, +445,Address3, +445,City,anchorage +445,State,ak +445,ZipCode,99508 +445,CountyName,anchorage +445,PhoneNumber,9072761131 +445,HospitalType,acute care hospitals +445,HospitalOwner,proprietary +445,EmergencyService,yes +445,Condition,surgical infection prevention +445,MeasureCode,scip-inf-3 +445,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +445,Score,88 +445,Sample,499 +445,Stateavg,ak_scip-inf-3 +446,ProviderNumber,20017 +446,HospitalName,alaska regional hospital +446,Address1,2801 debarr road +446,Address2, +446,Address3, +446,City,anchorage +446,State,ak +446,ZipCode,99508 +446,CountyName,anchorage +446,PhoneNumber,9072761131 +446,HospitalType,acute care hospitals +446,HospitalOwner,proprietary +446,EmergencyService,yes +446,Condition,surgical infection prevention +446,MeasureCode,scip-inf-4 +446,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +446,Score,94 +446,Sample,146 +446,Stateavg,ak_scip-inf-4 +447,ProviderNumber,20017 +447,HospitalName,alaska regional hospital +447,Address1,2801 debarr road +447,Address2, +447,Address3, +447,City,anchorage +447,State,ak +447,ZipCode,99508 +447,CountyName,anchorage +447,PhoneNumber,9072761131 +447,HospitalType,acute care hospitals +447,HospitalOwner,proprietary +447,EmergencyService,yes +447,Condition,surgical infection prevention +447,MeasureCode,scip-inf-6 +447,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +447,Score,100 +447,Sample,690 +447,Stateavg,ak_scip-inf-6 +448,ProviderNumber,20017 +448,HospitalName,alaska regional hospital +448,Address1,2801 debarr road +448,Address2, +448,Address3, +448,City,anchorage +448,State,ak +448,ZipCode,99508 +448,CountyName,anchorage +448,PhoneNumber,9072761131 +448,HospitalType,acute care hospitals +448,HospitalOwner,proprietary +448,EmergencyService,yes +448,Condition,surgical infection prevention +448,MeasureCode,scip-vte-1 +448,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +448,Score,94 +448,Sample,226 +448,Stateavg,ak_scip-vte-1 +449,ProviderNumber,20017 +449,HospitalName,alaska regional hospital +449,Address1,2801 debarr road +449,Address2, +449,Address3, +449,City,anchorage +449,State,ak +449,ZipCode,99508 +449,CountyName,anchorage +449,PhoneNumber,9072761131 +449,HospitalType,acute care hospitals +449,HospitalOwner,proprietary +449,EmergencyService,yes +449,Condition,surgical infection prevention +449,MeasureCode,scip-vte-2 +449,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +449,Score,94 +449,Sample,223 +449,Stateavg,ak_scip-vte-2 +450,ProviderNumber,20018 +450,HospitalName,yukon kuskokwim delta reg hospital +450,Address1,po box 287 +450,Address2, +450,Address3, +450,City,bethel +450,State,ak +450,ZipCode,99559 +450,CountyName,bethel +450,PhoneNumber,9075436300 +450,HospitalType,acute care hospitals +450,HospitalOwner,government - federal +450,EmergencyService,no +450,Condition,heart attack +450,MeasureCode,ami-1 +450,MeasureName,heart attack patients given aspirin at arrival +450,Score, +450,Sample, +450,Stateavg,ak_ami-1 +451,ProviderNumber,20018 +451,HospitalName,yukon kuskokwim delta reg hospital +451,Address1,po box 287 +451,Address2, +451,Address3, +451,City,bethel +451,State,ak +451,ZipCode,99559 +451,CountyName,bethel +451,PhoneNumber,9075436300 +451,HospitalType,acute care hospitals +451,HospitalOwner,government - federal +451,EmergencyService,no +451,Condition,heart attack +451,MeasureCode,ami-2 +451,MeasureName,heart attack patients given aspirin at discharge +451,Score, +451,Sample, +451,Stateavg,ak_ami-2 +452,ProviderNumber,10019 +452,HospitalName,helen keller memorial hospital +452,Address1,1300 south montgomery avenue +452,Address2, +452,Address3, +452,City,sheffield +452,State,al +452,ZipCode,35660 +452,CountyName,jefferson +452,PhoneNumber,2563864556 +452,HospitalType,acute care hospitals +452,HospitalOwner,government - hospital district or authority +452,EmergencyService,yes +452,Condition,pneumonia +452,MeasureCode,pn-2 +452,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +452,Score,89 +452,Sample,150 +452,Stateavg,al_pn-2 +453,ProviderNumber,10019 +453,HospitalName,helen keller memorial hospital +453,Address1,1300 south montgomery avenue +453,Address2, +453,Address3, +453,City,sheffield +453,State,al +453,ZipCode,35660 +453,CountyName,jefferson +453,PhoneNumber,2563864556 +453,HospitalType,acute care hospitals +453,HospitalOwner,government - hospital district or authority +453,EmergencyService,yes +453,Condition,pneumonia +453,MeasureCode,pn-3b +453,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +453,Score,99 +453,Sample,149 +453,Stateavg,al_pn-3b +454,ProviderNumber,10019 +454,HospitalName,helen keller memorial hospital +454,Address1,1300 south montgomery avenue +454,Address2, +454,Address3, +454,City,sheffield +454,State,al +454,ZipCode,35660 +454,CountyName,jefferson +454,PhoneNumber,2563864556 +454,HospitalType,acute care hospitals +454,HospitalOwner,government - hospital district or authority +454,EmergencyService,yes +454,Condition,pneumonia +454,MeasureCode,pn-4 +454,MeasureName,pneumonia patients given smoking cessation advice/counseling +454,Score,97 +454,Sample,79 +454,Stateavg,al_pn-4 +455,ProviderNumber,10019 +455,HospitalName,helen keller memorial hospital +455,Address1,1300 south montgomery avenue +455,Address2, +455,Address3, +455,City,sheffield +455,State,al +455,ZipCode,35660 +455,CountyName,jefferson +455,PhoneNumber,2563864556 +455,HospitalType,acute care hospitals +455,HospitalOwner,government - hospital district or authority +455,EmergencyService,yes +455,Condition,pneumonia +455,MeasureCode,pn-5c +455,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +455,Score,98 +455,Sample,192 +455,Stateavg,al_pn-5c +456,ProviderNumber,10019 +456,HospitalName,helen keller memorial hospital +456,Address1,1300 south montgomery avenue +456,Address2, +456,Address3, +456,City,sheffield +456,State,al +456,ZipCode,35660 +456,CountyName,jefferson +456,PhoneNumber,2563864556 +456,HospitalType,acute care hospitals +456,HospitalOwner,government - hospital district or authority +456,EmergencyService,yes +456,Condition,pneumonia +456,MeasureCode,pn-6 +456,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +456,Score,86 +456,Sample,139 +456,Stateavg,al_pn-6 +457,ProviderNumber,10019 +457,HospitalName,helen keller memorial hospital +457,Address1,1300 south montgomery avenue +457,Address2, +457,Address3, +457,City,sheffield +457,State,al +457,ZipCode,35660 +457,CountyName,jefferson +457,PhoneNumber,2563864556 +457,HospitalType,acute care hospitals +457,HospitalOwner,government - hospital district or authority +457,EmergencyService,yes +457,Condition,pneumonia +457,MeasureCode,pn-7 +457,MeasureName,pneumonia patients assessed and given influenza vaccination +457,Score,82 +457,Sample,119 +457,Stateavg,al_pn-7 +458,ProviderNumber,10019 +458,HospitalName,helen keller memorial hospital +458,Address1,1300 south montgomery avenue +458,Address2, +458,Address3, +458,City,sheffield +458,State,al +458,ZipCode,35660 +458,CountyName,jefferson +458,PhoneNumber,2563864556 +458,HospitalType,acute care hospitals +458,HospitalOwner,government - hospital district or authority +458,EmergencyService,yes +458,Condition,surgical infection prevention +458,MeasureCode,scip-card-2 +458,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +458,Score,81 +458,Sample,54 +458,Stateavg,al_scip-card-2 +459,ProviderNumber,10019 +459,HospitalName,helen keller memorial hospital +459,Address1,1300 south montgomery avenue +459,Address2, +459,Address3, +459,City,sheffield +459,State,al +459,ZipCode,35660 +459,CountyName,jefferson +459,PhoneNumber,2563864556 +459,HospitalType,acute care hospitals +459,HospitalOwner,government - hospital district or authority +459,EmergencyService,yes +459,Condition,surgical infection prevention +459,MeasureCode,scip-inf-1 +459,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +459,Score,92 +459,Sample,253 +459,Stateavg,al_scip-inf-1 +460,ProviderNumber,10019 +460,HospitalName,helen keller memorial hospital +460,Address1,1300 south montgomery avenue +460,Address2, +460,Address3, +460,City,sheffield +460,State,al +460,ZipCode,35660 +460,CountyName,jefferson +460,PhoneNumber,2563864556 +460,HospitalType,acute care hospitals +460,HospitalOwner,government - hospital district or authority +460,EmergencyService,yes +460,Condition,surgical infection prevention +460,MeasureCode,scip-inf-2 +460,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +460,Score,91 +460,Sample,255 +460,Stateavg,al_scip-inf-2 +461,ProviderNumber,10019 +461,HospitalName,helen keller memorial hospital +461,Address1,1300 south montgomery avenue +461,Address2, +461,Address3, +461,City,sheffield +461,State,al +461,ZipCode,35660 +461,CountyName,jefferson +461,PhoneNumber,2563864556 +461,HospitalType,acute care hospitals +461,HospitalOwner,government - hospital district or authority +461,EmergencyService,yes +461,Condition,surgical infection prevention +461,MeasureCode,scip-inf-3 +461,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +461,Score,84 +461,Sample,245 +461,Stateavg,al_scip-inf-3 +462,ProviderNumber,10019 +462,HospitalName,helen keller memorial hospital +462,Address1,1300 south montgomery avenue +462,Address2, +462,Address3, +462,City,sheffield +462,State,al +462,ZipCode,35660 +462,CountyName,jefferson +462,PhoneNumber,2563864556 +462,HospitalType,acute care hospitals +462,HospitalOwner,government - hospital district or authority +462,EmergencyService,yes +462,Condition,surgical infection prevention +462,MeasureCode,scip-inf-4 +462,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +462,Score, +462,Sample,0 +462,Stateavg,al_scip-inf-4 +463,ProviderNumber,10019 +463,HospitalName,helen keller memorial hospital +463,Address1,1300 south montgomery avenue +463,Address2, +463,Address3, +463,City,sheffield +463,State,al +463,ZipCode,35660 +463,CountyName,jefferson +463,PhoneNumber,2563864556 +463,HospitalType,acute care hospitals +463,HospitalOwner,government - hospital district or authority +463,EmergencyService,yes +463,Condition,surgical infection prevention +463,MeasureCode,scip-inf-6 +463,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +463,Score,97 +463,Sample,369 +463,Stateavg,al_scip-inf-6 +464,ProviderNumber,10019 +464,HospitalName,helen keller memorial hospital +464,Address1,1300 south montgomery avenue +464,Address2, +464,Address3, +464,City,sheffield +464,State,al +464,ZipCode,35660 +464,CountyName,jefferson +464,PhoneNumber,2563864556 +464,HospitalType,acute care hospitals +464,HospitalOwner,government - hospital district or authority +464,EmergencyService,yes +464,Condition,surgical infection prevention +464,MeasureCode,scip-vte-1 +464,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +464,Score,85 +464,Sample,144 +464,Stateavg,al_scip-vte-1 +465,ProviderNumber,10019 +465,HospitalName,helen keller memorial hospital +465,Address1,1300 south montgomery avenue +465,Address2, +465,Address3, +465,City,sheffield +465,State,al +465,ZipCode,35660 +465,CountyName,jefferson +465,PhoneNumber,2563864556 +465,HospitalType,acute care hospitals +465,HospitalOwner,government - hospital district or authority +465,EmergencyService,yes +465,Condition,surgical infection prevention +465,MeasureCode,scip-vte-2 +465,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +465,Score,79 +465,Sample,142 +465,Stateavg,al_scip-vte-2 +466,ProviderNumber,10021 +466,HospitalName,dale medical center +466,Address1,126 hospital ave +466,Address2, +466,Address3, +466,City,ozark +466,State,al +466,ZipCode,36360 +466,CountyName,dale +466,PhoneNumber,3347742601 +466,HospitalType,acute care hospitals +466,HospitalOwner,government - hospital district or authority +466,EmergencyService,yes +466,Condition,heart attack +466,MeasureCode,ami-1 +466,MeasureName,heart attack patients given aspirin at arrival +466,Score,100 +466,Sample,11 +466,Stateavg,al_ami-1 +467,ProviderNumber,10021 +467,HospitalName,dale medical center +467,Address1,126 hospital ave +467,Address2, +467,Address3, +467,City,ozark +467,State,al +467,ZipCode,36360 +467,CountyName,dale +467,PhoneNumber,3347742601 +467,HospitalType,acute care hospitals +467,HospitalOwner,government - hospital district or authority +467,EmergencyService,yes 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their surgery +483,Score,100 +483,Sample,12 +483,Stateavg,al_scip-card-2 +484,ProviderNumber,10021 +484,HospitalName,dale medical center +484,Address1,126 hospital ave +484,Address2, +484,Address3, +484,City,ozark +484,State,al +484,ZipCode,36360 +484,CountyName,dale +484,PhoneNumber,3347742601 +484,HospitalType,acute care hospitals +484,HospitalOwner,government - hospital district or authority +484,EmergencyService,yes +484,Condition,surgical infection prevention +484,MeasureCode,scip-inf-1 +484,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +484,Score,94 +484,Sample,52 +484,Stateavg,al_scip-inf-1 +485,ProviderNumber,10021 +485,HospitalName,dale medical center +485,Address1,126 hospital ave +485,Address2, +485,Address3, +485,City,ozark +485,State,al +485,ZipCode,36360 +485,CountyName,dale +485,PhoneNumber,3347742601 +485,HospitalType,acute care hospitals +485,HospitalOwner,government - hospital district or authority +485,EmergencyService,yes +485,Condition,surgical infection prevention +485,MeasureCode,scip-inf-2 +485,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +485,Score,96 +485,Sample,52 +485,Stateavg,al_scip-inf-2 +486,ProviderNumber,10021 +486,HospitalName,dale medical center +486,Address1,126 hospital ave +486,Address2, +486,Address3, +486,City,ozark +486,State,al +486,ZipCode,36360 +486,CountyName,dale +486,PhoneNumber,3347742601 +486,HospitalType,acute care hospitals +486,HospitalOwner,government - hospital district or authority +486,EmergencyService,yes +486,Condition,surgical infection prevention +486,MeasureCode,scip-inf-3 +486,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +486,Score,85 +486,Sample,48 +486,Stateavg,al_scip-inf-3 +487,ProviderNumber,10021 +487,HospitalName,dale medical center +487,Address1,126 hospital ave +487,Address2, 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surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +488,Score,100 +488,Sample,94 +488,Stateavg,al_scip-inf-6 +489,ProviderNumber,10021 +489,HospitalName,dale medical center +489,Address1,126 hospital ave +489,Address2, +489,Address3, +489,City,ozark +489,State,al +489,ZipCode,36360 +489,CountyName,dale +489,PhoneNumber,3347742601 +489,HospitalType,acute care hospitals +489,HospitalOwner,government - hospital district or authority +489,EmergencyService,yes +489,Condition,surgical infection prevention +489,MeasureCode,scip-vte-1 +489,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +489,Score,88 +489,Sample,50 +489,Stateavg,al_scip-vte-1 +490,ProviderNumber,10021 +490,HospitalName,dale medical center +490,Address1,126 hospital ave +490,Address2, +490,Address3, +490,City,ozark +490,State,al +490,ZipCode,36360 +490,CountyName,dale 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northwood dr +503,Address2, +503,Address3, +503,City,centre +503,State,al +503,ZipCode,35960 +503,CountyName,cherokee +503,PhoneNumber,2569275531 +503,HospitalType,acute care hospitals +503,HospitalOwner,voluntary non-profit - private +503,EmergencyService,yes +503,Condition,pneumonia +503,MeasureCode,pn-3b +503,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +503,Score,97 +503,Sample,33 +503,Stateavg,al_pn-3b +504,ProviderNumber,10022 +504,HospitalName,cherokee medical center +504,Address1,400 northwood dr +504,Address2, +504,Address3, +504,City,centre +504,State,al +504,ZipCode,35960 +504,CountyName,cherokee +504,PhoneNumber,2569275531 +504,HospitalType,acute care hospitals +504,HospitalOwner,voluntary non-profit - private +504,EmergencyService,yes +504,Condition,pneumonia +504,MeasureCode,pn-4 +504,MeasureName,pneumonia patients given smoking cessation advice/counseling 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patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +511,Score,0 +511,Sample,1 +511,Stateavg,al_scip-inf-3 +512,ProviderNumber,10022 +512,HospitalName,cherokee medical center +512,Address1,400 northwood dr +512,Address2, +512,Address3, +512,City,centre +512,State,al +512,ZipCode,35960 +512,CountyName,cherokee +512,PhoneNumber,2569275531 +512,HospitalType,acute care hospitals +512,HospitalOwner,voluntary non-profit - private +512,EmergencyService,yes +512,Condition,surgical infection prevention +512,MeasureCode,scip-inf-4 +512,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +512,Score, +512,Sample,0 +512,Stateavg,al_scip-inf-4 +513,ProviderNumber,10022 +513,HospitalName,cherokee medical center +513,Address1,400 northwood dr +513,Address2, +513,Address3, +513,City,centre +513,State,al +513,ZipCode,35960 +513,CountyName,cherokee +513,PhoneNumber,2569275531 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center south +520,Address1,2105 east south boulevard +520,Address2, +520,Address3, +520,City,montgomery +520,State,al +520,ZipCode,36116 +520,CountyName,montgomery +520,PhoneNumber,3342882100 +520,HospitalType,acute care hospitals +520,HospitalOwner,voluntary non-profit - church +520,EmergencyService,yes +520,Condition,heart attack +520,MeasureCode,ami-5 +520,MeasureName,heart attack patients given beta blocker at discharge +520,Score,100 +520,Sample,254 +520,Stateavg,al_ami-5 +521,ProviderNumber,10023 +521,HospitalName,baptist medical center south +521,Address1,2105 east south boulevard +521,Address2, +521,Address3, +521,City,montgomery +521,State,al +521,ZipCode,36116 +521,CountyName,montgomery +521,PhoneNumber,3342882100 +521,HospitalType,acute care hospitals +521,HospitalOwner,voluntary non-profit - church +521,EmergencyService,yes +521,Condition,heart attack +521,MeasureCode,ami-7a +521,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival 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+523,MeasureCode,hf-1 +523,MeasureName,heart failure patients given discharge instructions +523,Score,100 +523,Sample,257 +523,Stateavg,al_hf-1 +524,ProviderNumber,10023 +524,HospitalName,baptist medical center south +524,Address1,2105 east south boulevard +524,Address2, +524,Address3, +524,City,montgomery +524,State,al +524,ZipCode,36116 +524,CountyName,montgomery +524,PhoneNumber,3342882100 +524,HospitalType,acute care hospitals +524,HospitalOwner,voluntary non-profit - church +524,EmergencyService,yes +524,Condition,heart failure +524,MeasureCode,hf-2 +524,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +524,Score,100 +524,Sample,292 +524,Stateavg,al_hf-2 +525,ProviderNumber,10023 +525,HospitalName,baptist medical center south +525,Address1,2105 east south boulevard +525,Address2, +525,Address3, +525,City,montgomery +525,State,al +525,ZipCode,36116 +525,CountyName,montgomery +525,PhoneNumber,3342882100 +525,HospitalType,acute care hospitals +525,HospitalOwner,voluntary non-profit - church +525,EmergencyService,yes +525,Condition,heart failure +525,MeasureCode,hf-3 +525,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +525,Score,100 +525,Sample,98 +525,Stateavg,al_hf-3 +526,ProviderNumber,10023 +526,HospitalName,baptist medical center south +526,Address1,2105 east south boulevard +526,Address2, +526,Address3, +526,City,montgomery +526,State,al +526,ZipCode,36116 +526,CountyName,montgomery +526,PhoneNumber,3342882100 +526,HospitalType,acute care hospitals +526,HospitalOwner,voluntary non-profit - church +526,EmergencyService,yes +526,Condition,heart failure +526,MeasureCode,hf-4 +526,MeasureName,heart failure patients given smoking cessation advice/counseling +526,Score,100 +526,Sample,77 +526,Stateavg,al_hf-4 +527,ProviderNumber,10023 +527,HospitalName,baptist medical center south +527,Address1,2105 east south boulevard +527,Address2, +527,Address3, +527,City,montgomery +527,State,al +527,ZipCode,36116 +527,CountyName,montgomery +527,PhoneNumber,3342882100 +527,HospitalType,acute care hospitals +527,HospitalOwner,voluntary non-profit - church +527,EmergencyService,yes +527,Condition,pneumonia +527,MeasureCode,pn-2 +527,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +527,Score,94 +527,Sample,99 +527,Stateavg,al_pn-2 +528,ProviderNumber,10023 +528,HospitalName,baptist medical center south +528,Address1,2105 east south boulevard +528,Address2, +528,Address3, +528,City,montgomery +528,State,al +528,ZipCode,36116 +528,CountyName,montgomery +528,PhoneNumber,3342882100 +528,HospitalType,acute care hospitals +528,HospitalOwner,voluntary non-profit - church +528,EmergencyService,yes +528,Condition,pneumonia +528,MeasureCode,pn-3b +528,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +528,Score,96 +528,Sample,103 +528,Stateavg,al_pn-3b +529,ProviderNumber,10023 +529,HospitalName,baptist medical center south +529,Address1,2105 east south boulevard +529,Address2, +529,Address3, +529,City,montgomery +529,State,al +529,ZipCode,36116 +529,CountyName,montgomery +529,PhoneNumber,3342882100 +529,HospitalType,acute care hospitals +529,HospitalOwner,voluntary non-profit - church +529,EmergencyService,yes +529,Condition,pneumonia +529,MeasureCode,pn-4 +529,MeasureName,pneumonia patients given smoking cessation advice/counseling +529,Score,94 +529,Sample,80 +529,Stateavg,al_pn-4 +530,ProviderNumber,10023 +530,HospitalName,baptist medical center south +530,Address1,2105 east south boulevard +530,Address2, +530,Address3, +530,City,montgomery +530,State,al +530,ZipCode,36116 +530,CountyName,montgomery +530,PhoneNumber,3342882100 +530,HospitalType,acute care hospitals +530,HospitalOwner,voluntary non-profit - church +530,EmergencyService,yes +530,Condition,pneumonia +530,MeasureCode,pn-5c +530,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +530,Score,95 +530,Sample,101 +530,Stateavg,al_pn-5c +531,ProviderNumber,10023 +531,HospitalName,baptist medical center south +531,Address1,2105 east south boulevard +531,Address2, +531,Address3, +531,City,montgomery +531,State,al +531,ZipCode,36116 +531,CountyName,montgomery +531,PhoneNumber,3342882100 +531,HospitalType,acute care hospitals +531,HospitalOwner,voluntary non-profit - church +531,EmergencyService,yes +531,Condition,pneumonia +531,MeasureCode,pn-6 +531,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +531,Score,90 +531,Sample,71 +531,Stateavg,al_pn-6 +532,ProviderNumber,10023 +532,HospitalName,baptist medical center south +532,Address1,2105 east south boulevard +532,Address2, +532,Address3, +532,City,montgomery +532,State,al +532,ZipCode,36116 +532,CountyName,montgomery +532,PhoneNumber,3342882100 +532,HospitalType,acute care hospitals +532,HospitalOwner,voluntary non-profit - church +532,EmergencyService,yes +532,Condition,pneumonia +532,MeasureCode,pn-7 +532,MeasureName,pneumonia patients assessed and given influenza vaccination +532,Score,92 +532,Sample,87 +532,Stateavg,al_pn-7 +533,ProviderNumber,10023 +533,HospitalName,baptist medical center south +533,Address1,2105 east south boulevard +533,Address2, +533,Address3, +533,City,montgomery +533,State,al +533,ZipCode,36116 +533,CountyName,montgomery +533,PhoneNumber,3342882100 +533,HospitalType,acute care hospitals +533,HospitalOwner,voluntary non-profit - church +533,EmergencyService,yes +533,Condition,surgical infection prevention +533,MeasureCode,scip-card-2 +533,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +533,Score,97 +533,Sample,89 +533,Stateavg,al_scip-card-2 +534,ProviderNumber,10023 +534,HospitalName,baptist medical center south +534,Address1,2105 east south boulevard +534,Address2, +534,Address3, +534,City,montgomery +534,State,al +534,ZipCode,36116 +534,CountyName,montgomery +534,PhoneNumber,3342882100 +534,HospitalType,acute care hospitals +534,HospitalOwner,voluntary non-profit - church +534,EmergencyService,yes +534,Condition,surgical infection prevention +534,MeasureCode,scip-inf-1 +534,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +534,Score,97 +534,Sample,412 +534,Stateavg,al_scip-inf-1 +535,ProviderNumber,10023 +535,HospitalName,baptist medical center south +535,Address1,2105 east south boulevard +535,Address2, +535,Address3, +535,City,montgomery +535,State,al +535,ZipCode,36116 +535,CountyName,montgomery +535,PhoneNumber,3342882100 +535,HospitalType,acute care hospitals +535,HospitalOwner,voluntary non-profit - church +535,EmergencyService,yes +535,Condition,surgical infection prevention +535,MeasureCode,scip-inf-2 +535,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +535,Score,97 +535,Sample,423 +535,Stateavg,al_scip-inf-2 +536,ProviderNumber,10023 +536,HospitalName,baptist medical center south +536,Address1,2105 east south boulevard +536,Address2, +536,Address3, +536,City,montgomery +536,State,al +536,ZipCode,36116 +536,CountyName,montgomery +536,PhoneNumber,3342882100 +536,HospitalType,acute care hospitals +536,HospitalOwner,voluntary non-profit - church +536,EmergencyService,yes +536,Condition,surgical infection prevention +536,MeasureCode,scip-inf-3 +536,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +536,Score,94 +536,Sample,392 +536,Stateavg,al_scip-inf-3 +537,ProviderNumber,10023 +537,HospitalName,baptist medical center south +537,Address1,2105 east south boulevard +537,Address2, +537,Address3, +537,City,montgomery 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surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +538,Score,100 +538,Sample,575 +538,Stateavg,al_scip-inf-6 +539,ProviderNumber,10023 +539,HospitalName,baptist medical center south +539,Address1,2105 east south boulevard +539,Address2, +539,Address3, +539,City,montgomery +539,State,al +539,ZipCode,36116 +539,CountyName,montgomery +539,PhoneNumber,3342882100 +539,HospitalType,acute care hospitals +539,HospitalOwner,voluntary non-profit - church +539,EmergencyService,yes +539,Condition,surgical infection prevention +539,MeasureCode,scip-vte-1 +539,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +539,Score,98 +539,Sample,179 +539,Stateavg,al_scip-vte-1 +540,ProviderNumber,10023 +540,HospitalName,baptist medical center south +540,Address1,2105 east south boulevard +540,Address2, +540,Address3, +540,City,montgomery +540,State,al +540,ZipCode,36116 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arb for left ventricular systolic dysfunction (lvsd) +543,Score,79 +543,Sample,24 +543,Stateavg,al_ami-3 +544,ProviderNumber,10024 +544,HospitalName,jackson hospital & clinic inc +544,Address1,1725 pine street +544,Address2, +544,Address3, +544,City,montgomery +544,State,al +544,ZipCode,36106 +544,CountyName,montgomery +544,PhoneNumber,3342938000 +544,HospitalType,acute care hospitals +544,HospitalOwner,voluntary non-profit - private +544,EmergencyService,yes +544,Condition,heart attack +544,MeasureCode,ami-4 +544,MeasureName,heart attack patients given smoking cessation advice/counseling +544,Score,97 +544,Sample,65 +544,Stateavg,al_ami-4 +545,ProviderNumber,10024 +545,HospitalName,jackson hospital & clinic inc +545,Address1,1725 pine street +545,Address2, +545,Address3, +545,City,montgomery +545,State,al +545,ZipCode,36106 +545,CountyName,montgomery +545,PhoneNumber,3342938000 +545,HospitalType,acute care hospitals +545,HospitalOwner,voluntary non-profit - private 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patients assessed and given pneumococcal vaccination +552,Score,85 +552,Sample,243 +552,Stateavg,al_pn-2 +553,ProviderNumber,10024 +553,HospitalName,jackson hospital & clinic inc +553,Address1,1725 pine street +553,Address2, +553,Address3, +553,City,montgomery +553,State,al +553,ZipCode,36106 +553,CountyName,montgomery +553,PhoneNumber,3342938000 +553,HospitalType,acute care hospitals +553,HospitalOwner,voluntary non-profit - private +553,EmergencyService,yes +553,Condition,pneumonia +553,MeasureCode,pn-3b +553,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +553,Score,95 +553,Sample,230 +553,Stateavg,al_pn-3b +554,ProviderNumber,10024 +554,HospitalName,jackson hospital & clinic inc +554,Address1,1725 pine street +554,Address2, +554,Address3, +554,City,montgomery +554,State,al +554,ZipCode,36106 +554,CountyName,montgomery +554,PhoneNumber,3342938000 +554,HospitalType,acute care hospitals +554,HospitalOwner,voluntary non-profit - private +554,EmergencyService,yes +554,Condition,pneumonia +554,MeasureCode,pn-4 +554,MeasureName,pneumonia patients given smoking cessation advice/counseling +554,Score,91 +554,Sample,74 +554,Stateavg,al_pn-4 +555,ProviderNumber,10024 +555,HospitalName,jackson hospital & clinic inc +555,Address1,1725 pine street +555,Address2, +555,Address3, +555,City,montgomery +555,State,al +555,ZipCode,36106 +555,CountyName,montgomery +555,PhoneNumber,3342938000 +555,HospitalType,acute care hospitals +555,HospitalOwner,voluntary non-profit - private +555,EmergencyService,yes +555,Condition,pneumonia +555,MeasureCode,pn-5c +555,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +555,Score,88 +555,Sample,233 +555,Stateavg,al_pn-5c +556,ProviderNumber,10024 +556,HospitalName,jackson hospital & clinic inc +556,Address1,1725 pine street +556,Address2, +556,Address3, +556,City,montgomery +556,State,al 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pine street +558,Address2, +558,Address3, +558,City,montgomery +558,State,al +558,ZipCode,36106 +558,CountyName,montgomery +558,PhoneNumber,3342938000 +558,HospitalType,acute care hospitals +558,HospitalOwner,voluntary non-profit - private +558,EmergencyService,yes +558,Condition,surgical infection prevention +558,MeasureCode,scip-card-2 +558,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +558,Score,67 +558,Sample,180 +558,Stateavg,al_scip-card-2 +559,ProviderNumber,10024 +559,HospitalName,jackson hospital & clinic inc +559,Address1,1725 pine street +559,Address2, +559,Address3, +559,City,montgomery +559,State,al +559,ZipCode,36106 +559,CountyName,montgomery +559,PhoneNumber,3342938000 +559,HospitalType,acute care hospitals +559,HospitalOwner,voluntary non-profit - private +559,EmergencyService,yes +559,Condition,surgical infection prevention +559,MeasureCode,scip-inf-1 +559,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +559,Score,78 +559,Sample,844 +559,Stateavg,al_scip-inf-1 +560,ProviderNumber,10024 +560,HospitalName,jackson hospital & clinic inc +560,Address1,1725 pine street +560,Address2, +560,Address3, +560,City,montgomery +560,State,al +560,ZipCode,36106 +560,CountyName,montgomery +560,PhoneNumber,3342938000 +560,HospitalType,acute care hospitals +560,HospitalOwner,voluntary non-profit - private +560,EmergencyService,yes +560,Condition,surgical infection prevention +560,MeasureCode,scip-inf-2 +560,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +560,Score,98 +560,Sample,827 +560,Stateavg,al_scip-inf-2 +561,ProviderNumber,10024 +561,HospitalName,jackson hospital & clinic inc +561,Address1,1725 pine street +561,Address2, +561,Address3, +561,City,montgomery +561,State,al +561,ZipCode,36106 +561,CountyName,montgomery +561,PhoneNumber,3342938000 +561,HospitalType,acute care hospitals +561,HospitalOwner,voluntary non-profit - private +561,EmergencyService,yes +561,Condition,surgical infection prevention +561,MeasureCode,scip-inf-3 +561,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +561,Score,83 +561,Sample,817 +561,Stateavg,al_scip-inf-3 +562,ProviderNumber,10024 +562,HospitalName,jackson hospital & clinic inc +562,Address1,1725 pine street +562,Address2, +562,Address3, +562,City,montgomery +562,State,al +562,ZipCode,36106 +562,CountyName,montgomery +562,PhoneNumber,3342938000 +562,HospitalType,acute care hospitals +562,HospitalOwner,voluntary non-profit - private +562,EmergencyService,yes +562,Condition,surgical infection prevention +562,MeasureCode,scip-inf-4 +562,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +562,Score,72 +562,Sample,270 +562,Stateavg,al_scip-inf-4 +563,ProviderNumber,10024 +563,HospitalName,jackson hospital & clinic inc +563,Address1,1725 pine street +563,Address2, +563,Address3, +563,City,montgomery +563,State,al +563,ZipCode,36106 +563,CountyName,montgomery +563,PhoneNumber,3342938000 +563,HospitalType,acute care hospitals +563,HospitalOwner,voluntary non-profit - private +563,EmergencyService,yes +563,Condition,surgical infection prevention +563,MeasureCode,scip-inf-6 +563,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +563,Score,97 +563,Sample,1062 +563,Stateavg,al_scip-inf-6 +564,ProviderNumber,10024 +564,HospitalName,jackson hospital & clinic inc +564,Address1,1725 pine street +564,Address2, +564,Address3, +564,City,montgomery +564,State,al +564,ZipCode,36106 +564,CountyName,montgomery +564,PhoneNumber,3342938000 +564,HospitalType,acute care hospitals +564,HospitalOwner,voluntary non-profit - private +564,EmergencyService,yes +564,Condition,surgical infection prevention +564,MeasureCode,scip-vte-1 +564,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +564,Score,92 +564,Sample,263 +564,Stateavg,al_scip-vte-1 +565,ProviderNumber,10024 +565,HospitalName,jackson hospital & clinic inc +565,Address1,1725 pine street +565,Address2, +565,Address3, +565,City,montgomery +565,State,al +565,ZipCode,36106 +565,CountyName,montgomery +565,PhoneNumber,3342938000 +565,HospitalType,acute care hospitals +565,HospitalOwner,voluntary non-profit - private +565,EmergencyService,yes +565,Condition,surgical infection prevention +565,MeasureCode,scip-vte-2 +565,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +565,Score,87 +565,Sample,259 +565,Stateavg,al_scip-vte-2 +566,ProviderNumber,10025 +566,HospitalName,g h lanier memorial hospital +566,Address1,4800 48th st +566,Address2, +566,Address3, +566,City,valley +566,State,al +566,ZipCode,36854 +566,CountyName,chambers +566,PhoneNumber,3347561400 +566,HospitalType,acute care hospitals +566,HospitalOwner,voluntary non-profit - other +566,EmergencyService,yes +566,Condition,heart attack +566,MeasureCode,ami-1 +566,MeasureName,heart attack patients given aspirin at arrival +566,Score,92 +566,Sample,24 +566,Stateavg,al_ami-1 +567,ProviderNumber,10025 +567,HospitalName,g h lanier memorial hospital +567,Address1,4800 48th st +567,Address2, +567,Address3, +567,City,valley +567,State,al +567,ZipCode,36854 +567,CountyName,chambers +567,PhoneNumber,3347561400 +567,HospitalType,acute care hospitals +567,HospitalOwner,voluntary non-profit - other +567,EmergencyService,yes +567,Condition,heart attack +567,MeasureCode,ami-2 +567,MeasureName,heart attack patients given aspirin at discharge +567,Score,90 +567,Sample,10 +567,Stateavg,al_ami-2 +568,ProviderNumber,10025 +568,HospitalName,g h lanier memorial hospital +568,Address1,4800 48th st +568,Address2, +568,Address3, +568,City,valley +568,State,al +568,ZipCode,36854 +568,CountyName,chambers +568,PhoneNumber,3347561400 +568,HospitalType,acute care hospitals +568,HospitalOwner,voluntary non-profit - other +568,EmergencyService,yes +568,Condition,heart attack +568,MeasureCode,ami-3 +568,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +568,Score,100 +568,Sample,1 +568,Stateavg,al_ami-3 +569,ProviderNumber,10025 +569,HospitalName,g h lanier memorial hospital +569,Address1,4800 48th st +569,Address2, +569,Address3, +569,City,valley +569,State,al +569,ZipCode,36854 +569,CountyName,chambers +569,PhoneNumber,3347561400 +569,HospitalType,acute care hospitals +569,HospitalOwner,voluntary non-profit - other +569,EmergencyService,yes +569,Condition,heart attack +569,MeasureCode,ami-4 +569,MeasureName,heart attack patients given smoking cessation advice/counseling +569,Score,50 +569,Sample,4 +569,Stateavg,al_ami-4 +570,ProviderNumber,10025 +570,HospitalName,g h lanier memorial hospital +570,Address1,4800 48th st +570,Address2, +570,Address3, +570,City,valley +570,State,al +570,ZipCode,36854 +570,CountyName,chambers +570,PhoneNumber,3347561400 +570,HospitalType,acute care hospitals +570,HospitalOwner,voluntary non-profit - other +570,EmergencyService,yes +570,Condition,heart attack +570,MeasureCode,ami-5 +570,MeasureName,heart attack patients given beta blocker at discharge +570,Score,92 +570,Sample,13 +570,Stateavg,al_ami-5 +571,ProviderNumber,10025 +571,HospitalName,g h lanier memorial hospital +571,Address1,4800 48th st +571,Address2, +571,Address3, +571,City,valley +571,State,al +571,ZipCode,36854 +571,CountyName,chambers +571,PhoneNumber,3347561400 +571,HospitalType,acute care hospitals +571,HospitalOwner,voluntary non-profit - other +571,EmergencyService,yes +571,Condition,heart attack +571,MeasureCode,ami-7a +571,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +571,Score,0 +571,Sample,2 +571,Stateavg,al_ami-7a +572,ProviderNumber,10025 +572,HospitalName,g h lanier memorial hospital +572,Address1,4800 48th st +572,Address2, +572,Address3, +572,City,valley +572,State,al +572,ZipCode,36854 +572,CountyName,chambers +572,PhoneNumber,3347561400 +572,HospitalType,acute care hospitals +572,HospitalOwner,voluntary non-profit - other +572,EmergencyService,yes +572,Condition,heart attack +572,MeasureCode,ami-8a +572,MeasureName,heart attack patients given pci within 90 minutes of arrival +572,Score, +572,Sample,0 +572,Stateavg,al_ami-8a +573,ProviderNumber,10025 +573,HospitalName,g h lanier memorial hospital +573,Address1,4800 48th st +573,Address2, +573,Address3, +573,City,valley +573,State,al +573,ZipCode,36854 +573,CountyName,chambers +573,PhoneNumber,3347561400 +573,HospitalType,acute care hospitals +573,HospitalOwner,voluntary non-profit - other +573,EmergencyService,yes +573,Condition,heart failure +573,MeasureCode,hf-1 +573,MeasureName,heart failure patients given discharge instructions +573,Score,54 +573,Sample,137 +573,Stateavg,al_hf-1 +574,ProviderNumber,10025 +574,HospitalName,g h lanier memorial hospital +574,Address1,4800 48th st +574,Address2, +574,Address3, +574,City,valley +574,State,al +574,ZipCode,36854 +574,CountyName,chambers +574,PhoneNumber,3347561400 +574,HospitalType,acute care hospitals +574,HospitalOwner,voluntary non-profit - other +574,EmergencyService,yes +574,Condition,heart failure +574,MeasureCode,hf-2 +574,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +574,Score,99 +574,Sample,164 +574,Stateavg,al_hf-2 +575,ProviderNumber,10025 +575,HospitalName,g h lanier memorial hospital +575,Address1,4800 48th st +575,Address2, +575,Address3, +575,City,valley +575,State,al 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hospital +577,Address1,4800 48th st +577,Address2, +577,Address3, +577,City,valley +577,State,al +577,ZipCode,36854 +577,CountyName,chambers +577,PhoneNumber,3347561400 +577,HospitalType,acute care hospitals +577,HospitalOwner,voluntary non-profit - other +577,EmergencyService,yes +577,Condition,pneumonia +577,MeasureCode,pn-2 +577,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +577,Score,80 +577,Sample,55 +577,Stateavg,al_pn-2 +578,ProviderNumber,10025 +578,HospitalName,g h lanier memorial hospital +578,Address1,4800 48th st +578,Address2, +578,Address3, +578,City,valley +578,State,al +578,ZipCode,36854 +578,CountyName,chambers +578,PhoneNumber,3347561400 +578,HospitalType,acute care hospitals +578,HospitalOwner,voluntary non-profit - other +578,EmergencyService,yes +578,Condition,pneumonia +578,MeasureCode,pn-3b +578,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +578,Score,95 +578,Sample,43 +578,Stateavg,al_pn-3b +579,ProviderNumber,10025 +579,HospitalName,g h lanier memorial hospital +579,Address1,4800 48th st +579,Address2, +579,Address3, +579,City,valley +579,State,al +579,ZipCode,36854 +579,CountyName,chambers +579,PhoneNumber,3347561400 +579,HospitalType,acute care hospitals +579,HospitalOwner,voluntary non-profit - other +579,EmergencyService,yes +579,Condition,pneumonia +579,MeasureCode,pn-4 +579,MeasureName,pneumonia patients given smoking cessation advice/counseling +579,Score,91 +579,Sample,34 +579,Stateavg,al_pn-4 +580,ProviderNumber,10025 +580,HospitalName,g h lanier memorial hospital +580,Address1,4800 48th st +580,Address2, +580,Address3, +580,City,valley +580,State,al +580,ZipCode,36854 +580,CountyName,chambers +580,PhoneNumber,3347561400 +580,HospitalType,acute care hospitals +580,HospitalOwner,voluntary non-profit - other +580,EmergencyService,yes +580,Condition,pneumonia +580,MeasureCode,pn-5c +580,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +580,Score,82 +580,Sample,50 +580,Stateavg,al_pn-5c +581,ProviderNumber,10025 +581,HospitalName,g h lanier memorial hospital +581,Address1,4800 48th st +581,Address2, +581,Address3, +581,City,valley +581,State,al +581,ZipCode,36854 +581,CountyName,chambers +581,PhoneNumber,3347561400 +581,HospitalType,acute care hospitals +581,HospitalOwner,voluntary non-profit - other +581,EmergencyService,yes +581,Condition,pneumonia +581,MeasureCode,pn-6 +581,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +581,Score,85 +581,Sample,52 +581,Stateavg,al_pn-6 +582,ProviderNumber,10025 +582,HospitalName,g h lanier memorial hospital +582,Address1,4800 48th st +582,Address2, +582,Address3, +582,City,valley +582,State,al +582,ZipCode,36854 +582,CountyName,chambers +582,PhoneNumber,3347561400 +582,HospitalType,acute care hospitals +582,HospitalOwner,voluntary non-profit - other 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+584,Address3, +584,City,valley +584,State,al +584,ZipCode,36854 +584,CountyName,chambers +584,PhoneNumber,3347561400 +584,HospitalType,acute care hospitals +584,HospitalOwner,voluntary non-profit - other +584,EmergencyService,yes +584,Condition,surgical infection prevention +584,MeasureCode,scip-inf-1 +584,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +584,Score,100 +584,Sample,117 +584,Stateavg,al_scip-inf-1 +585,ProviderNumber,10025 +585,HospitalName,g h lanier memorial hospital +585,Address1,4800 48th st +585,Address2, +585,Address3, +585,City,valley +585,State,al +585,ZipCode,36854 +585,CountyName,chambers +585,PhoneNumber,3347561400 +585,HospitalType,acute care hospitals +585,HospitalOwner,voluntary non-profit - other +585,EmergencyService,yes +585,Condition,surgical infection prevention +585,MeasureCode,scip-inf-2 +585,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +585,Score,93 +585,Sample,118 +585,Stateavg,al_scip-inf-2 +586,ProviderNumber,10025 +586,HospitalName,g h lanier memorial hospital +586,Address1,4800 48th st +586,Address2, +586,Address3, +586,City,valley +586,State,al +586,ZipCode,36854 +586,CountyName,chambers +586,PhoneNumber,3347561400 +586,HospitalType,acute care hospitals +586,HospitalOwner,voluntary non-profit - other +586,EmergencyService,yes +586,Condition,surgical infection prevention +586,MeasureCode,scip-inf-3 +586,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +586,Score,79 +586,Sample,116 +586,Stateavg,al_scip-inf-3 +587,ProviderNumber,10025 +587,HospitalName,g h lanier memorial hospital +587,Address1,4800 48th st +587,Address2, +587,Address3, +587,City,valley +587,State,al +587,ZipCode,36854 +587,CountyName,chambers +587,PhoneNumber,3347561400 +587,HospitalType,acute care hospitals +587,HospitalOwner,voluntary non-profit - 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+589,HospitalName,g h lanier memorial hospital +589,Address1,4800 48th st +589,Address2, +589,Address3, +589,City,valley +589,State,al +589,ZipCode,36854 +589,CountyName,chambers +589,PhoneNumber,3347561400 +589,HospitalType,acute care hospitals +589,HospitalOwner,voluntary non-profit - other +589,EmergencyService,yes +589,Condition,surgical infection prevention +589,MeasureCode,scip-vte-1 +589,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +589,Score,88 +589,Sample,85 +589,Stateavg,al_scip-vte-1 +590,ProviderNumber,10025 +590,HospitalName,g h lanier memorial hospital +590,Address1,4800 48th st +590,Address2, +590,Address3, +590,City,valley +590,State,al +590,ZipCode,36854 +590,CountyName,chambers +590,PhoneNumber,3347561400 +590,HospitalType,acute care hospitals +590,HospitalOwner,voluntary non-profit - other +590,EmergencyService,yes +590,Condition,surgical infection prevention +590,MeasureCode,scip-vte-2 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+598,Address2, +598,Address3, +598,City,elba +598,State,al +598,ZipCode,36323 +598,CountyName,coffee +598,PhoneNumber,3348972257 +598,HospitalType,acute care hospitals +598,HospitalOwner,voluntary non-profit - other +598,EmergencyService,yes +598,Condition,heart failure +598,MeasureCode,hf-1 +598,MeasureName,heart failure patients given discharge instructions +598,Score,100 +598,Sample,2 +598,Stateavg,al_hf-1 +599,ProviderNumber,10027 +599,HospitalName,elba general hospital +599,Address1,987 drayton street +599,Address2, +599,Address3, +599,City,elba +599,State,al +599,ZipCode,36323 +599,CountyName,coffee +599,PhoneNumber,3348972257 +599,HospitalType,acute care hospitals +599,HospitalOwner,voluntary non-profit - other +599,EmergencyService,yes +599,Condition,heart failure +599,MeasureCode,hf-2 +599,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +599,Score,100 +599,Sample,3 +599,Stateavg,al_hf-2 +600,ProviderNumber,10027 +600,HospitalName,elba general hospital +600,Address1,987 drayton street +600,Address2, +600,Address3, +600,City,elba +600,State,al +600,ZipCode,36323 +600,CountyName,coffee +600,PhoneNumber,3348972257 +600,HospitalType,acute care hospitals +600,HospitalOwner,voluntary non-profit - other +600,EmergencyService,yes +600,Condition,heart failure +600,MeasureCode,hf-3 +600,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +600,Score, +600,Sample,0 +600,Stateavg,al_hf-3 +601,ProviderNumber,10027 +601,HospitalName,elba general hospital +601,Address1,987 drayton street +601,Address2, +601,Address3, +601,City,elba +601,State,al +601,ZipCode,36323 +601,CountyName,coffee +601,PhoneNumber,3348972257 +601,HospitalType,acute care hospitals +601,HospitalOwner,voluntary non-profit - other +601,EmergencyService,yes +601,Condition,heart failure +601,MeasureCode,hf-4 +601,MeasureName,heart failure patients given smoking cessation advice/counseling +601,Score, +601,Sample,0 +601,Stateavg,al_hf-4 +602,ProviderNumber,10027 +602,HospitalName,elba general hospital +602,Address1,987 drayton street +602,Address2, +602,Address3, +602,City,elba +602,State,al +602,ZipCode,36323 +602,CountyName,coffee +602,PhoneNumber,3348972257 +602,HospitalType,acute care hospitals +602,HospitalOwner,voluntary non-profit - other +602,EmergencyService,yes +602,Condition,pneumonia +602,MeasureCode,pn-2 +602,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +602,Score,100 +602,Sample,31 +602,Stateavg,al_pn-2 +603,ProviderNumber,10027 +603,HospitalName,elba general hospital +603,Address1,987 drayton street +603,Address2, +603,Address3, +603,City,elba +603,State,al +603,ZipCode,36323 +603,CountyName,coffee +603,PhoneNumber,3348972257 +603,HospitalType,acute care hospitals +603,HospitalOwner,voluntary non-profit - other +603,EmergencyService,yes +603,Condition,pneumonia +603,MeasureCode,pn-3b +603,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +603,Score,100 +603,Sample,19 +603,Stateavg,al_pn-3b +604,ProviderNumber,10027 +604,HospitalName,elba general hospital +604,Address1,987 drayton street +604,Address2, +604,Address3, +604,City,elba +604,State,al +604,ZipCode,36323 +604,CountyName,coffee +604,PhoneNumber,3348972257 +604,HospitalType,acute care hospitals +604,HospitalOwner,voluntary non-profit - other +604,EmergencyService,yes +604,Condition,pneumonia +604,MeasureCode,pn-4 +604,MeasureName,pneumonia patients given smoking cessation advice/counseling +604,Score,100 +604,Sample,12 +604,Stateavg,al_pn-4 +605,ProviderNumber,10027 +605,HospitalName,elba general hospital +605,Address1,987 drayton street +605,Address2, +605,Address3, +605,City,elba +605,State,al +605,ZipCode,36323 +605,CountyName,coffee +605,PhoneNumber,3348972257 +605,HospitalType,acute care hospitals +605,HospitalOwner,voluntary non-profit - other +605,EmergencyService,yes +605,Condition,pneumonia +605,MeasureCode,pn-5c +605,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +605,Score,100 +605,Sample,40 +605,Stateavg,al_pn-5c +606,ProviderNumber,10027 +606,HospitalName,elba general hospital +606,Address1,987 drayton street +606,Address2, +606,Address3, +606,City,elba +606,State,al +606,ZipCode,36323 +606,CountyName,coffee +606,PhoneNumber,3348972257 +606,HospitalType,acute care hospitals +606,HospitalOwner,voluntary non-profit - other +606,EmergencyService,yes +606,Condition,pneumonia +606,MeasureCode,pn-6 +606,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +606,Score,93 +606,Sample,30 +606,Stateavg,al_pn-6 +607,ProviderNumber,10027 +607,HospitalName,elba general hospital +607,Address1,987 drayton street +607,Address2, +607,Address3, +607,City,elba +607,State,al +607,ZipCode,36323 +607,CountyName,coffee +607,PhoneNumber,3348972257 +607,HospitalType,acute care hospitals +607,HospitalOwner,voluntary non-profit - other +607,EmergencyService,yes +607,Condition,pneumonia +607,MeasureCode,pn-7 +607,MeasureName,pneumonia patients assessed and given influenza vaccination +607,Score,100 +607,Sample,23 +607,Stateavg,al_pn-7 +608,ProviderNumber,10027 +608,HospitalName,elba general hospital +608,Address1,987 drayton street +608,Address2, +608,Address3, +608,City,elba +608,State,al +608,ZipCode,36323 +608,CountyName,coffee +608,PhoneNumber,3348972257 +608,HospitalType,acute care hospitals +608,HospitalOwner,voluntary non-profit - other +608,EmergencyService,yes +608,Condition,surgical infection prevention +608,MeasureCode,scip-card-2 +608,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +608,Score, +608,Sample, +608,Stateavg,al_scip-card-2 +609,ProviderNumber,10027 +609,HospitalName,elba general hospital +609,Address1,987 drayton street +609,Address2, +609,Address3, +609,City,elba +609,State,al +609,ZipCode,36323 +609,CountyName,coffee +609,PhoneNumber,3348972257 +609,HospitalType,acute care hospitals +609,HospitalOwner,voluntary non-profit - other +609,EmergencyService,yes +609,Condition,surgical infection prevention +609,MeasureCode,scip-inf-1 +609,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +609,Score, +609,Sample, +609,Stateavg,al_scip-inf-1 +610,ProviderNumber,10027 +610,HospitalName,elba general hospital +610,Address1,987 drayton street +610,Address2, +610,Address3, +610,City,elba +610,State,al +610,ZipCode,36323 +610,CountyName,coffee +610,PhoneNumber,3348972257 +610,HospitalType,acute care hospitals +610,HospitalOwner,voluntary non-profit - other +610,EmergencyService,yes +610,Condition,surgical infection prevention +610,MeasureCode,scip-inf-2 +610,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +610,Score, +610,Sample, +610,Stateavg,al_scip-inf-2 +611,ProviderNumber,10027 +611,HospitalName,elba general hospital +611,Address1,987 drayton street +611,Address2, +611,Address3, +611,City,elba +611,State,al +611,ZipCode,36323 +611,CountyName,coffee +611,PhoneNumber,3348972257 +611,HospitalType,acute care hospitals +611,HospitalOwner,voluntary non-profit - other +611,EmergencyService,yes +611,Condition,surgical infection prevention +611,MeasureCode,scip-inf-3 +611,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +611,Score, +611,Sample, +611,Stateavg,al_scip-inf-3 +612,ProviderNumber,10027 +612,HospitalName,elba general hospital +612,Address1,987 drayton street +612,Address2, +612,Address3, +612,City,elba +612,State,al +612,ZipCode,36323 +612,CountyName,coffee +612,PhoneNumber,3348972257 +612,HospitalType,acute care hospitals +612,HospitalOwner,voluntary non-profit - other +612,EmergencyService,yes +612,Condition,surgical infection prevention +612,MeasureCode,scip-inf-4 +612,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +612,Score, +612,Sample, +612,Stateavg,al_scip-inf-4 +613,ProviderNumber,10027 +613,HospitalName,elba general hospital +613,Address1,987 drayton street +613,Address2, +613,Address3, +613,City,elba +613,State,al +613,ZipCode,36323 +613,CountyName,coffee +613,PhoneNumber,3348972257 +613,HospitalType,acute care hospitals +613,HospitalOwner,voluntary non-profit - other +613,EmergencyService,yes +613,Condition,surgical infection prevention +613,MeasureCode,scip-inf-6 +613,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +613,Score, +613,Sample, +613,Stateavg,al_scip-inf-6 +614,ProviderNumber,10027 +614,HospitalName,elba general hospital +614,Address1,987 drayton street +614,Address2, +614,Address3, +614,City,elba +614,State,al +614,ZipCode,36323 +614,CountyName,coffee +614,PhoneNumber,3348972257 +614,HospitalType,acute care hospitals +614,HospitalOwner,voluntary non-profit - other +614,EmergencyService,yes +614,Condition,surgical infection prevention +614,MeasureCode,scip-vte-1 +614,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +614,Score, +614,Sample, +614,Stateavg,al_scip-vte-1 +615,ProviderNumber,10027 +615,HospitalName,elba general hospital +615,Address1,987 drayton street +615,Address2, +615,Address3, +615,City,elba +615,State,al +615,ZipCode,36323 +615,CountyName,coffee +615,PhoneNumber,3348972257 +615,HospitalType,acute care hospitals +615,HospitalOwner,voluntary non-profit - other +615,EmergencyService,yes +615,Condition,surgical infection prevention +615,MeasureCode,scip-vte-2 +615,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +615,Score, +615,Sample, +615,Stateavg,al_scip-vte-2 +616,ProviderNumber,10029 +616,HospitalName,east alabama medical center and snf +616,Address1,2000 pepperell parkway +616,Address2, +616,Address3, +616,City,opelika +616,State,al +616,ZipCode,36801 +616,CountyName,lee +616,PhoneNumber,3347493411 +616,HospitalType,acute care hospitals +616,HospitalOwner,government - hospital district or authority +616,EmergencyService,yes +616,Condition,heart attack +616,MeasureCode,ami-1 +616,MeasureName,heart attack patients given aspirin at arrival +616,Score,98 +616,Sample,185 +616,Stateavg,al_ami-1 +617,ProviderNumber,10029 +617,HospitalName,east alabama medical center and snf +617,Address1,2000 pepperell parkway +617,Address2, +617,Address3, +617,City,opelika +617,State,al +617,ZipCode,36801 +617,CountyName,lee +617,PhoneNumber,3347493411 +617,HospitalType,acute care hospitals +617,HospitalOwner,government - hospital district or authority +617,EmergencyService,yes +617,Condition,heart attack +617,MeasureCode,ami-2 +617,MeasureName,heart attack patients given aspirin at discharge +617,Score,97 +617,Sample,290 +617,Stateavg,al_ami-2 +618,ProviderNumber,10029 +618,HospitalName,east alabama medical center and snf +618,Address1,2000 pepperell parkway +618,Address2, +618,Address3, +618,City,opelika +618,State,al +618,ZipCode,36801 +618,CountyName,lee +618,PhoneNumber,3347493411 +618,HospitalType,acute care hospitals +618,HospitalOwner,government - hospital district or authority +618,EmergencyService,yes +618,Condition,heart attack +618,MeasureCode,ami-3 +618,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +618,Score,93 +618,Sample,72 +618,Stateavg,al_ami-3 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+620,MeasureName,heart attack patients given beta blocker at discharge +620,Score,98 +620,Sample,281 +620,Stateavg,al_ami-5 +621,ProviderNumber,10029 +621,HospitalName,east alabama medical center and snf +621,Address1,2000 pepperell parkway +621,Address2, +621,Address3, +621,City,opelika +621,State,al +621,ZipCode,36801 +621,CountyName,lee +621,PhoneNumber,3347493411 +621,HospitalType,acute care hospitals +621,HospitalOwner,government - hospital district or authority +621,EmergencyService,yes +621,Condition,heart attack +621,MeasureCode,ami-7a +621,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +621,Score, +621,Sample,0 +621,Stateavg,al_ami-7a +622,ProviderNumber,10029 +622,HospitalName,east alabama medical center and snf +622,Address1,2000 pepperell parkway +622,Address2, +622,Address3, +622,City,opelika +622,State,al +622,ZipCode,36801 +622,CountyName,lee +622,PhoneNumber,3347493411 +622,HospitalType,acute care hospitals 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+626,ProviderNumber,10029 +626,HospitalName,east alabama medical center and snf +626,Address1,2000 pepperell parkway +626,Address2, +626,Address3, +626,City,opelika +626,State,al +626,ZipCode,36801 +626,CountyName,lee +626,PhoneNumber,3347493411 +626,HospitalType,acute care hospitals +626,HospitalOwner,government - hospital district or authority +626,EmergencyService,yes +626,Condition,heart failure +626,MeasureCode,hf-4 +626,MeasureName,heart failure patients given smoking cessation advice/counseling +626,Score,100 +626,Sample,101 +626,Stateavg,al_hf-4 +627,ProviderNumber,10029 +627,HospitalName,east alabama medical center and snf +627,Address1,2000 pepperell parkway +627,Address2, +627,Address3, +627,City,opelika +627,State,al +627,ZipCode,36801 +627,CountyName,lee +627,PhoneNumber,3347493411 +627,HospitalType,acute care hospitals +627,HospitalOwner,government - hospital district or authority +627,EmergencyService,yes +627,Condition,pneumonia +627,MeasureCode,pn-2 +627,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +627,Score,92 +627,Sample,114 +627,Stateavg,al_pn-2 +628,ProviderNumber,10029 +628,HospitalName,east alabama medical center and snf +628,Address1,2000 pepperell parkway +628,Address2, +628,Address3, +628,City,opelika +628,State,al +628,ZipCode,36801 +628,CountyName,lee +628,PhoneNumber,3347493411 +628,HospitalType,acute care hospitals +628,HospitalOwner,government - hospital district or authority +628,EmergencyService,yes +628,Condition,pneumonia +628,MeasureCode,pn-3b +628,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +628,Score,91 +628,Sample,129 +628,Stateavg,al_pn-3b +629,ProviderNumber,10029 +629,HospitalName,east alabama medical center and snf +629,Address1,2000 pepperell parkway +629,Address2, +629,Address3, +629,City,opelika +629,State,al +629,ZipCode,36801 +629,CountyName,lee +629,PhoneNumber,3347493411 +629,HospitalType,acute care hospitals +629,HospitalOwner,government - hospital district or authority +629,EmergencyService,yes +629,Condition,pneumonia +629,MeasureCode,pn-4 +629,MeasureName,pneumonia patients given smoking cessation advice/counseling +629,Score,100 +629,Sample,59 +629,Stateavg,al_pn-4 +630,ProviderNumber,10029 +630,HospitalName,east alabama medical center and snf +630,Address1,2000 pepperell parkway +630,Address2, +630,Address3, +630,City,opelika +630,State,al +630,ZipCode,36801 +630,CountyName,lee +630,PhoneNumber,3347493411 +630,HospitalType,acute care hospitals +630,HospitalOwner,government - hospital district or authority +630,EmergencyService,yes +630,Condition,pneumonia +630,MeasureCode,pn-5c +630,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +630,Score,96 +630,Sample,153 +630,Stateavg,al_pn-5c +631,ProviderNumber,10029 +631,HospitalName,east alabama medical center and snf +631,Address1,2000 pepperell parkway +631,Address2, +631,Address3, +631,City,opelika +631,State,al +631,ZipCode,36801 +631,CountyName,lee +631,PhoneNumber,3347493411 +631,HospitalType,acute care hospitals +631,HospitalOwner,government - hospital district or authority +631,EmergencyService,yes +631,Condition,pneumonia +631,MeasureCode,pn-6 +631,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +631,Score,97 +631,Sample,115 +631,Stateavg,al_pn-6 +632,ProviderNumber,10029 +632,HospitalName,east alabama medical center and snf +632,Address1,2000 pepperell parkway +632,Address2, +632,Address3, +632,City,opelika +632,State,al +632,ZipCode,36801 +632,CountyName,lee +632,PhoneNumber,3347493411 +632,HospitalType,acute care hospitals +632,HospitalOwner,government - hospital district or authority +632,EmergencyService,yes +632,Condition,pneumonia +632,MeasureCode,pn-7 +632,MeasureName,pneumonia patients assessed and given influenza vaccination +632,Score,88 +632,Sample,89 +632,Stateavg,al_pn-7 +633,ProviderNumber,10029 +633,HospitalName,east alabama medical center and snf +633,Address1,2000 pepperell parkway +633,Address2, +633,Address3, +633,City,opelika +633,State,al +633,ZipCode,36801 +633,CountyName,lee +633,PhoneNumber,3347493411 +633,HospitalType,acute care hospitals +633,HospitalOwner,government - hospital district or authority +633,EmergencyService,yes +633,Condition,surgical infection prevention +633,MeasureCode,scip-card-2 +633,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +633,Score,98 +633,Sample,208 +633,Stateavg,al_scip-card-2 +634,ProviderNumber,10029 +634,HospitalName,east alabama medical center and snf +634,Address1,2000 pepperell parkway +634,Address2, +634,Address3, +634,City,opelika +634,State,al +634,ZipCode,36801 +634,CountyName,lee +634,PhoneNumber,3347493411 +634,HospitalType,acute care hospitals +634,HospitalOwner,government - hospital district or authority +634,EmergencyService,yes +634,Condition,surgical infection prevention +634,MeasureCode,scip-inf-1 +634,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +634,Score,99 +634,Sample,1001 +634,Stateavg,al_scip-inf-1 +635,ProviderNumber,10029 +635,HospitalName,east alabama medical center and snf +635,Address1,2000 pepperell parkway +635,Address2, +635,Address3, +635,City,opelika +635,State,al +635,ZipCode,36801 +635,CountyName,lee +635,PhoneNumber,3347493411 +635,HospitalType,acute care hospitals +635,HospitalOwner,government - hospital district or authority +635,EmergencyService,yes +635,Condition,surgical infection prevention +635,MeasureCode,scip-inf-2 +635,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +635,Score,99 +635,Sample,1016 +635,Stateavg,al_scip-inf-2 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+639,ProviderNumber,10029 +639,HospitalName,east alabama medical center and snf +639,Address1,2000 pepperell parkway +639,Address2, +639,Address3, +639,City,opelika +639,State,al +639,ZipCode,36801 +639,CountyName,lee +639,PhoneNumber,3347493411 +639,HospitalType,acute care hospitals +639,HospitalOwner,government - hospital district or authority +639,EmergencyService,yes +639,Condition,surgical infection prevention +639,MeasureCode,scip-vte-1 +639,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +639,Score,92 +639,Sample,473 +639,Stateavg,al_scip-vte-1 +640,ProviderNumber,10029 +640,HospitalName,east alabama medical center and snf +640,Address1,2000 pepperell parkway +640,Address2, +640,Address3, +640,City,opelika +640,State,al +640,ZipCode,36801 +640,CountyName,lee +640,PhoneNumber,3347493411 +640,HospitalType,acute care hospitals +640,HospitalOwner,government - hospital district or authority +640,EmergencyService,yes +640,Condition,surgical infection prevention +640,MeasureCode,scip-vte-2 +640,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +640,Score,90 +640,Sample,473 +640,Stateavg,al_scip-vte-2 +641,ProviderNumber,10032 +641,HospitalName,wedowee hospital +641,Address1,209 north main street +641,Address2, +641,Address3, +641,City,wedowee +641,State,al +641,ZipCode,36278 +641,CountyName,randolph +641,PhoneNumber,2563572111 +641,HospitalType,acute care hospitals +641,HospitalOwner,government - local +641,EmergencyService,no +641,Condition,heart attack +641,MeasureCode,ami-1 +641,MeasureName,heart attack patients given aspirin at arrival +641,Score,50 +641,Sample,4 +641,Stateavg,al_ami-1 +642,ProviderNumber,10032 +642,HospitalName,wedowee hospital +642,Address1,209 north main street +642,Address2, +642,Address3, +642,City,wedowee +642,State,al +642,ZipCode,36278 +642,CountyName,randolph +642,PhoneNumber,2563572111 +642,HospitalType,acute care hospitals +642,HospitalOwner,government - local +642,EmergencyService,no +642,Condition,heart attack +642,MeasureCode,ami-2 +642,MeasureName,heart attack patients given aspirin at discharge +642,Score,67 +642,Sample,3 +642,Stateavg,al_ami-2 +643,ProviderNumber,10032 +643,HospitalName,wedowee hospital +643,Address1,209 north main street +643,Address2, +643,Address3, +643,City,wedowee +643,State,al +643,ZipCode,36278 +643,CountyName,randolph +643,PhoneNumber,2563572111 +643,HospitalType,acute care hospitals +643,HospitalOwner,government - local +643,EmergencyService,no +643,Condition,heart attack +643,MeasureCode,ami-3 +643,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +643,Score, +643,Sample,0 +643,Stateavg,al_ami-3 +644,ProviderNumber,10032 +644,HospitalName,wedowee hospital +644,Address1,209 north main street 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+646,Address1,209 north main street +646,Address2, +646,Address3, +646,City,wedowee +646,State,al +646,ZipCode,36278 +646,CountyName,randolph +646,PhoneNumber,2563572111 +646,HospitalType,acute care hospitals +646,HospitalOwner,government - local +646,EmergencyService,no +646,Condition,heart attack +646,MeasureCode,ami-7a +646,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +646,Score, +646,Sample,0 +646,Stateavg,al_ami-7a +647,ProviderNumber,10032 +647,HospitalName,wedowee hospital +647,Address1,209 north main street +647,Address2, +647,Address3, +647,City,wedowee +647,State,al +647,ZipCode,36278 +647,CountyName,randolph +647,PhoneNumber,2563572111 +647,HospitalType,acute care hospitals +647,HospitalOwner,government - local +647,EmergencyService,no +647,Condition,heart attack +647,MeasureCode,ami-8a +647,MeasureName,heart attack patients given pci within 90 minutes of arrival +647,Score, +647,Sample,0 +647,Stateavg,al_ami-8a +648,ProviderNumber,10032 +648,HospitalName,wedowee hospital +648,Address1,209 north main street +648,Address2, +648,Address3, +648,City,wedowee +648,State,al +648,ZipCode,36278 +648,CountyName,randolph +648,PhoneNumber,2563572111 +648,HospitalType,acute care hospitals +648,HospitalOwner,government - local +648,EmergencyService,no +648,Condition,heart failure +648,MeasureCode,hf-1 +648,MeasureName,heart failure patients given discharge instructions +648,Score,0 +648,Sample,34 +648,Stateavg,al_hf-1 +649,ProviderNumber,10032 +649,HospitalName,wedowee hospital +649,Address1,209 north main street +649,Address2, +649,Address3, +649,City,wedowee +649,State,al +649,ZipCode,36278 +649,CountyName,randolph +649,PhoneNumber,2563572111 +649,HospitalType,acute care hospitals +649,HospitalOwner,government - local +649,EmergencyService,no +649,Condition,heart failure +649,MeasureCode,hf-2 +649,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +649,Score,38 +649,Sample,39 +649,Stateavg,al_hf-2 +650,ProviderNumber,10032 +650,HospitalName,wedowee hospital +650,Address1,209 north main street +650,Address2, +650,Address3, +650,City,wedowee +650,State,al +650,ZipCode,36278 +650,CountyName,randolph +650,PhoneNumber,2563572111 +650,HospitalType,acute care hospitals +650,HospitalOwner,government - local +650,EmergencyService,no +650,Condition,heart failure +650,MeasureCode,hf-3 +650,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +650,Score,25 +650,Sample,4 +650,Stateavg,al_hf-3 +651,ProviderNumber,10032 +651,HospitalName,wedowee hospital +651,Address1,209 north main street +651,Address2, +651,Address3, +651,City,wedowee +651,State,al +651,ZipCode,36278 +651,CountyName,randolph +651,PhoneNumber,2563572111 +651,HospitalType,acute care hospitals +651,HospitalOwner,government - local +651,EmergencyService,no +651,Condition,heart failure +651,MeasureCode,hf-4 +651,MeasureName,heart failure patients given smoking cessation advice/counseling +651,Score,100 +651,Sample,2 +651,Stateavg,al_hf-4 +652,ProviderNumber,10032 +652,HospitalName,wedowee hospital +652,Address1,209 north main street +652,Address2, +652,Address3, +652,City,wedowee +652,State,al +652,ZipCode,36278 +652,CountyName,randolph +652,PhoneNumber,2563572111 +652,HospitalType,acute care hospitals +652,HospitalOwner,government - local +652,EmergencyService,no +652,Condition,pneumonia +652,MeasureCode,pn-2 +652,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +652,Score,25 +652,Sample,28 +652,Stateavg,al_pn-2 +653,ProviderNumber,10032 +653,HospitalName,wedowee hospital +653,Address1,209 north main street +653,Address2, +653,Address3, +653,City,wedowee +653,State,al +653,ZipCode,36278 +653,CountyName,randolph +653,PhoneNumber,2563572111 +653,HospitalType,acute care hospitals +653,HospitalOwner,government - local +653,EmergencyService,no +653,Condition,pneumonia +653,MeasureCode,pn-3b +653,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +653,Score,100 +653,Sample,14 +653,Stateavg,al_pn-3b +654,ProviderNumber,10032 +654,HospitalName,wedowee hospital +654,Address1,209 north main street +654,Address2, +654,Address3, +654,City,wedowee +654,State,al +654,ZipCode,36278 +654,CountyName,randolph +654,PhoneNumber,2563572111 +654,HospitalType,acute care hospitals +654,HospitalOwner,government - local +654,EmergencyService,no +654,Condition,pneumonia +654,MeasureCode,pn-4 +654,MeasureName,pneumonia patients given smoking cessation advice/counseling +654,Score,67 +654,Sample,6 +654,Stateavg,al_pn-4 +655,ProviderNumber,10032 +655,HospitalName,wedowee hospital +655,Address1,209 north main street +655,Address2, +655,Address3, +655,City,wedowee +655,State,al +655,ZipCode,36278 +655,CountyName,randolph +655,PhoneNumber,2563572111 +655,HospitalType,acute care hospitals +655,HospitalOwner,government - local +655,EmergencyService,no +655,Condition,pneumonia +655,MeasureCode,pn-5c +655,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +655,Score,90 +655,Sample,30 +655,Stateavg,al_pn-5c +656,ProviderNumber,10032 +656,HospitalName,wedowee hospital +656,Address1,209 north main street +656,Address2, +656,Address3, +656,City,wedowee +656,State,al +656,ZipCode,36278 +656,CountyName,randolph +656,PhoneNumber,2563572111 +656,HospitalType,acute care hospitals +656,HospitalOwner,government - local +656,EmergencyService,no +656,Condition,pneumonia +656,MeasureCode,pn-6 +656,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +656,Score,96 +656,Sample,23 +656,Stateavg,al_pn-6 +657,ProviderNumber,10032 +657,HospitalName,wedowee hospital +657,Address1,209 north main street +657,Address2, +657,Address3, +657,City,wedowee +657,State,al +657,ZipCode,36278 +657,CountyName,randolph +657,PhoneNumber,2563572111 +657,HospitalType,acute care hospitals +657,HospitalOwner,government - local +657,EmergencyService,no +657,Condition,pneumonia +657,MeasureCode,pn-7 +657,MeasureName,pneumonia patients assessed and given influenza vaccination +657,Score,12 +657,Sample,16 +657,Stateavg,al_pn-7 +658,ProviderNumber,10032 +658,HospitalName,wedowee hospital +658,Address1,209 north main street +658,Address2, +658,Address3, +658,City,wedowee +658,State,al +658,ZipCode,36278 +658,CountyName,randolph +658,PhoneNumber,2563572111 +658,HospitalType,acute care hospitals +658,HospitalOwner,government - local +658,EmergencyService,no +658,Condition,surgical infection prevention +658,MeasureCode,scip-card-2 +658,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +658,Score, +658,Sample, +658,Stateavg,al_scip-card-2 +659,ProviderNumber,10032 +659,HospitalName,wedowee hospital +659,Address1,209 north main street +659,Address2, +659,Address3, +659,City,wedowee +659,State,al +659,ZipCode,36278 +659,CountyName,randolph +659,PhoneNumber,2563572111 +659,HospitalType,acute care hospitals +659,HospitalOwner,government - local +659,EmergencyService,no +659,Condition,surgical infection prevention +659,MeasureCode,scip-inf-1 +659,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +659,Score, +659,Sample, +659,Stateavg,al_scip-inf-1 +660,ProviderNumber,10032 +660,HospitalName,wedowee hospital +660,Address1,209 north main street +660,Address2, +660,Address3, +660,City,wedowee +660,State,al +660,ZipCode,36278 +660,CountyName,randolph +660,PhoneNumber,2563572111 +660,HospitalType,acute care hospitals +660,HospitalOwner,government - local +660,EmergencyService,no +660,Condition,surgical infection prevention +660,MeasureCode,scip-inf-2 +660,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +660,Score, +660,Sample, +660,Stateavg,al_scip-inf-2 +661,ProviderNumber,10032 +661,HospitalName,wedowee hospital +661,Address1,209 north main street +661,Address2, +661,Address3, +661,City,wedowee +661,State,al +661,ZipCode,36278 +661,CountyName,randolph +661,PhoneNumber,2563572111 +661,HospitalType,acute care hospitals +661,HospitalOwner,government - local +661,EmergencyService,no +661,Condition,surgical infection prevention +661,MeasureCode,scip-inf-3 +661,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +661,Score, +661,Sample, +661,Stateavg,al_scip-inf-3 +662,ProviderNumber,10032 +662,HospitalName,wedowee hospital +662,Address1,209 north main street +662,Address2, +662,Address3, +662,City,wedowee +662,State,al +662,ZipCode,36278 +662,CountyName,randolph +662,PhoneNumber,2563572111 +662,HospitalType,acute care hospitals +662,HospitalOwner,government - local +662,EmergencyService,no +662,Condition,surgical infection prevention +662,MeasureCode,scip-inf-4 +662,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +662,Score, +662,Sample, +662,Stateavg,al_scip-inf-4 +663,ProviderNumber,10032 +663,HospitalName,wedowee hospital +663,Address1,209 north main street +663,Address2, +663,Address3, +663,City,wedowee +663,State,al +663,ZipCode,36278 +663,CountyName,randolph +663,PhoneNumber,2563572111 +663,HospitalType,acute care hospitals +663,HospitalOwner,government - local +663,EmergencyService,no +663,Condition,surgical infection prevention +663,MeasureCode,scip-inf-6 +663,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +663,Score, +663,Sample, +663,Stateavg,al_scip-inf-6 +664,ProviderNumber,10032 +664,HospitalName,wedowee hospital +664,Address1,209 north main street +664,Address2, +664,Address3, +664,City,wedowee +664,State,al +664,ZipCode,36278 +664,CountyName,randolph +664,PhoneNumber,2563572111 +664,HospitalType,acute care hospitals +664,HospitalOwner,government - local +664,EmergencyService,no +664,Condition,surgical infection prevention +664,MeasureCode,scip-vte-1 +664,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +664,Score, +664,Sample, +664,Stateavg,al_scip-vte-1 +665,ProviderNumber,10032 +665,HospitalName,wedowee hospital +665,Address1,209 north main street +665,Address2, +665,Address3, +665,City,wedowee +665,State,al +665,ZipCode,36278 +665,CountyName,randolph +665,PhoneNumber,2563572111 +665,HospitalType,acute care hospitals +665,HospitalOwner,government - local +665,EmergencyService,no +665,Condition,surgical infection prevention +665,MeasureCode,scip-vte-2 +665,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +665,Score, +665,Sample, +665,Stateavg,al_scip-vte-2 +666,ProviderNumber,10033 +666,HospitalName,university of alabama hospital +666,Address1,619 south 19th street +666,Address2, +666,Address3, +666,City,birmingham +666,State,al +666,ZipCode,35233 +666,CountyName,jefferson +666,PhoneNumber,2059344011 +666,HospitalType,acute care hospitals +666,HospitalOwner,government - state +666,EmergencyService,yes +666,Condition,heart attack +666,MeasureCode,ami-1 +666,MeasureName,heart attack patients given aspirin at arrival +666,Score,98 +666,Sample,229 +666,Stateavg,al_ami-1 +667,ProviderNumber,10033 +667,HospitalName,university of alabama hospital +667,Address1,619 south 19th street +667,Address2, +667,Address3, +667,City,birmingham +667,State,al +667,ZipCode,35233 +667,CountyName,jefferson +667,PhoneNumber,2059344011 +667,HospitalType,acute care hospitals +667,HospitalOwner,government - state +667,EmergencyService,yes +667,Condition,heart attack +667,MeasureCode,ami-2 +667,MeasureName,heart attack patients given aspirin at discharge +667,Score,98 +667,Sample,316 +667,Stateavg,al_ami-2 +668,ProviderNumber,10033 +668,HospitalName,university of alabama hospital +668,Address1,619 south 19th street +668,Address2, +668,Address3, +668,City,birmingham +668,State,al +668,ZipCode,35233 +668,CountyName,jefferson +668,PhoneNumber,2059344011 +668,HospitalType,acute care hospitals +668,HospitalOwner,government - state +668,EmergencyService,yes +668,Condition,heart attack +668,MeasureCode,ami-3 +668,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +668,Score,91 +668,Sample,87 +668,Stateavg,al_ami-3 +669,ProviderNumber,10033 +669,HospitalName,university of alabama hospital +669,Address1,619 south 19th street +669,Address2, +669,Address3, +669,City,birmingham +669,State,al +669,ZipCode,35233 +669,CountyName,jefferson +669,PhoneNumber,2059344011 +669,HospitalType,acute care hospitals +669,HospitalOwner,government - state +669,EmergencyService,yes +669,Condition,heart attack +669,MeasureCode,ami-4 +669,MeasureName,heart attack patients given smoking cessation advice/counseling +669,Score,100 +669,Sample,147 +669,Stateavg,al_ami-4 +670,ProviderNumber,10033 +670,HospitalName,university of alabama hospital +670,Address1,619 south 19th street +670,Address2, +670,Address3, +670,City,birmingham +670,State,al +670,ZipCode,35233 +670,CountyName,jefferson +670,PhoneNumber,2059344011 +670,HospitalType,acute care hospitals +670,HospitalOwner,government - state +670,EmergencyService,yes +670,Condition,heart attack +670,MeasureCode,ami-5 +670,MeasureName,heart attack patients given beta blocker at discharge +670,Score,97 +670,Sample,331 +670,Stateavg,al_ami-5 +671,ProviderNumber,10033 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arrival +672,Score,98 +672,Sample,47 +672,Stateavg,al_ami-8a +673,ProviderNumber,10033 +673,HospitalName,university of alabama hospital +673,Address1,619 south 19th street +673,Address2, +673,Address3, +673,City,birmingham +673,State,al +673,ZipCode,35233 +673,CountyName,jefferson +673,PhoneNumber,2059344011 +673,HospitalType,acute care hospitals +673,HospitalOwner,government - state +673,EmergencyService,yes +673,Condition,heart failure +673,MeasureCode,hf-1 +673,MeasureName,heart failure patients given discharge instructions +673,Score,46 +673,Sample,618 +673,Stateavg,al_hf-1 +674,ProviderNumber,10033 +674,HospitalName,university of alabama hospital +674,Address1,619 south 19th street +674,Address2, +674,Address3, +674,City,birmingham +674,State,al +674,ZipCode,35233 +674,CountyName,jefferson +674,PhoneNumber,2059344011 +674,HospitalType,acute care hospitals +674,HospitalOwner,government - state +674,EmergencyService,yes +674,Condition,heart failure +674,MeasureCode,hf-2 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antibiotic(s) +681,Score,85 +681,Sample,155 +681,Stateavg,al_pn-6 +682,ProviderNumber,10033 +682,HospitalName,university of alabama hospital +682,Address1,619 south 19th street +682,Address2, +682,Address3, +682,City,birmingham +682,State,al +682,ZipCode,35233 +682,CountyName,jefferson +682,PhoneNumber,2059344011 +682,HospitalType,acute care hospitals +682,HospitalOwner,government - state +682,EmergencyService,yes +682,Condition,pneumonia +682,MeasureCode,pn-7 +682,MeasureName,pneumonia patients assessed and given influenza vaccination +682,Score,79 +682,Sample,242 +682,Stateavg,al_pn-7 +683,ProviderNumber,10033 +683,HospitalName,university of alabama hospital +683,Address1,619 south 19th street +683,Address2, +683,Address3, +683,City,birmingham +683,State,al +683,ZipCode,35233 +683,CountyName,jefferson +683,PhoneNumber,2059344011 +683,HospitalType,acute care hospitals +683,HospitalOwner,government - state +683,EmergencyService,yes +683,Condition,surgical infection prevention +683,MeasureCode,scip-card-2 +683,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +683,Score,69 +683,Sample,94 +683,Stateavg,al_scip-card-2 +684,ProviderNumber,10033 +684,HospitalName,university of alabama hospital +684,Address1,619 south 19th street +684,Address2, +684,Address3, +684,City,birmingham +684,State,al +684,ZipCode,35233 +684,CountyName,jefferson +684,PhoneNumber,2059344011 +684,HospitalType,acute care hospitals +684,HospitalOwner,government - state +684,EmergencyService,yes +684,Condition,surgical infection prevention +684,MeasureCode,scip-inf-1 +684,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +684,Score,88 +684,Sample,324 +684,Stateavg,al_scip-inf-1 +685,ProviderNumber,10033 +685,HospitalName,university of alabama hospital 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were stopped at the right time (within 24 hours after surgery) +686,Score,87 +686,Sample,317 +686,Stateavg,al_scip-inf-3 +687,ProviderNumber,10033 +687,HospitalName,university of alabama hospital +687,Address1,619 south 19th street +687,Address2, +687,Address3, +687,City,birmingham +687,State,al +687,ZipCode,35233 +687,CountyName,jefferson +687,PhoneNumber,2059344011 +687,HospitalType,acute care hospitals +687,HospitalOwner,government - state +687,EmergencyService,yes +687,Condition,surgical infection prevention +687,MeasureCode,scip-inf-4 +687,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +687,Score,76 +687,Sample,140 +687,Stateavg,al_scip-inf-4 +688,ProviderNumber,10033 +688,HospitalName,university of alabama hospital +688,Address1,619 south 19th street +688,Address2, +688,Address3, +688,City,birmingham +688,State,al +688,ZipCode,35233 +688,CountyName,jefferson +688,PhoneNumber,2059344011 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non-profit - private +691,EmergencyService,no +691,Condition,heart attack +691,MeasureCode,ami-1 +691,MeasureName,heart attack patients given aspirin at arrival +691,Score,77 +691,Sample,13 +691,Stateavg,al_ami-1 +692,ProviderNumber,10034 +692,HospitalName,community hospital inc +692,Address1,805 friendship road +692,Address2, +692,Address3, +692,City,tallassee +692,State,al +692,ZipCode,36078 +692,CountyName,elmore +692,PhoneNumber,3342836541 +692,HospitalType,acute care hospitals +692,HospitalOwner,voluntary non-profit - private +692,EmergencyService,no +692,Condition,heart attack +692,MeasureCode,ami-2 +692,MeasureName,heart attack patients given aspirin at discharge +692,Score,100 +692,Sample,4 +692,Stateavg,al_ami-2 +693,ProviderNumber,10034 +693,HospitalName,community hospital inc +693,Address1,805 friendship road +693,Address2, +693,Address3, +693,City,tallassee +693,State,al +693,ZipCode,36078 +693,CountyName,elmore +693,PhoneNumber,3342836541 +693,HospitalType,acute care hospitals +693,HospitalOwner,voluntary non-profit - private +693,EmergencyService,no +693,Condition,heart attack +693,MeasureCode,ami-3 +693,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +693,Score,100 +693,Sample,1 +693,Stateavg,al_ami-3 +694,ProviderNumber,10034 +694,HospitalName,community hospital inc +694,Address1,805 friendship road +694,Address2, +694,Address3, +694,City,tallassee +694,State,al +694,ZipCode,36078 +694,CountyName,elmore +694,PhoneNumber,3342836541 +694,HospitalType,acute care hospitals +694,HospitalOwner,voluntary non-profit - private +694,EmergencyService,no +694,Condition,heart attack +694,MeasureCode,ami-4 +694,MeasureName,heart attack patients given smoking cessation advice/counseling +694,Score, +694,Sample,0 +694,Stateavg,al_ami-4 +695,ProviderNumber,10034 +695,HospitalName,community hospital inc +695,Address1,805 friendship road +695,Address2, +695,Address3, +695,City,tallassee +695,State,al 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friendship road +697,Address2, +697,Address3, +697,City,tallassee +697,State,al +697,ZipCode,36078 +697,CountyName,elmore +697,PhoneNumber,3342836541 +697,HospitalType,acute care hospitals +697,HospitalOwner,voluntary non-profit - private +697,EmergencyService,no +697,Condition,heart attack +697,MeasureCode,ami-8a +697,MeasureName,heart attack patients given pci within 90 minutes of arrival +697,Score, +697,Sample,0 +697,Stateavg,al_ami-8a +698,ProviderNumber,10034 +698,HospitalName,community hospital inc +698,Address1,805 friendship road +698,Address2, +698,Address3, +698,City,tallassee +698,State,al +698,ZipCode,36078 +698,CountyName,elmore +698,PhoneNumber,3342836541 +698,HospitalType,acute care hospitals +698,HospitalOwner,voluntary non-profit - private +698,EmergencyService,no +698,Condition,heart failure +698,MeasureCode,hf-1 +698,MeasureName,heart failure patients given discharge instructions +698,Score,88 +698,Sample,65 +698,Stateavg,al_hf-1 +699,ProviderNumber,10034 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prevention +709,MeasureCode,scip-inf-1 +709,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +709,Score,100 +709,Sample,10 +709,Stateavg,al_scip-inf-1 +710,ProviderNumber,10034 +710,HospitalName,community hospital inc +710,Address1,805 friendship road +710,Address2, +710,Address3, +710,City,tallassee +710,State,al +710,ZipCode,36078 +710,CountyName,elmore +710,PhoneNumber,3342836541 +710,HospitalType,acute care hospitals +710,HospitalOwner,voluntary non-profit - private +710,EmergencyService,no +710,Condition,surgical infection prevention +710,MeasureCode,scip-inf-2 +710,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +710,Score,100 +710,Sample,10 +710,Stateavg,al_scip-inf-2 +711,ProviderNumber,10034 +711,HospitalName,community hospital inc +711,Address1,805 friendship road +711,Address2, +711,Address3, +711,City,tallassee +711,State,al 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+712,Score, +712,Sample,0 +712,Stateavg,al_scip-inf-4 +713,ProviderNumber,10034 +713,HospitalName,community hospital inc +713,Address1,805 friendship road +713,Address2, +713,Address3, +713,City,tallassee +713,State,al +713,ZipCode,36078 +713,CountyName,elmore +713,PhoneNumber,3342836541 +713,HospitalType,acute care hospitals +713,HospitalOwner,voluntary non-profit - private +713,EmergencyService,no +713,Condition,surgical infection prevention +713,MeasureCode,scip-inf-6 +713,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +713,Score,100 +713,Sample,33 +713,Stateavg,al_scip-inf-6 +714,ProviderNumber,10034 +714,HospitalName,community hospital inc +714,Address1,805 friendship road +714,Address2, +714,Address3, +714,City,tallassee +714,State,al +714,ZipCode,36078 +714,CountyName,elmore +714,PhoneNumber,3342836541 +714,HospitalType,acute care hospitals +714,HospitalOwner,voluntary non-profit - private +714,EmergencyService,no +714,Condition,surgical infection prevention +714,MeasureCode,scip-vte-1 +714,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +714,Score,88 +714,Sample,24 +714,Stateavg,al_scip-vte-1 +715,ProviderNumber,10034 +715,HospitalName,community hospital inc +715,Address1,805 friendship road +715,Address2, +715,Address3, +715,City,tallassee +715,State,al +715,ZipCode,36078 +715,CountyName,elmore +715,PhoneNumber,3342836541 +715,HospitalType,acute care hospitals +715,HospitalOwner,voluntary non-profit - private +715,EmergencyService,no +715,Condition,surgical infection prevention +715,MeasureCode,scip-vte-2 +715,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +715,Score,88 +715,Sample,24 +715,Stateavg,al_scip-vte-2 +716,ProviderNumber,10035 +716,HospitalName,cullman regional medical center +716,Address1,1912 alabama highway 157 +716,Address2, +716,Address3, +716,City,cullman +716,State,al +716,ZipCode,35058 +716,CountyName,cullman +716,PhoneNumber,2567372000 +716,HospitalType,acute care hospitals +716,HospitalOwner,government - hospital district or authority +716,EmergencyService,yes +716,Condition,heart attack +716,MeasureCode,ami-1 +716,MeasureName,heart attack patients given aspirin at arrival +716,Score,100 +716,Sample,51 +716,Stateavg,al_ami-1 +717,ProviderNumber,10035 +717,HospitalName,cullman regional medical center +717,Address1,1912 alabama highway 157 +717,Address2, +717,Address3, +717,City,cullman +717,State,al +717,ZipCode,35058 +717,CountyName,cullman +717,PhoneNumber,2567372000 +717,HospitalType,acute care hospitals +717,HospitalOwner,government - hospital district or authority +717,EmergencyService,yes +717,Condition,heart attack +717,MeasureCode,ami-2 +717,MeasureName,heart attack patients given aspirin at discharge +717,Score,100 +717,Sample,26 +717,Stateavg,al_ami-2 +718,ProviderNumber,10035 +718,HospitalName,cullman regional medical center +718,Address1,1912 alabama highway 157 +718,Address2, +718,Address3, +718,City,cullman +718,State,al +718,ZipCode,35058 +718,CountyName,cullman +718,PhoneNumber,2567372000 +718,HospitalType,acute care hospitals +718,HospitalOwner,government - hospital district or authority +718,EmergencyService,yes +718,Condition,heart attack +718,MeasureCode,ami-3 +718,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +718,Score,67 +718,Sample,3 +718,Stateavg,al_ami-3 +719,ProviderNumber,10035 +719,HospitalName,cullman regional medical center +719,Address1,1912 alabama highway 157 +719,Address2, +719,Address3, +719,City,cullman +719,State,al +719,ZipCode,35058 +719,CountyName,cullman +719,PhoneNumber,2567372000 +719,HospitalType,acute care hospitals +719,HospitalOwner,government - hospital district or authority +719,EmergencyService,yes +719,Condition,heart attack +719,MeasureCode,ami-4 +719,MeasureName,heart attack patients given smoking cessation advice/counseling +719,Score,100 +719,Sample,3 +719,Stateavg,al_ami-4 +720,ProviderNumber,10035 +720,HospitalName,cullman regional medical center +720,Address1,1912 alabama highway 157 +720,Address2, +720,Address3, +720,City,cullman +720,State,al +720,ZipCode,35058 +720,CountyName,cullman +720,PhoneNumber,2567372000 +720,HospitalType,acute care hospitals +720,HospitalOwner,government - hospital district or authority +720,EmergencyService,yes +720,Condition,heart attack +720,MeasureCode,ami-5 +720,MeasureName,heart attack patients given beta blocker at discharge +720,Score,100 +720,Sample,23 +720,Stateavg,al_ami-5 +721,ProviderNumber,10035 +721,HospitalName,cullman regional medical center +721,Address1,1912 alabama highway 157 +721,Address2, +721,Address3, +721,City,cullman +721,State,al +721,ZipCode,35058 +721,CountyName,cullman +721,PhoneNumber,2567372000 +721,HospitalType,acute care hospitals +721,HospitalOwner,government - hospital district or authority +721,EmergencyService,yes +721,Condition,heart attack +721,MeasureCode,ami-7a +721,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +721,Score, +721,Sample,0 +721,Stateavg,al_ami-7a +722,ProviderNumber,10035 +722,HospitalName,cullman regional medical center +722,Address1,1912 alabama highway 157 +722,Address2, +722,Address3, +722,City,cullman +722,State,al +722,ZipCode,35058 +722,CountyName,cullman +722,PhoneNumber,2567372000 +722,HospitalType,acute care hospitals +722,HospitalOwner,government - hospital district or authority +722,EmergencyService,yes +722,Condition,heart attack +722,MeasureCode,ami-8a +722,MeasureName,heart attack patients given pci within 90 minutes of arrival +722,Score, +722,Sample,0 +722,Stateavg,al_ami-8a +723,ProviderNumber,10035 +723,HospitalName,cullman regional medical center +723,Address1,1912 alabama highway 157 +723,Address2, +723,Address3, +723,City,cullman +723,State,al +723,ZipCode,35058 +723,CountyName,cullman +723,PhoneNumber,2567372000 +723,HospitalType,acute care hospitals +723,HospitalOwner,government - hospital district or authority +723,EmergencyService,yes +723,Condition,heart failure +723,MeasureCode,hf-1 +723,MeasureName,heart failure patients given discharge instructions +723,Score,99 +723,Sample,158 +723,Stateavg,al_hf-1 +724,ProviderNumber,10035 +724,HospitalName,cullman regional medical center +724,Address1,1912 alabama highway 157 +724,Address2, +724,Address3, +724,City,cullman +724,State,al +724,ZipCode,35058 +724,CountyName,cullman +724,PhoneNumber,2567372000 +724,HospitalType,acute care hospitals +724,HospitalOwner,government - hospital district or authority +724,EmergencyService,yes +724,Condition,heart failure +724,MeasureCode,hf-2 +724,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +724,Score,100 +724,Sample,200 +724,Stateavg,al_hf-2 +725,ProviderNumber,10035 +725,HospitalName,cullman regional medical center +725,Address1,1912 alabama highway 157 +725,Address2, +725,Address3, +725,City,cullman +725,State,al +725,ZipCode,35058 +725,CountyName,cullman +725,PhoneNumber,2567372000 +725,HospitalType,acute care hospitals +725,HospitalOwner,government - hospital district or authority +725,EmergencyService,yes +725,Condition,heart failure +725,MeasureCode,hf-3 +725,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +725,Score,97 +725,Sample,37 +725,Stateavg,al_hf-3 +726,ProviderNumber,10035 +726,HospitalName,cullman regional medical center +726,Address1,1912 alabama highway 157 +726,Address2, +726,Address3, +726,City,cullman +726,State,al +726,ZipCode,35058 +726,CountyName,cullman +726,PhoneNumber,2567372000 +726,HospitalType,acute care hospitals +726,HospitalOwner,government - hospital district or authority +726,EmergencyService,yes +726,Condition,heart failure +726,MeasureCode,hf-4 +726,MeasureName,heart failure patients given smoking cessation advice/counseling +726,Score,100 +726,Sample,42 +726,Stateavg,al_hf-4 +727,ProviderNumber,10035 +727,HospitalName,cullman regional medical center +727,Address1,1912 alabama highway 157 +727,Address2, +727,Address3, +727,City,cullman +727,State,al +727,ZipCode,35058 +727,CountyName,cullman +727,PhoneNumber,2567372000 +727,HospitalType,acute care hospitals +727,HospitalOwner,government - hospital district or authority +727,EmergencyService,yes +727,Condition,pneumonia +727,MeasureCode,pn-2 +727,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +727,Score,100 +727,Sample,155 +727,Stateavg,al_pn-2 +728,ProviderNumber,10035 +728,HospitalName,cullman regional medical center +728,Address1,1912 alabama highway 157 +728,Address2, +728,Address3, +728,City,cullman +728,State,al +728,ZipCode,35058 +728,CountyName,cullman +728,PhoneNumber,2567372000 +728,HospitalType,acute care hospitals +728,HospitalOwner,government - hospital district or authority +728,EmergencyService,yes +728,Condition,pneumonia +728,MeasureCode,pn-3b +728,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +728,Score,100 +728,Sample,138 +728,Stateavg,al_pn-3b +729,ProviderNumber,10035 +729,HospitalName,cullman regional medical center +729,Address1,1912 alabama highway 157 +729,Address2, +729,Address3, +729,City,cullman +729,State,al +729,ZipCode,35058 +729,CountyName,cullman +729,PhoneNumber,2567372000 +729,HospitalType,acute care hospitals +729,HospitalOwner,government - hospital district or authority +729,EmergencyService,yes +729,Condition,pneumonia +729,MeasureCode,pn-4 +729,MeasureName,pneumonia patients given smoking cessation advice/counseling +729,Score,100 +729,Sample,90 +729,Stateavg,al_pn-4 +730,ProviderNumber,10035 +730,HospitalName,cullman regional medical center +730,Address1,1912 alabama highway 157 +730,Address2, +730,Address3, +730,City,cullman +730,State,al +730,ZipCode,35058 +730,CountyName,cullman +730,PhoneNumber,2567372000 +730,HospitalType,acute care hospitals +730,HospitalOwner,government - hospital district or authority +730,EmergencyService,yes +730,Condition,pneumonia +730,MeasureCode,pn-5c +730,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +730,Score,99 +730,Sample,160 +730,Stateavg,al_pn-5c +731,ProviderNumber,10035 +731,HospitalName,cullman regional medical center +731,Address1,1912 alabama highway 157 +731,Address2, +731,Address3, +731,City,cullman +731,State,al +731,ZipCode,35058 +731,CountyName,cullman +731,PhoneNumber,2567372000 +731,HospitalType,acute care hospitals +731,HospitalOwner,government - hospital district or authority +731,EmergencyService,yes +731,Condition,pneumonia +731,MeasureCode,pn-6 +731,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +731,Score,98 +731,Sample,136 +731,Stateavg,al_pn-6 +732,ProviderNumber,10035 +732,HospitalName,cullman regional medical center +732,Address1,1912 alabama highway 157 +732,Address2, +732,Address3, +732,City,cullman +732,State,al +732,ZipCode,35058 +732,CountyName,cullman +732,PhoneNumber,2567372000 +732,HospitalType,acute care hospitals +732,HospitalOwner,government - hospital district or authority +732,EmergencyService,yes +732,Condition,pneumonia +732,MeasureCode,pn-7 +732,MeasureName,pneumonia patients assessed and given influenza vaccination +732,Score,98 +732,Sample,125 +732,Stateavg,al_pn-7 +733,ProviderNumber,10035 +733,HospitalName,cullman regional medical center +733,Address1,1912 alabama highway 157 +733,Address2, +733,Address3, +733,City,cullman +733,State,al +733,ZipCode,35058 +733,CountyName,cullman +733,PhoneNumber,2567372000 +733,HospitalType,acute care hospitals +733,HospitalOwner,government - hospital district or authority +733,EmergencyService,yes +733,Condition,surgical infection prevention +733,MeasureCode,scip-card-2 +733,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +733,Score,99 +733,Sample,68 +733,Stateavg,al_scip-card-2 +734,ProviderNumber,10035 +734,HospitalName,cullman regional medical center +734,Address1,1912 alabama highway 157 +734,Address2, +734,Address3, +734,City,cullman +734,State,al +734,ZipCode,35058 +734,CountyName,cullman +734,PhoneNumber,2567372000 +734,HospitalType,acute care hospitals +734,HospitalOwner,government - hospital district or authority +734,EmergencyService,yes +734,Condition,surgical infection prevention +734,MeasureCode,scip-inf-1 +734,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +734,Score,99 +734,Sample,411 +734,Stateavg,al_scip-inf-1 +735,ProviderNumber,10035 +735,HospitalName,cullman regional medical center +735,Address1,1912 alabama highway 157 +735,Address2, +735,Address3, +735,City,cullman +735,State,al +735,ZipCode,35058 +735,CountyName,cullman +735,PhoneNumber,2567372000 +735,HospitalType,acute care hospitals +735,HospitalOwner,government - hospital district or authority +735,EmergencyService,yes +735,Condition,surgical infection prevention +735,MeasureCode,scip-inf-2 +735,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +735,Score,98 +735,Sample,417 +735,Stateavg,al_scip-inf-2 +736,ProviderNumber,10035 +736,HospitalName,cullman regional medical center +736,Address1,1912 alabama highway 157 +736,Address2, +736,Address3, +736,City,cullman +736,State,al +736,ZipCode,35058 +736,CountyName,cullman +736,PhoneNumber,2567372000 +736,HospitalType,acute care hospitals +736,HospitalOwner,government - hospital district or authority +736,EmergencyService,yes +736,Condition,surgical infection prevention +736,MeasureCode,scip-inf-3 +736,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +736,Score,98 +736,Sample,405 +736,Stateavg,al_scip-inf-3 +737,ProviderNumber,10035 +737,HospitalName,cullman regional medical center +737,Address1,1912 alabama highway 157 +737,Address2, +737,Address3, +737,City,cullman +737,State,al +737,ZipCode,35058 +737,CountyName,cullman +737,PhoneNumber,2567372000 +737,HospitalType,acute care hospitals +737,HospitalOwner,government - hospital district or authority +737,EmergencyService,yes +737,Condition,surgical infection prevention +737,MeasureCode,scip-inf-4 +737,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +737,Score, +737,Sample,0 +737,Stateavg,al_scip-inf-4 +738,ProviderNumber,10035 +738,HospitalName,cullman regional medical center +738,Address1,1912 alabama highway 157 +738,Address2, +738,Address3, +738,City,cullman +738,State,al +738,ZipCode,35058 +738,CountyName,cullman +738,PhoneNumber,2567372000 +738,HospitalType,acute care hospitals +738,HospitalOwner,government - hospital district or authority +738,EmergencyService,yes +738,Condition,surgical infection prevention +738,MeasureCode,scip-inf-6 +738,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +738,Score,100 +738,Sample,598 +738,Stateavg,al_scip-inf-6 +739,ProviderNumber,10035 +739,HospitalName,cullman regional medical center +739,Address1,1912 alabama highway 157 +739,Address2, +739,Address3, +739,City,cullman +739,State,al +739,ZipCode,35058 +739,CountyName,cullman +739,PhoneNumber,2567372000 +739,HospitalType,acute care hospitals +739,HospitalOwner,government - hospital district or authority +739,EmergencyService,yes +739,Condition,surgical infection prevention +739,MeasureCode,scip-vte-1 +739,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +739,Score,95 +739,Sample,298 +739,Stateavg,al_scip-vte-1 +740,ProviderNumber,10035 +740,HospitalName,cullman regional medical center +740,Address1,1912 alabama highway 157 +740,Address2, +740,Address3, +740,City,cullman +740,State,al +740,ZipCode,35058 +740,CountyName,cullman +740,PhoneNumber,2567372000 +740,HospitalType,acute care hospitals +740,HospitalOwner,government - hospital district or authority +740,EmergencyService,yes +740,Condition,surgical infection prevention +740,MeasureCode,scip-vte-2 +740,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +740,Score,95 +740,Sample,298 +740,Stateavg,al_scip-vte-2 +741,ProviderNumber,10036 +741,HospitalName,andalusia regional hospital +741,Address1,849 south three notch street +741,Address2, +741,Address3, +741,City,andalusia +741,State,al +741,ZipCode,36420 +741,CountyName,covington +741,PhoneNumber,3342228466 +741,HospitalType,acute care hospitals +741,HospitalOwner,proprietary +741,EmergencyService,no +741,Condition,heart attack +741,MeasureCode,ami-1 +741,MeasureName,heart attack patients given aspirin at arrival +741,Score,100 +741,Sample,8 +741,Stateavg,al_ami-1 +742,ProviderNumber,10036 +742,HospitalName,andalusia regional hospital +742,Address1,849 south three notch street +742,Address2, +742,Address3, +742,City,andalusia +742,State,al +742,ZipCode,36420 +742,CountyName,covington +742,PhoneNumber,3342228466 +742,HospitalType,acute care hospitals +742,HospitalOwner,proprietary +742,EmergencyService,no +742,Condition,heart attack +742,MeasureCode,ami-2 +742,MeasureName,heart attack patients given aspirin at discharge +742,Score,60 +742,Sample,5 +742,Stateavg,al_ami-2 +743,ProviderNumber,10036 +743,HospitalName,andalusia regional hospital +743,Address1,849 south three notch street +743,Address2, +743,Address3, +743,City,andalusia +743,State,al +743,ZipCode,36420 +743,CountyName,covington +743,PhoneNumber,3342228466 +743,HospitalType,acute care hospitals +743,HospitalOwner,proprietary +743,EmergencyService,no +743,Condition,heart attack +743,MeasureCode,ami-3 +743,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +743,Score,100 +743,Sample,3 +743,Stateavg,al_ami-3 +744,ProviderNumber,10036 +744,HospitalName,andalusia regional hospital +744,Address1,849 south three notch street +744,Address2, +744,Address3, +744,City,andalusia +744,State,al +744,ZipCode,36420 +744,CountyName,covington +744,PhoneNumber,3342228466 +744,HospitalType,acute care hospitals +744,HospitalOwner,proprietary +744,EmergencyService,no +744,Condition,heart attack +744,MeasureCode,ami-4 +744,MeasureName,heart attack patients given smoking cessation advice/counseling +744,Score, +744,Sample,0 +744,Stateavg,al_ami-4 +745,ProviderNumber,10036 +745,HospitalName,andalusia regional hospital +745,Address1,849 south three notch street +745,Address2, +745,Address3, +745,City,andalusia +745,State,al +745,ZipCode,36420 +745,CountyName,covington +745,PhoneNumber,3342228466 +745,HospitalType,acute care hospitals +745,HospitalOwner,proprietary +745,EmergencyService,no +745,Condition,heart attack +745,MeasureCode,ami-5 +745,MeasureName,heart attack patients given beta blocker at discharge +745,Score,100 +745,Sample,6 +745,Stateavg,al_ami-5 +746,ProviderNumber,10036 +746,HospitalName,andalusia regional hospital +746,Address1,849 south three notch street +746,Address2, +746,Address3, +746,City,andalusia +746,State,al +746,ZipCode,36420 +746,CountyName,covington +746,PhoneNumber,3342228466 +746,HospitalType,acute care hospitals +746,HospitalOwner,proprietary +746,EmergencyService,no +746,Condition,heart attack +746,MeasureCode,ami-7a +746,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +746,Score, +746,Sample,0 +746,Stateavg,al_ami-7a +747,ProviderNumber,10036 +747,HospitalName,andalusia regional hospital +747,Address1,849 south three notch street +747,Address2, +747,Address3, +747,City,andalusia +747,State,al +747,ZipCode,36420 +747,CountyName,covington +747,PhoneNumber,3342228466 +747,HospitalType,acute care hospitals +747,HospitalOwner,proprietary +747,EmergencyService,no +747,Condition,heart attack +747,MeasureCode,ami-8a +747,MeasureName,heart attack patients given pci within 90 minutes of arrival +747,Score, +747,Sample,0 +747,Stateavg,al_ami-8a +748,ProviderNumber,10036 +748,HospitalName,andalusia regional hospital +748,Address1,849 south three notch street +748,Address2, +748,Address3, +748,City,andalusia +748,State,al +748,ZipCode,36420 +748,CountyName,covington +748,PhoneNumber,3342228466 +748,HospitalType,acute care hospitals +748,HospitalOwner,proprietary +748,EmergencyService,no +748,Condition,heart failure +748,MeasureCode,hf-1 +748,MeasureName,heart failure patients given discharge instructions +748,Score,100 +748,Sample,121 +748,Stateavg,al_hf-1 +749,ProviderNumber,10036 +749,HospitalName,andalusia regional hospital +749,Address1,849 south three notch street +749,Address2, +749,Address3, +749,City,andalusia +749,State,al +749,ZipCode,36420 +749,CountyName,covington +749,PhoneNumber,3342228466 +749,HospitalType,acute care hospitals +749,HospitalOwner,proprietary +749,EmergencyService,no +749,Condition,heart failure +749,MeasureCode,hf-2 +749,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +749,Score,91 +749,Sample,139 +749,Stateavg,al_hf-2 +750,ProviderNumber,10036 +750,HospitalName,andalusia regional hospital +750,Address1,849 south three notch street +750,Address2, +750,Address3, +750,City,andalusia +750,State,al +750,ZipCode,36420 +750,CountyName,covington +750,PhoneNumber,3342228466 +750,HospitalType,acute care hospitals +750,HospitalOwner,proprietary +750,EmergencyService,no +750,Condition,heart failure +750,MeasureCode,hf-3 +750,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +750,Score,86 +750,Sample,21 +750,Stateavg,al_hf-3 +751,ProviderNumber,10036 +751,HospitalName,andalusia regional hospital +751,Address1,849 south three notch street +751,Address2, +751,Address3, +751,City,andalusia +751,State,al +751,ZipCode,36420 +751,CountyName,covington +751,PhoneNumber,3342228466 +751,HospitalType,acute care hospitals +751,HospitalOwner,proprietary +751,EmergencyService,no +751,Condition,heart failure +751,MeasureCode,hf-4 +751,MeasureName,heart failure patients given smoking cessation advice/counseling +751,Score,100 +751,Sample,32 +751,Stateavg,al_hf-4 +752,ProviderNumber,10036 +752,HospitalName,andalusia regional hospital +752,Address1,849 south three notch street +752,Address2, +752,Address3, +752,City,andalusia +752,State,al +752,ZipCode,36420 +752,CountyName,covington +752,PhoneNumber,3342228466 +752,HospitalType,acute care hospitals +752,HospitalOwner,proprietary +752,EmergencyService,no +752,Condition,pneumonia +752,MeasureCode,pn-2 +752,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +752,Score,100 +752,Sample,77 +752,Stateavg,al_pn-2 +753,ProviderNumber,10036 +753,HospitalName,andalusia regional hospital +753,Address1,849 south three notch street +753,Address2, +753,Address3, +753,City,andalusia +753,State,al +753,ZipCode,36420 +753,CountyName,covington +753,PhoneNumber,3342228466 +753,HospitalType,acute care hospitals +753,HospitalOwner,proprietary +753,EmergencyService,no +753,Condition,pneumonia +753,MeasureCode,pn-3b +753,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +753,Score,89 +753,Sample,55 +753,Stateavg,al_pn-3b +754,ProviderNumber,10036 +754,HospitalName,andalusia regional hospital +754,Address1,849 south three notch street +754,Address2, +754,Address3, +754,City,andalusia +754,State,al +754,ZipCode,36420 +754,CountyName,covington +754,PhoneNumber,3342228466 +754,HospitalType,acute care hospitals +754,HospitalOwner,proprietary +754,EmergencyService,no +754,Condition,pneumonia +754,MeasureCode,pn-4 +754,MeasureName,pneumonia patients given smoking cessation advice/counseling +754,Score,100 +754,Sample,43 +754,Stateavg,al_pn-4 +755,ProviderNumber,10036 +755,HospitalName,andalusia regional hospital +755,Address1,849 south three notch street +755,Address2, +755,Address3, +755,City,andalusia +755,State,al +755,ZipCode,36420 +755,CountyName,covington +755,PhoneNumber,3342228466 +755,HospitalType,acute care hospitals +755,HospitalOwner,proprietary +755,EmergencyService,no +755,Condition,pneumonia +755,MeasureCode,pn-5c +755,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +755,Score,97 +755,Sample,93 +755,Stateavg,al_pn-5c +756,ProviderNumber,10036 +756,HospitalName,andalusia regional hospital +756,Address1,849 south three notch street +756,Address2, +756,Address3, +756,City,andalusia +756,State,al +756,ZipCode,36420 +756,CountyName,covington +756,PhoneNumber,3342228466 +756,HospitalType,acute care hospitals +756,HospitalOwner,proprietary +756,EmergencyService,no +756,Condition,pneumonia +756,MeasureCode,pn-6 +756,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +756,Score,75 +756,Sample,64 +756,Stateavg,al_pn-6 +757,ProviderNumber,10036 +757,HospitalName,andalusia regional hospital +757,Address1,849 south three notch street +757,Address2, +757,Address3, +757,City,andalusia +757,State,al +757,ZipCode,36420 +757,CountyName,covington +757,PhoneNumber,3342228466 +757,HospitalType,acute care hospitals +757,HospitalOwner,proprietary +757,EmergencyService,no +757,Condition,pneumonia +757,MeasureCode,pn-7 +757,MeasureName,pneumonia patients assessed and given influenza vaccination +757,Score,92 +757,Sample,52 +757,Stateavg,al_pn-7 +758,ProviderNumber,10036 +758,HospitalName,andalusia regional hospital +758,Address1,849 south three notch street +758,Address2, +758,Address3, +758,City,andalusia +758,State,al +758,ZipCode,36420 +758,CountyName,covington +758,PhoneNumber,3342228466 +758,HospitalType,acute care hospitals +758,HospitalOwner,proprietary +758,EmergencyService,no +758,Condition,surgical infection prevention +758,MeasureCode,scip-card-2 +758,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +758,Score,89 +758,Sample,19 +758,Stateavg,al_scip-card-2 +759,ProviderNumber,10036 +759,HospitalName,andalusia regional hospital +759,Address1,849 south three notch street +759,Address2, +759,Address3, +759,City,andalusia +759,State,al +759,ZipCode,36420 +759,CountyName,covington +759,PhoneNumber,3342228466 +759,HospitalType,acute care hospitals +759,HospitalOwner,proprietary +759,EmergencyService,no +759,Condition,surgical infection prevention +759,MeasureCode,scip-inf-1 +759,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +759,Score,97 +759,Sample,139 +759,Stateavg,al_scip-inf-1 +760,ProviderNumber,10036 +760,HospitalName,andalusia regional hospital +760,Address1,849 south three notch street +760,Address2, +760,Address3, +760,City,andalusia +760,State,al +760,ZipCode,36420 +760,CountyName,covington +760,PhoneNumber,3342228466 +760,HospitalType,acute care hospitals +760,HospitalOwner,proprietary +760,EmergencyService,no +760,Condition,surgical infection prevention +760,MeasureCode,scip-inf-2 +760,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +760,Score,88 +760,Sample,141 +760,Stateavg,al_scip-inf-2 +761,ProviderNumber,10036 +761,HospitalName,andalusia regional hospital +761,Address1,849 south three notch street +761,Address2, +761,Address3, +761,City,andalusia +761,State,al +761,ZipCode,36420 +761,CountyName,covington +761,PhoneNumber,3342228466 +761,HospitalType,acute care hospitals +761,HospitalOwner,proprietary +761,EmergencyService,no +761,Condition,surgical infection prevention +761,MeasureCode,scip-inf-3 +761,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +761,Score,99 +761,Sample,136 +761,Stateavg,al_scip-inf-3 +762,ProviderNumber,10036 +762,HospitalName,andalusia regional hospital +762,Address1,849 south three notch street +762,Address2, +762,Address3, +762,City,andalusia +762,State,al +762,ZipCode,36420 +762,CountyName,covington +762,PhoneNumber,3342228466 +762,HospitalType,acute care hospitals +762,HospitalOwner,proprietary +762,EmergencyService,no +762,Condition,surgical infection prevention +762,MeasureCode,scip-inf-4 +762,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +762,Score, +762,Sample,0 +762,Stateavg,al_scip-inf-4 +763,ProviderNumber,10036 +763,HospitalName,andalusia regional hospital +763,Address1,849 south three notch street +763,Address2, +763,Address3, +763,City,andalusia +763,State,al +763,ZipCode,36420 +763,CountyName,covington +763,PhoneNumber,3342228466 +763,HospitalType,acute care hospitals +763,HospitalOwner,proprietary +763,EmergencyService,no +763,Condition,surgical infection prevention +763,MeasureCode,scip-inf-6 +763,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +763,Score,100 +763,Sample,204 +763,Stateavg,al_scip-inf-6 +764,ProviderNumber,10036 +764,HospitalName,andalusia regional hospital +764,Address1,849 south three notch street +764,Address2, +764,Address3, +764,City,andalusia +764,State,al +764,ZipCode,36420 +764,CountyName,covington +764,PhoneNumber,3342228466 +764,HospitalType,acute care hospitals +764,HospitalOwner,proprietary +764,EmergencyService,no +764,Condition,surgical infection prevention +764,MeasureCode,scip-vte-1 +764,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +764,Score,80 +764,Sample,66 +764,Stateavg,al_scip-vte-1 +765,ProviderNumber,10036 +765,HospitalName,andalusia regional hospital +765,Address1,849 south three notch street +765,Address2, +765,Address3, +765,City,andalusia +765,State,al +765,ZipCode,36420 +765,CountyName,covington +765,PhoneNumber,3342228466 +765,HospitalType,acute care hospitals +765,HospitalOwner,proprietary +765,EmergencyService,no +765,Condition,surgical infection prevention +765,MeasureCode,scip-vte-2 +765,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +765,Score,80 +765,Sample,66 +765,Stateavg,al_scip-vte-2 +766,ProviderNumber,10038 +766,HospitalName,stringfellow memorial hospital +766,Address1,301 east 18th st +766,Address2, +766,Address3, +766,City,anniston +766,State,al +766,ZipCode,36201 +766,CountyName,calhoun +766,PhoneNumber,2562358900 +766,HospitalType,acute care hospitals +766,HospitalOwner,proprietary +766,EmergencyService,yes +766,Condition,children s asthma care +766,MeasureCode,cac-1 +766,MeasureName,children who received reliever medication while hospitalized for asthma +766,Score,100 +766,Sample,9 +766,Stateavg,al_cac-1 +767,ProviderNumber,10038 +767,HospitalName,stringfellow memorial hospital +767,Address1,301 east 18th st +767,Address2, +767,Address3, +767,City,anniston +767,State,al +767,ZipCode,36201 +767,CountyName,calhoun +767,PhoneNumber,2562358900 +767,HospitalType,acute care hospitals +767,HospitalOwner,proprietary +767,EmergencyService,yes +767,Condition,surgical infection prevention +767,MeasureCode,scip-inf-1 +767,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +767,Score,99 +767,Sample,96 +767,Stateavg,al_scip-inf-1 +768,ProviderNumber,10038 +768,HospitalName,stringfellow memorial hospital +768,Address1,301 east 18th st +768,Address2, +768,Address3, +768,City,anniston +768,State,al +768,ZipCode,36201 +768,CountyName,calhoun +768,PhoneNumber,2562358900 +768,HospitalType,acute care hospitals +768,HospitalOwner,proprietary +768,EmergencyService,yes +768,Condition,surgical infection prevention +768,MeasureCode,scip-inf-2 +768,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +768,Score,93 +768,Sample,98 +768,Stateavg,al_scip-inf-2 +769,ProviderNumber,10038 +769,HospitalName,stringfellow memorial hospital +769,Address1,301 east 18th st +769,Address2, +769,Address3, +769,City,anniston +769,State,al +769,ZipCode,36201 +769,CountyName,calhoun +769,PhoneNumber,2562358900 +769,HospitalType,acute care hospitals +769,HospitalOwner,proprietary +769,EmergencyService,yes +769,Condition,surgical infection prevention +769,MeasureCode,scip-inf-3 +769,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +769,Score,93 +769,Sample,95 +769,Stateavg,al_scip-inf-3 +770,ProviderNumber,10038 +770,HospitalName,stringfellow memorial hospital +770,Address1,301 east 18th st +770,Address2, +770,Address3, +770,City,anniston +770,State,al +770,ZipCode,36201 +770,CountyName,calhoun +770,PhoneNumber,2562358900 +770,HospitalType,acute care hospitals +770,HospitalOwner,proprietary +770,EmergencyService,yes +770,Condition,surgical infection prevention +770,MeasureCode,scip-inf-4 +770,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +770,Score, +770,Sample,0 +770,Stateavg,al_scip-inf-4 +771,ProviderNumber,10038 +771,HospitalName,stringfellow memorial hospital +771,Address1,301 east 18th st +771,Address2, +771,Address3, +771,City,anniston +771,State,al +771,ZipCode,36201 +771,CountyName,calhoun +771,PhoneNumber,2562358900 +771,HospitalType,acute care hospitals +771,HospitalOwner,proprietary +771,EmergencyService,yes +771,Condition,surgical infection prevention +771,MeasureCode,scip-inf-6 +771,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +771,Score,100 +771,Sample,195 +771,Stateavg,al_scip-inf-6 +772,ProviderNumber,10038 +772,HospitalName,stringfellow memorial hospital +772,Address1,301 east 18th st +772,Address2, +772,Address3, +772,City,anniston +772,State,al +772,ZipCode,36201 +772,CountyName,calhoun +772,PhoneNumber,2562358900 +772,HospitalType,acute care hospitals +772,HospitalOwner,proprietary +772,EmergencyService,yes +772,Condition,surgical infection prevention +772,MeasureCode,scip-vte-1 +772,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +772,Score,90 +772,Sample,117 +772,Stateavg,al_scip-vte-1 +773,ProviderNumber,10038 +773,HospitalName,stringfellow memorial hospital +773,Address1,301 east 18th st +773,Address2, +773,Address3, +773,City,anniston +773,State,al +773,ZipCode,36201 +773,CountyName,calhoun +773,PhoneNumber,2562358900 +773,HospitalType,acute care hospitals +773,HospitalOwner,proprietary +773,EmergencyService,yes +773,Condition,surgical infection prevention +773,MeasureCode,scip-vte-2 +773,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +773,Score,89 +773,Sample,116 +773,Stateavg,al_scip-vte-2 +774,ProviderNumber,10039 +774,HospitalName,huntsville hospital +774,Address1,101 sivley rd +774,Address2, +774,Address3, +774,City,huntsville +774,State,al +774,ZipCode,35801 +774,CountyName,madison +774,PhoneNumber,2562651000 +774,HospitalType,acute care hospitals +774,HospitalOwner,government - hospital district or authority +774,EmergencyService,yes +774,Condition,children s asthma care +774,MeasureCode,cac-1 +774,MeasureName,children who received reliever medication while hospitalized for asthma +774,Score,100 +774,Sample,193 +774,Stateavg,al_cac-1 +775,ProviderNumber,10039 +775,HospitalName,huntsville hospital +775,Address1,101 sivley rd +775,Address2, +775,Address3, +775,City,huntsville +775,State,al +775,ZipCode,35801 +775,CountyName,madison +775,PhoneNumber,2562651000 +775,HospitalType,acute care hospitals +775,HospitalOwner,government - hospital district or authority +775,EmergencyService,yes +775,Condition,children s asthma care +775,MeasureCode,cac-2 +775,MeasureName,children who received systemic corticosteroid medication (oral and iv medication that reduces inflammation and controls symptoms) while hospitalized for asthma +775,Score,98 +775,Sample,193 +775,Stateavg,al_cac-2 +776,ProviderNumber,10039 +776,HospitalName,huntsville hospital +776,Address1,101 sivley rd +776,Address2, +776,Address3, +776,City,huntsville +776,State,al +776,ZipCode,35801 +776,CountyName,madison +776,PhoneNumber,2562651000 +776,HospitalType,acute care hospitals +776,HospitalOwner,government - hospital district or authority +776,EmergencyService,yes +776,Condition,children s asthma care +776,MeasureCode,cac-3 +776,MeasureName,children and their caregivers who received a home management plan of care document while hospitalized for asthma +776,Score,14 +776,Sample,193 +776,Stateavg,al_cac-3 +777,ProviderNumber,10039 +777,HospitalName,huntsville hospital +777,Address1,101 sivley rd +777,Address2, +777,Address3, +777,City,huntsville +777,State,al +777,ZipCode,35801 +777,CountyName,madison +777,PhoneNumber,2562651000 +777,HospitalType,acute care hospitals +777,HospitalOwner,government - hospital district or authority +777,EmergencyService,yes +777,Condition,heart attack +777,MeasureCode,ami-1 +777,MeasureName,heart attack patients given aspirin at arrival +777,Score,98 +777,Sample,155 +777,Stateavg,al_ami-1 +778,ProviderNumber,10039 +778,HospitalName,huntsville hospital +778,Address1,101 sivley rd +778,Address2, +778,Address3, +778,City,huntsville +778,State,al +778,ZipCode,35801 +778,CountyName,madison +778,PhoneNumber,2562651000 +778,HospitalType,acute care hospitals +778,HospitalOwner,government - hospital district or authority +778,EmergencyService,yes +778,Condition,heart attack +778,MeasureCode,ami-2 +778,MeasureName,heart attack patients given aspirin at discharge +778,Score,100 +778,Sample,323 +778,Stateavg,al_ami-2 +779,ProviderNumber,10039 +779,HospitalName,huntsville hospital +779,Address1,101 sivley rd +779,Address2, +779,Address3, +779,City,huntsville +779,State,al +779,ZipCode,35801 +779,CountyName,madison +779,PhoneNumber,2562651000 +779,HospitalType,acute care hospitals +779,HospitalOwner,government - hospital district or authority +779,EmergencyService,yes +779,Condition,heart attack +779,MeasureCode,ami-3 +779,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +779,Score,97 +779,Sample,77 +779,Stateavg,al_ami-3 +780,ProviderNumber,10039 +780,HospitalName,huntsville hospital +780,Address1,101 sivley rd +780,Address2, +780,Address3, +780,City,huntsville +780,State,al +780,ZipCode,35801 +780,CountyName,madison +780,PhoneNumber,2562651000 +780,HospitalType,acute care hospitals +780,HospitalOwner,government - hospital district or authority +780,EmergencyService,yes +780,Condition,heart attack +780,MeasureCode,ami-4 +780,MeasureName,heart attack patients given smoking cessation advice/counseling +780,Score,100 +780,Sample,135 +780,Stateavg,al_ami-4 +781,ProviderNumber,10039 +781,HospitalName,huntsville hospital +781,Address1,101 sivley rd +781,Address2, +781,Address3, +781,City,huntsville +781,State,al +781,ZipCode,35801 +781,CountyName,madison +781,PhoneNumber,2562651000 +781,HospitalType,acute care hospitals +781,HospitalOwner,government - hospital district or authority +781,EmergencyService,yes +781,Condition,heart attack +781,MeasureCode,ami-5 +781,MeasureName,heart attack patients given beta blocker at discharge +781,Score,100 +781,Sample,301 +781,Stateavg,al_ami-5 +782,ProviderNumber,10039 +782,HospitalName,huntsville hospital +782,Address1,101 sivley rd +782,Address2, +782,Address3, +782,City,huntsville +782,State,al +782,ZipCode,35801 +782,CountyName,madison +782,PhoneNumber,2562651000 +782,HospitalType,acute care hospitals +782,HospitalOwner,government - hospital district or authority +782,EmergencyService,yes +782,Condition,heart attack +782,MeasureCode,ami-7a +782,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +782,Score, +782,Sample,0 +782,Stateavg,al_ami-7a +783,ProviderNumber,10039 +783,HospitalName,huntsville hospital +783,Address1,101 sivley rd +783,Address2, +783,Address3, +783,City,huntsville +783,State,al +783,ZipCode,35801 +783,CountyName,madison +783,PhoneNumber,2562651000 +783,HospitalType,acute care hospitals +783,HospitalOwner,government - hospital district or authority +783,EmergencyService,yes +783,Condition,heart attack +783,MeasureCode,ami-8a +783,MeasureName,heart attack patients given pci within 90 minutes of arrival +783,Score,82 +783,Sample,44 +783,Stateavg,al_ami-8a +784,ProviderNumber,10039 +784,HospitalName,huntsville hospital +784,Address1,101 sivley rd +784,Address2, +784,Address3, +784,City,huntsville +784,State,al +784,ZipCode,35801 +784,CountyName,madison +784,PhoneNumber,2562651000 +784,HospitalType,acute care hospitals +784,HospitalOwner,government - hospital district or authority +784,EmergencyService,yes +784,Condition,heart failure +784,MeasureCode,hf-1 +784,MeasureName,heart failure patients given discharge instructions +784,Score,72 +784,Sample,264 +784,Stateavg,al_hf-1 +785,ProviderNumber,10039 +785,HospitalName,huntsville hospital +785,Address1,101 sivley rd +785,Address2, +785,Address3, +785,City,huntsville +785,State,al +785,ZipCode,35801 +785,CountyName,madison +785,PhoneNumber,2562651000 +785,HospitalType,acute care hospitals +785,HospitalOwner,government - hospital district or authority +785,EmergencyService,yes +785,Condition,heart failure +785,MeasureCode,hf-2 +785,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +785,Score,95 +785,Sample,303 +785,Stateavg,al_hf-2 +786,ProviderNumber,10039 +786,HospitalName,huntsville hospital +786,Address1,101 sivley rd +786,Address2, +786,Address3, +786,City,huntsville +786,State,al +786,ZipCode,35801 +786,CountyName,madison +786,PhoneNumber,2562651000 +786,HospitalType,acute care hospitals +786,HospitalOwner,government - hospital district or authority +786,EmergencyService,yes +786,Condition,heart failure +786,MeasureCode,hf-3 +786,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +786,Score,98 +786,Sample,102 +786,Stateavg,al_hf-3 +787,ProviderNumber,10039 +787,HospitalName,huntsville hospital +787,Address1,101 sivley rd +787,Address2, +787,Address3, +787,City,huntsville +787,State,al +787,ZipCode,35801 +787,CountyName,madison +787,PhoneNumber,2562651000 +787,HospitalType,acute care hospitals +787,HospitalOwner,government - hospital district or authority +787,EmergencyService,yes +787,Condition,heart failure +787,MeasureCode,hf-4 +787,MeasureName,heart failure patients given smoking cessation advice/counseling +787,Score,100 +787,Sample,51 +787,Stateavg,al_hf-4 +788,ProviderNumber,10039 +788,HospitalName,huntsville hospital +788,Address1,101 sivley rd +788,Address2, +788,Address3, +788,City,huntsville +788,State,al +788,ZipCode,35801 +788,CountyName,madison +788,PhoneNumber,2562651000 +788,HospitalType,acute care hospitals +788,HospitalOwner,government - hospital district or authority +788,EmergencyService,yes +788,Condition,pneumonia +788,MeasureCode,pn-2 +788,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +788,Score,96 +788,Sample,509 +788,Stateavg,al_pn-2 +789,ProviderNumber,10039 +789,HospitalName,huntsville hospital +789,Address1,101 sivley rd +789,Address2, +789,Address3, +789,City,huntsville +789,State,al +789,ZipCode,35801 +789,CountyName,madison +789,PhoneNumber,2562651000 +789,HospitalType,acute care hospitals +789,HospitalOwner,government - hospital district or authority +789,EmergencyService,yes +789,Condition,pneumonia +789,MeasureCode,pn-3b +789,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +789,Score,99 +789,Sample,496 +789,Stateavg,al_pn-3b +790,ProviderNumber,10039 +790,HospitalName,huntsville hospital +790,Address1,101 sivley rd +790,Address2, +790,Address3, +790,City,huntsville +790,State,al +790,ZipCode,35801 +790,CountyName,madison +790,PhoneNumber,2562651000 +790,HospitalType,acute care hospitals +790,HospitalOwner,government - hospital district or authority +790,EmergencyService,yes +790,Condition,pneumonia +790,MeasureCode,pn-4 +790,MeasureName,pneumonia patients given smoking cessation advice/counseling +790,Score,97 +790,Sample,294 +790,Stateavg,al_pn-4 +791,ProviderNumber,10039 +791,HospitalName,huntsville hospital +791,Address1,101 sivley rd +791,Address2, +791,Address3, +791,City,huntsville +791,State,al +791,ZipCode,35801 +791,CountyName,madison +791,PhoneNumber,2562651000 +791,HospitalType,acute care hospitals +791,HospitalOwner,government - hospital district or authority +791,EmergencyService,yes +791,Condition,pneumonia +791,MeasureCode,pn-5c +791,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +791,Score,93 +791,Sample,511 +791,Stateavg,al_pn-5c +792,ProviderNumber,10039 +792,HospitalName,huntsville hospital +792,Address1,101 sivley rd +792,Address2, +792,Address3, +792,City,huntsville +792,State,al +792,ZipCode,35801 +792,CountyName,madison +792,PhoneNumber,2562651000 +792,HospitalType,acute care hospitals +792,HospitalOwner,government - hospital district or authority +792,EmergencyService,yes +792,Condition,pneumonia +792,MeasureCode,pn-6 +792,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +792,Score,89 +792,Sample,313 +792,Stateavg,al_pn-6 +793,ProviderNumber,10039 +793,HospitalName,huntsville hospital +793,Address1,101 sivley rd +793,Address2, +793,Address3, +793,City,huntsville +793,State,al +793,ZipCode,35801 +793,CountyName,madison +793,PhoneNumber,2562651000 +793,HospitalType,acute care hospitals +793,HospitalOwner,government - hospital district or authority +793,EmergencyService,yes +793,Condition,pneumonia +793,MeasureCode,pn-7 +793,MeasureName,pneumonia patients assessed and given influenza vaccination +793,Score,89 +793,Sample,409 +793,Stateavg,al_pn-7 +794,ProviderNumber,10039 +794,HospitalName,huntsville hospital +794,Address1,101 sivley rd +794,Address2, +794,Address3, +794,City,huntsville +794,State,al +794,ZipCode,35801 +794,CountyName,madison +794,PhoneNumber,2562651000 +794,HospitalType,acute care hospitals +794,HospitalOwner,government - hospital district or authority +794,EmergencyService,yes +794,Condition,surgical infection prevention +794,MeasureCode,scip-card-2 +794,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +794,Score,90 +794,Sample,123 +794,Stateavg,al_scip-card-2 +795,ProviderNumber,10039 +795,HospitalName,huntsville hospital +795,Address1,101 sivley rd +795,Address2, +795,Address3, +795,City,huntsville +795,State,al +795,ZipCode,35801 +795,CountyName,madison +795,PhoneNumber,2562651000 +795,HospitalType,acute care hospitals +795,HospitalOwner,government - hospital district or authority +795,EmergencyService,yes +795,Condition,surgical infection prevention +795,MeasureCode,scip-inf-1 +795,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +795,Score,95 +795,Sample,601 +795,Stateavg,al_scip-inf-1 +796,ProviderNumber,10039 +796,HospitalName,huntsville hospital +796,Address1,101 sivley rd +796,Address2, +796,Address3, +796,City,huntsville +796,State,al +796,ZipCode,35801 +796,CountyName,madison +796,PhoneNumber,2562651000 +796,HospitalType,acute care hospitals +796,HospitalOwner,government - hospital district or authority +796,EmergencyService,yes +796,Condition,surgical infection prevention +796,MeasureCode,scip-inf-2 +796,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +796,Score,99 +796,Sample,603 +796,Stateavg,al_scip-inf-2 +797,ProviderNumber,10039 +797,HospitalName,huntsville hospital +797,Address1,101 sivley rd +797,Address2, +797,Address3, +797,City,huntsville +797,State,al +797,ZipCode,35801 +797,CountyName,madison +797,PhoneNumber,2562651000 +797,HospitalType,acute care hospitals +797,HospitalOwner,government - hospital district or authority +797,EmergencyService,yes +797,Condition,surgical infection prevention +797,MeasureCode,scip-inf-3 +797,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +797,Score,93 +797,Sample,561 +797,Stateavg,al_scip-inf-3 +798,ProviderNumber,10039 +798,HospitalName,huntsville hospital +798,Address1,101 sivley rd +798,Address2, +798,Address3, +798,City,huntsville +798,State,al +798,ZipCode,35801 +798,CountyName,madison +798,PhoneNumber,2562651000 +798,HospitalType,acute care hospitals +798,HospitalOwner,government - hospital district or authority +798,EmergencyService,yes +798,Condition,surgical infection prevention +798,MeasureCode,scip-inf-4 +798,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +798,Score,95 +798,Sample,149 +798,Stateavg,al_scip-inf-4 +799,ProviderNumber,10039 +799,HospitalName,huntsville hospital +799,Address1,101 sivley rd +799,Address2, +799,Address3, +799,City,huntsville +799,State,al +799,ZipCode,35801 +799,CountyName,madison +799,PhoneNumber,2562651000 +799,HospitalType,acute care hospitals +799,HospitalOwner,government - hospital district or authority +799,EmergencyService,yes +799,Condition,surgical infection prevention +799,MeasureCode,scip-inf-6 +799,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +799,Score,99 +799,Sample,852 +799,Stateavg,al_scip-inf-6 +800,ProviderNumber,10039 +800,HospitalName,huntsville hospital +800,Address1,101 sivley rd +800,Address2, +800,Address3, +800,City,huntsville +800,State,al +800,ZipCode,35801 +800,CountyName,madison +800,PhoneNumber,2562651000 +800,HospitalType,acute care hospitals +800,HospitalOwner,government - hospital district or authority +800,EmergencyService,yes +800,Condition,surgical infection prevention +800,MeasureCode,scip-vte-1 +800,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +800,Score,93 +800,Sample,269 +800,Stateavg,al_scip-vte-1 +801,ProviderNumber,10039 +801,HospitalName,huntsville hospital +801,Address1,101 sivley rd +801,Address2, +801,Address3, +801,City,huntsville +801,State,al +801,ZipCode,35801 +801,CountyName,madison +801,PhoneNumber,2562651000 +801,HospitalType,acute care hospitals +801,HospitalOwner,government - hospital district or authority +801,EmergencyService,yes +801,Condition,surgical infection prevention +801,MeasureCode,scip-vte-2 +801,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +801,Score,90 +801,Sample,269 +801,Stateavg,al_scip-vte-2 +802,ProviderNumber,10040 +802,HospitalName,gadsden regional medical center +802,Address1,1007 goodyear avenue +802,Address2, +802,Address3, +802,City,gadsden +802,State,al +802,ZipCode,35903 +802,CountyName,etowah +802,PhoneNumber,2564944000 +802,HospitalType,acute care hospitals +802,HospitalOwner,proprietary +802,EmergencyService,yes +802,Condition,heart attack +802,MeasureCode,ami-1 +802,MeasureName,heart attack patients given aspirin at arrival +802,Score,94 +802,Sample,123 +802,Stateavg,al_ami-1 +803,ProviderNumber,10040 +803,HospitalName,gadsden regional medical center +803,Address1,1007 goodyear avenue +803,Address2, +803,Address3, +803,City,gadsden +803,State,al +803,ZipCode,35903 +803,CountyName,etowah +803,PhoneNumber,2564944000 +803,HospitalType,acute care hospitals +803,HospitalOwner,proprietary +803,EmergencyService,yes +803,Condition,heart attack +803,MeasureCode,ami-2 +803,MeasureName,heart attack patients given aspirin at discharge +803,Score,99 +803,Sample,134 +803,Stateavg,al_ami-2 +804,ProviderNumber,10040 +804,HospitalName,gadsden regional medical center +804,Address1,1007 goodyear avenue +804,Address2, +804,Address3, +804,City,gadsden +804,State,al +804,ZipCode,35903 +804,CountyName,etowah +804,PhoneNumber,2564944000 +804,HospitalType,acute care hospitals +804,HospitalOwner,proprietary +804,EmergencyService,yes +804,Condition,heart attack +804,MeasureCode,ami-3 +804,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +804,Score,89 +804,Sample,18 +804,Stateavg,al_ami-3 +805,ProviderNumber,10040 +805,HospitalName,gadsden regional medical center +805,Address1,1007 goodyear avenue +805,Address2, +805,Address3, +805,City,gadsden +805,State,al +805,ZipCode,35903 +805,CountyName,etowah +805,PhoneNumber,2564944000 +805,HospitalType,acute care hospitals +805,HospitalOwner,proprietary +805,EmergencyService,yes +805,Condition,heart attack +805,MeasureCode,ami-4 +805,MeasureName,heart attack patients given smoking cessation advice/counseling +805,Score,100 +805,Sample,79 +805,Stateavg,al_ami-4 +806,ProviderNumber,10040 +806,HospitalName,gadsden regional medical center +806,Address1,1007 goodyear avenue +806,Address2, +806,Address3, +806,City,gadsden +806,State,al +806,ZipCode,35903 +806,CountyName,etowah +806,PhoneNumber,2564944000 +806,HospitalType,acute care hospitals +806,HospitalOwner,proprietary +806,EmergencyService,yes +806,Condition,heart attack +806,MeasureCode,ami-5 +806,MeasureName,heart attack patients given beta blocker at discharge +806,Score,95 +806,Sample,117 +806,Stateavg,al_ami-5 +807,ProviderNumber,10040 +807,HospitalName,gadsden regional medical center +807,Address1,1007 goodyear avenue +807,Address2, +807,Address3, +807,City,gadsden +807,State,al +807,ZipCode,35903 +807,CountyName,etowah +807,PhoneNumber,2564944000 +807,HospitalType,acute care hospitals +807,HospitalOwner,proprietary +807,EmergencyService,yes +807,Condition,heart attack +807,MeasureCode,ami-7a +807,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +807,Score,68 +807,Sample,25 +807,Stateavg,al_ami-7a +808,ProviderNumber,10040 +808,HospitalName,gadsden regional medical center +808,Address1,1007 goodyear avenue +808,Address2, +808,Address3, +808,City,gadsden +808,State,al +808,ZipCode,35903 +808,CountyName,etowah +808,PhoneNumber,2564944000 +808,HospitalType,acute care hospitals +808,HospitalOwner,proprietary +808,EmergencyService,yes +808,Condition,heart attack +808,MeasureCode,ami-8a +808,MeasureName,heart attack patients given pci within 90 minutes of arrival +808,Score,83 +808,Sample,12 +808,Stateavg,al_ami-8a +809,ProviderNumber,10040 +809,HospitalName,gadsden regional medical center +809,Address1,1007 goodyear avenue +809,Address2, +809,Address3, +809,City,gadsden +809,State,al +809,ZipCode,35903 +809,CountyName,etowah +809,PhoneNumber,2564944000 +809,HospitalType,acute care hospitals +809,HospitalOwner,proprietary +809,EmergencyService,yes +809,Condition,heart failure +809,MeasureCode,hf-1 +809,MeasureName,heart failure patients given discharge instructions +809,Score,47 +809,Sample,211 +809,Stateavg,al_hf-1 +810,ProviderNumber,10040 +810,HospitalName,gadsden regional medical center +810,Address1,1007 goodyear avenue +810,Address2, +810,Address3, +810,City,gadsden +810,State,al +810,ZipCode,35903 +810,CountyName,etowah +810,PhoneNumber,2564944000 +810,HospitalType,acute care hospitals +810,HospitalOwner,proprietary +810,EmergencyService,yes +810,Condition,heart failure +810,MeasureCode,hf-2 +810,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +810,Score,100 +810,Sample,259 +810,Stateavg,al_hf-2 +811,ProviderNumber,10040 +811,HospitalName,gadsden regional medical center +811,Address1,1007 goodyear avenue +811,Address2, +811,Address3, +811,City,gadsden +811,State,al +811,ZipCode,35903 +811,CountyName,etowah +811,PhoneNumber,2564944000 +811,HospitalType,acute care hospitals +811,HospitalOwner,proprietary +811,EmergencyService,yes +811,Condition,heart failure +811,MeasureCode,hf-3 +811,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +811,Score,93 +811,Sample,69 +811,Stateavg,al_hf-3 +812,ProviderNumber,10040 +812,HospitalName,gadsden regional medical center +812,Address1,1007 goodyear avenue +812,Address2, +812,Address3, +812,City,gadsden +812,State,al +812,ZipCode,35903 +812,CountyName,etowah +812,PhoneNumber,2564944000 +812,HospitalType,acute care hospitals +812,HospitalOwner,proprietary +812,EmergencyService,yes +812,Condition,heart failure +812,MeasureCode,hf-4 +812,MeasureName,heart failure patients given smoking cessation advice/counseling +812,Score,100 +812,Sample,70 +812,Stateavg,al_hf-4 +813,ProviderNumber,10040 +813,HospitalName,gadsden regional medical center +813,Address1,1007 goodyear avenue +813,Address2, +813,Address3, +813,City,gadsden +813,State,al +813,ZipCode,35903 +813,CountyName,etowah +813,PhoneNumber,2564944000 +813,HospitalType,acute care hospitals +813,HospitalOwner,proprietary +813,EmergencyService,yes +813,Condition,pneumonia +813,MeasureCode,pn-2 +813,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +813,Score,96 +813,Sample,255 +813,Stateavg,al_pn-2 +814,ProviderNumber,10040 +814,HospitalName,gadsden regional medical center +814,Address1,1007 goodyear avenue +814,Address2, +814,Address3, +814,City,gadsden +814,State,al +814,ZipCode,35903 +814,CountyName,etowah +814,PhoneNumber,2564944000 +814,HospitalType,acute care hospitals +814,HospitalOwner,proprietary +814,EmergencyService,yes +814,Condition,pneumonia +814,MeasureCode,pn-3b +814,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +814,Score,96 +814,Sample,187 +814,Stateavg,al_pn-3b +815,ProviderNumber,10040 +815,HospitalName,gadsden regional medical center +815,Address1,1007 goodyear avenue +815,Address2, +815,Address3, +815,City,gadsden +815,State,al +815,ZipCode,35903 +815,CountyName,etowah +815,PhoneNumber,2564944000 +815,HospitalType,acute care hospitals +815,HospitalOwner,proprietary +815,EmergencyService,yes +815,Condition,pneumonia +815,MeasureCode,pn-4 +815,MeasureName,pneumonia patients given smoking cessation advice/counseling +815,Score,100 +815,Sample,130 +815,Stateavg,al_pn-4 +816,ProviderNumber,10040 +816,HospitalName,gadsden regional medical center +816,Address1,1007 goodyear avenue +816,Address2, +816,Address3, +816,City,gadsden +816,State,al +816,ZipCode,35903 +816,CountyName,etowah +816,PhoneNumber,2564944000 +816,HospitalType,acute care hospitals +816,HospitalOwner,proprietary +816,EmergencyService,yes +816,Condition,pneumonia +816,MeasureCode,pn-5c +816,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +816,Score,94 +816,Sample,266 +816,Stateavg,al_pn-5c +817,ProviderNumber,10040 +817,HospitalName,gadsden regional medical center +817,Address1,1007 goodyear avenue +817,Address2, +817,Address3, +817,City,gadsden +817,State,al +817,ZipCode,35903 +817,CountyName,etowah +817,PhoneNumber,2564944000 +817,HospitalType,acute care hospitals +817,HospitalOwner,proprietary +817,EmergencyService,yes +817,Condition,pneumonia +817,MeasureCode,pn-6 +817,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +817,Score,89 +817,Sample,153 +817,Stateavg,al_pn-6 +818,ProviderNumber,10040 +818,HospitalName,gadsden regional medical center +818,Address1,1007 goodyear avenue +818,Address2, +818,Address3, +818,City,gadsden +818,State,al +818,ZipCode,35903 +818,CountyName,etowah +818,PhoneNumber,2564944000 +818,HospitalType,acute care hospitals +818,HospitalOwner,proprietary +818,EmergencyService,yes +818,Condition,pneumonia +818,MeasureCode,pn-7 +818,MeasureName,pneumonia patients assessed and given influenza vaccination +818,Score,96 +818,Sample,187 +818,Stateavg,al_pn-7 +819,ProviderNumber,10040 +819,HospitalName,gadsden regional medical center +819,Address1,1007 goodyear avenue +819,Address2, +819,Address3, +819,City,gadsden +819,State,al +819,ZipCode,35903 +819,CountyName,etowah +819,PhoneNumber,2564944000 +819,HospitalType,acute care hospitals +819,HospitalOwner,proprietary +819,EmergencyService,yes +819,Condition,surgical infection prevention +819,MeasureCode,scip-card-2 +819,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +819,Score,91 +819,Sample,109 +819,Stateavg,al_scip-card-2 +820,ProviderNumber,10040 +820,HospitalName,gadsden regional medical center +820,Address1,1007 goodyear avenue +820,Address2, +820,Address3, +820,City,gadsden +820,State,al +820,ZipCode,35903 +820,CountyName,etowah +820,PhoneNumber,2564944000 +820,HospitalType,acute care hospitals +820,HospitalOwner,proprietary +820,EmergencyService,yes +820,Condition,surgical infection prevention +820,MeasureCode,scip-inf-1 +820,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +820,Score,98 +820,Sample,557 +820,Stateavg,al_scip-inf-1 +821,ProviderNumber,10040 +821,HospitalName,gadsden regional medical center +821,Address1,1007 goodyear avenue +821,Address2, +821,Address3, +821,City,gadsden +821,State,al +821,ZipCode,35903 +821,CountyName,etowah +821,PhoneNumber,2564944000 +821,HospitalType,acute care hospitals +821,HospitalOwner,proprietary +821,EmergencyService,yes +821,Condition,surgical infection prevention +821,MeasureCode,scip-inf-2 +821,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +821,Score,97 +821,Sample,564 +821,Stateavg,al_scip-inf-2 +822,ProviderNumber,10040 +822,HospitalName,gadsden regional medical center +822,Address1,1007 goodyear avenue +822,Address2, +822,Address3, +822,City,gadsden +822,State,al +822,ZipCode,35903 +822,CountyName,etowah +822,PhoneNumber,2564944000 +822,HospitalType,acute care hospitals +822,HospitalOwner,proprietary +822,EmergencyService,yes +822,Condition,surgical infection prevention +822,MeasureCode,scip-inf-3 +822,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +822,Score,90 +822,Sample,520 +822,Stateavg,al_scip-inf-3 +823,ProviderNumber,10040 +823,HospitalName,gadsden regional medical center +823,Address1,1007 goodyear avenue +823,Address2, +823,Address3, +823,City,gadsden +823,State,al +823,ZipCode,35903 +823,CountyName,etowah +823,PhoneNumber,2564944000 +823,HospitalType,acute care hospitals +823,HospitalOwner,proprietary +823,EmergencyService,yes +823,Condition,surgical infection prevention +823,MeasureCode,scip-inf-4 +823,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +823,Score,94 +823,Sample,186 +823,Stateavg,al_scip-inf-4 +824,ProviderNumber,10040 +824,HospitalName,gadsden regional medical center +824,Address1,1007 goodyear avenue +824,Address2, +824,Address3, +824,City,gadsden +824,State,al +824,ZipCode,35903 +824,CountyName,etowah +824,PhoneNumber,2564944000 +824,HospitalType,acute care hospitals +824,HospitalOwner,proprietary +824,EmergencyService,yes +824,Condition,surgical infection prevention +824,MeasureCode,scip-inf-6 +824,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +824,Score,100 +824,Sample,854 +824,Stateavg,al_scip-inf-6 +825,ProviderNumber,10040 +825,HospitalName,gadsden regional medical center +825,Address1,1007 goodyear avenue +825,Address2, +825,Address3, +825,City,gadsden +825,State,al +825,ZipCode,35903 +825,CountyName,etowah +825,PhoneNumber,2564944000 +825,HospitalType,acute care hospitals +825,HospitalOwner,proprietary +825,EmergencyService,yes +825,Condition,surgical infection prevention +825,MeasureCode,scip-vte-1 +825,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +825,Score,95 +825,Sample,315 +825,Stateavg,al_scip-vte-1 +826,ProviderNumber,10040 +826,HospitalName,gadsden regional medical center +826,Address1,1007 goodyear avenue +826,Address2, +826,Address3, +826,City,gadsden +826,State,al +826,ZipCode,35903 +826,CountyName,etowah +826,PhoneNumber,2564944000 +826,HospitalType,acute care hospitals +826,HospitalOwner,proprietary +826,EmergencyService,yes +826,Condition,surgical infection prevention +826,MeasureCode,scip-vte-2 +826,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +826,Score,87 +826,Sample,315 +826,Stateavg,al_scip-vte-2 +827,ProviderNumber,10043 +827,HospitalName,chilton medical center +827,Address1,1010 lay dam road +827,Address2, +827,Address3, +827,City,clanton +827,State,al +827,ZipCode,35045 +827,CountyName,chilton +827,PhoneNumber,2057552500 +827,HospitalType,acute care hospitals +827,HospitalOwner,voluntary non-profit - private +827,EmergencyService,yes +827,Condition,heart attack +827,MeasureCode,ami-1 +827,MeasureName,heart attack patients given aspirin at arrival +827,Score,100 +827,Sample,1 +827,Stateavg,al_ami-1 +828,ProviderNumber,10043 +828,HospitalName,chilton medical center +828,Address1,1010 lay dam road +828,Address2, +828,Address3, +828,City,clanton +828,State,al +828,ZipCode,35045 +828,CountyName,chilton +828,PhoneNumber,2057552500 +828,HospitalType,acute care hospitals +828,HospitalOwner,voluntary non-profit - private +828,EmergencyService,yes +828,Condition,heart attack +828,MeasureCode,ami-2 +828,MeasureName,heart attack patients given aspirin at discharge +828,Score,100 +828,Sample,1 +828,Stateavg,al_ami-2 +829,ProviderNumber,10043 +829,HospitalName,chilton medical center +829,Address1,1010 lay dam road +829,Address2, +829,Address3, +829,City,clanton +829,State,al +829,ZipCode,35045 +829,CountyName,chilton +829,PhoneNumber,2057552500 +829,HospitalType,acute care hospitals +829,HospitalOwner,voluntary non-profit - private +829,EmergencyService,yes +829,Condition,heart attack +829,MeasureCode,ami-3 +829,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +829,Score,100 +829,Sample,1 +829,Stateavg,al_ami-3 +830,ProviderNumber,10043 +830,HospitalName,chilton medical center +830,Address1,1010 lay dam road +830,Address2, +830,Address3, +830,City,clanton +830,State,al +830,ZipCode,35045 +830,CountyName,chilton +830,PhoneNumber,2057552500 +830,HospitalType,acute care hospitals +830,HospitalOwner,voluntary non-profit - private +830,EmergencyService,yes +830,Condition,heart attack +830,MeasureCode,ami-4 +830,MeasureName,heart attack patients given smoking cessation advice/counseling +830,Score, +830,Sample,0 +830,Stateavg,al_ami-4 +831,ProviderNumber,10043 +831,HospitalName,chilton medical center +831,Address1,1010 lay dam road +831,Address2, +831,Address3, +831,City,clanton +831,State,al +831,ZipCode,35045 +831,CountyName,chilton +831,PhoneNumber,2057552500 +831,HospitalType,acute care hospitals +831,HospitalOwner,voluntary non-profit - private +831,EmergencyService,yes +831,Condition,heart attack +831,MeasureCode,ami-5 +831,MeasureName,heart attack patients given beta blocker at discharge +831,Score,100 +831,Sample,1 +831,Stateavg,al_ami-5 +832,ProviderNumber,10043 +832,HospitalName,chilton medical center +832,Address1,1010 lay dam road +832,Address2, +832,Address3, +832,City,clanton +832,State,al +832,ZipCode,35045 +832,CountyName,chilton +832,PhoneNumber,2057552500 +832,HospitalType,acute care hospitals +832,HospitalOwner,voluntary non-profit - private +832,EmergencyService,yes +832,Condition,heart attack +832,MeasureCode,ami-7a +832,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +832,Score, +832,Sample,0 +832,Stateavg,al_ami-7a +833,ProviderNumber,10043 +833,HospitalName,chilton medical center +833,Address1,1010 lay dam road +833,Address2, +833,Address3, +833,City,clanton +833,State,al +833,ZipCode,35045 +833,CountyName,chilton +833,PhoneNumber,2057552500 +833,HospitalType,acute care hospitals +833,HospitalOwner,voluntary non-profit - private +833,EmergencyService,yes +833,Condition,heart attack +833,MeasureCode,ami-8a +833,MeasureName,heart attack patients given pci within 90 minutes of arrival +833,Score, +833,Sample,0 +833,Stateavg,al_ami-8a +834,ProviderNumber,10043 +834,HospitalName,chilton medical center +834,Address1,1010 lay dam road +834,Address2, +834,Address3, +834,City,clanton +834,State,al +834,ZipCode,35045 +834,CountyName,chilton +834,PhoneNumber,2057552500 +834,HospitalType,acute care hospitals +834,HospitalOwner,voluntary non-profit - private +834,EmergencyService,yes +834,Condition,heart failure +834,MeasureCode,hf-1 +834,MeasureName,heart failure patients given discharge instructions +834,Score,84 +834,Sample,19 +834,Stateavg,al_hf-1 +835,ProviderNumber,10043 +835,HospitalName,chilton medical center +835,Address1,1010 lay dam road +835,Address2, +835,Address3, +835,City,clanton +835,State,al +835,ZipCode,35045 +835,CountyName,chilton +835,PhoneNumber,2057552500 +835,HospitalType,acute 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using a safer method (electric clippers or hair removal cream c not a razor) +874,Score,100 +874,Sample,19 +874,Stateavg,al_scip-inf-6 +875,ProviderNumber,10044 +875,HospitalName,marion regional medical center +875,Address1,1256 military street south +875,Address2, +875,Address3, +875,City,hamilton +875,State,al +875,ZipCode,35570 +875,CountyName,marion +875,PhoneNumber,2059216200 +875,HospitalType,acute care hospitals +875,HospitalOwner,voluntary non-profit - private +875,EmergencyService,yes +875,Condition,surgical infection prevention +875,MeasureCode,scip-vte-1 +875,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +875,Score,100 +875,Sample,4 +875,Stateavg,al_scip-vte-1 +876,ProviderNumber,10044 +876,HospitalName,marion regional medical center +876,Address1,1256 military street south +876,Address2, +876,Address3, +876,City,hamilton +876,State,al +876,ZipCode,35570 +876,CountyName,marion +876,PhoneNumber,2059216200 +876,HospitalType,acute care hospitals +876,HospitalOwner,voluntary non-profit - private +876,EmergencyService,yes +876,Condition,surgical infection prevention +876,MeasureCode,scip-vte-2 +876,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +876,Score,100 +876,Sample,4 +876,Stateavg,al_scip-vte-2 +877,ProviderNumber,10045 +877,HospitalName,fayette medical center +877,Address1,1653 temple avenue north +877,Address2, +877,Address3, +877,City,fayette +877,State,al +877,ZipCode,35555 +877,CountyName,fayette +877,PhoneNumber,2059325966 +877,HospitalType,acute care hospitals +877,HospitalOwner,voluntary non-profit - other +877,EmergencyService,yes +877,Condition,heart attack +877,MeasureCode,ami-1 +877,MeasureName,heart attack patients given aspirin at arrival +877,Score,100 +877,Sample,18 +877,Stateavg,al_ami-1 +878,ProviderNumber,10045 +878,HospitalName,fayette medical center +878,Address1,1653 temple avenue north +878,Address2, +878,Address3, +878,City,fayette +878,State,al +878,ZipCode,35555 +878,CountyName,fayette +878,PhoneNumber,2059325966 +878,HospitalType,acute care hospitals +878,HospitalOwner,voluntary non-profit - other +878,EmergencyService,yes +878,Condition,heart attack +878,MeasureCode,ami-2 +878,MeasureName,heart attack patients given aspirin at discharge +878,Score,100 +878,Sample,12 +878,Stateavg,al_ami-2 +879,ProviderNumber,10045 +879,HospitalName,fayette medical center +879,Address1,1653 temple avenue north +879,Address2, +879,Address3, +879,City,fayette +879,State,al +879,ZipCode,35555 +879,CountyName,fayette +879,PhoneNumber,2059325966 +879,HospitalType,acute care hospitals +879,HospitalOwner,voluntary non-profit - other +879,EmergencyService,yes +879,Condition,heart attack +879,MeasureCode,ami-3 +879,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +879,Score,0 +879,Sample,1 +879,Stateavg,al_ami-3 +880,ProviderNumber,10045 +880,HospitalName,fayette medical center +880,Address1,1653 temple avenue north +880,Address2, +880,Address3, +880,City,fayette +880,State,al +880,ZipCode,35555 +880,CountyName,fayette +880,PhoneNumber,2059325966 +880,HospitalType,acute care hospitals +880,HospitalOwner,voluntary non-profit - other +880,EmergencyService,yes +880,Condition,heart attack +880,MeasureCode,ami-4 +880,MeasureName,heart attack patients given smoking cessation advice/counseling +880,Score,100 +880,Sample,1 +880,Stateavg,al_ami-4 +881,ProviderNumber,10045 +881,HospitalName,fayette medical center +881,Address1,1653 temple avenue north +881,Address2, +881,Address3, +881,City,fayette +881,State,al +881,ZipCode,35555 +881,CountyName,fayette +881,PhoneNumber,2059325966 +881,HospitalType,acute care hospitals +881,HospitalOwner,voluntary non-profit - other +881,EmergencyService,yes +881,Condition,heart attack +881,MeasureCode,ami-5 +881,MeasureName,heart attack patients given beta blocker at discharge +881,Score,82 +881,Sample,11 +881,Stateavg,al_ami-5 +882,ProviderNumber,10045 +882,HospitalName,fayette medical center +882,Address1,1653 temple avenue north +882,Address2, +882,Address3, +882,City,fayette +882,State,al +882,ZipCode,35555 +882,CountyName,fayette +882,PhoneNumber,2059325966 +882,HospitalType,acute care hospitals +882,HospitalOwner,voluntary non-profit - other +882,EmergencyService,yes +882,Condition,heart attack +882,MeasureCode,ami-7a +882,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +882,Score, +882,Sample,0 +882,Stateavg,al_ami-7a +883,ProviderNumber,10045 +883,HospitalName,fayette medical center +883,Address1,1653 temple avenue north +883,Address2, +883,Address3, +883,City,fayette +883,State,al +883,ZipCode,35555 +883,CountyName,fayette +883,PhoneNumber,2059325966 +883,HospitalType,acute care hospitals +883,HospitalOwner,voluntary non-profit - other +883,EmergencyService,yes +883,Condition,heart attack +883,MeasureCode,ami-8a +883,MeasureName,heart attack patients given pci within 90 minutes of arrival +883,Score, +883,Sample,0 +883,Stateavg,al_ami-8a +884,ProviderNumber,10045 +884,HospitalName,fayette medical center +884,Address1,1653 temple avenue north +884,Address2, +884,Address3, +884,City,fayette +884,State,al +884,ZipCode,35555 +884,CountyName,fayette +884,PhoneNumber,2059325966 +884,HospitalType,acute care hospitals +884,HospitalOwner,voluntary non-profit - other +884,EmergencyService,yes +884,Condition,heart failure +884,MeasureCode,hf-1 +884,MeasureName,heart failure patients given discharge instructions +884,Score,87 +884,Sample,67 +884,Stateavg,al_hf-1 +885,ProviderNumber,10045 +885,HospitalName,fayette medical center +885,Address1,1653 temple avenue north +885,Address2, +885,Address3, +885,City,fayette +885,State,al +885,ZipCode,35555 +885,CountyName,fayette +885,PhoneNumber,2059325966 +885,HospitalType,acute care hospitals +885,HospitalOwner,voluntary non-profit - other +885,EmergencyService,yes +885,Condition,heart failure +885,MeasureCode,hf-2 +885,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +885,Score,94 +885,Sample,85 +885,Stateavg,al_hf-2 +886,ProviderNumber,10045 +886,HospitalName,fayette medical center +886,Address1,1653 temple avenue north +886,Address2, +886,Address3, +886,City,fayette +886,State,al +886,ZipCode,35555 +886,CountyName,fayette +886,PhoneNumber,2059325966 +886,HospitalType,acute care hospitals +886,HospitalOwner,voluntary non-profit - other +886,EmergencyService,yes +886,Condition,heart failure +886,MeasureCode,hf-3 +886,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +886,Score,89 +886,Sample,19 +886,Stateavg,al_hf-3 +887,ProviderNumber,10045 +887,HospitalName,fayette medical center +887,Address1,1653 temple avenue north +887,Address2, +887,Address3, +887,City,fayette +887,State,al +887,ZipCode,35555 +887,CountyName,fayette +887,PhoneNumber,2059325966 +887,HospitalType,acute care hospitals +887,HospitalOwner,voluntary non-profit - other +887,EmergencyService,yes +887,Condition,heart failure +887,MeasureCode,hf-4 +887,MeasureName,heart failure patients given smoking cessation advice/counseling +887,Score,100 +887,Sample,16 +887,Stateavg,al_hf-4 +888,ProviderNumber,10045 +888,HospitalName,fayette medical center +888,Address1,1653 temple avenue north +888,Address2, +888,Address3, +888,City,fayette +888,State,al +888,ZipCode,35555 +888,CountyName,fayette +888,PhoneNumber,2059325966 +888,HospitalType,acute care hospitals +888,HospitalOwner,voluntary non-profit - other +888,EmergencyService,yes +888,Condition,pneumonia +888,MeasureCode,pn-2 +888,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +888,Score,85 +888,Sample,117 +888,Stateavg,al_pn-2 +889,ProviderNumber,10045 +889,HospitalName,fayette medical center +889,Address1,1653 temple avenue north +889,Address2, +889,Address3, +889,City,fayette +889,State,al +889,ZipCode,35555 +889,CountyName,fayette +889,PhoneNumber,2059325966 +889,HospitalType,acute care hospitals +889,HospitalOwner,voluntary non-profit - other +889,EmergencyService,yes +889,Condition,pneumonia +889,MeasureCode,pn-3b +889,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +889,Score,100 +889,Sample,41 +889,Stateavg,al_pn-3b +890,ProviderNumber,10045 +890,HospitalName,fayette medical center +890,Address1,1653 temple avenue north +890,Address2, +890,Address3, +890,City,fayette +890,State,al +890,ZipCode,35555 +890,CountyName,fayette +890,PhoneNumber,2059325966 +890,HospitalType,acute care hospitals +890,HospitalOwner,voluntary non-profit - other +890,EmergencyService,yes +890,Condition,pneumonia +890,MeasureCode,pn-4 +890,MeasureName,pneumonia patients given smoking cessation advice/counseling +890,Score,100 +890,Sample,34 +890,Stateavg,al_pn-4 +891,ProviderNumber,10045 +891,HospitalName,fayette medical center +891,Address1,1653 temple avenue north +891,Address2, +891,Address3, +891,City,fayette +891,State,al +891,ZipCode,35555 +891,CountyName,fayette +891,PhoneNumber,2059325966 +891,HospitalType,acute care hospitals +891,HospitalOwner,voluntary non-profit - other +891,EmergencyService,yes +891,Condition,pneumonia +891,MeasureCode,pn-5c +891,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +891,Score,97 +891,Sample,109 +891,Stateavg,al_pn-5c +892,ProviderNumber,10045 +892,HospitalName,fayette medical center +892,Address1,1653 temple avenue north +892,Address2, +892,Address3, +892,City,fayette +892,State,al +892,ZipCode,35555 +892,CountyName,fayette +892,PhoneNumber,2059325966 +892,HospitalType,acute care hospitals +892,HospitalOwner,voluntary non-profit - other +892,EmergencyService,yes +892,Condition,pneumonia +892,MeasureCode,pn-6 +892,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +892,Score,87 +892,Sample,79 +892,Stateavg,al_pn-6 +893,ProviderNumber,10045 +893,HospitalName,fayette medical center +893,Address1,1653 temple avenue north +893,Address2, +893,Address3, +893,City,fayette +893,State,al +893,ZipCode,35555 +893,CountyName,fayette +893,PhoneNumber,2059325966 +893,HospitalType,acute care hospitals +893,HospitalOwner,voluntary non-profit - other +893,EmergencyService,yes +893,Condition,pneumonia +893,MeasureCode,pn-7 +893,MeasureName,pneumonia patients assessed and given influenza vaccination +893,Score,87 +893,Sample,86 +893,Stateavg,al_pn-7 +894,ProviderNumber,10045 +894,HospitalName,fayette medical center +894,Address1,1653 temple avenue north +894,Address2, +894,Address3, +894,City,fayette +894,State,al +894,ZipCode,35555 +894,CountyName,fayette +894,PhoneNumber,2059325966 +894,HospitalType,acute care hospitals +894,HospitalOwner,voluntary non-profit - other +894,EmergencyService,yes +894,Condition,surgical infection prevention +894,MeasureCode,scip-card-2 +894,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +894,Score, +894,Sample,0 +894,Stateavg,al_scip-card-2 +895,ProviderNumber,10045 +895,HospitalName,fayette medical center +895,Address1,1653 temple avenue north +895,Address2, +895,Address3, +895,City,fayette +895,State,al +895,ZipCode,35555 +895,CountyName,fayette +895,PhoneNumber,2059325966 +895,HospitalType,acute care hospitals +895,HospitalOwner,voluntary non-profit - other +895,EmergencyService,yes +895,Condition,surgical infection prevention +895,MeasureCode,scip-inf-1 +895,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +895,Score, +895,Sample,0 +895,Stateavg,al_scip-inf-1 +896,ProviderNumber,10045 +896,HospitalName,fayette medical center +896,Address1,1653 temple avenue north +896,Address2, +896,Address3, +896,City,fayette +896,State,al +896,ZipCode,35555 +896,CountyName,fayette +896,PhoneNumber,2059325966 +896,HospitalType,acute care hospitals +896,HospitalOwner,voluntary non-profit - other +896,EmergencyService,yes +896,Condition,surgical infection prevention +896,MeasureCode,scip-inf-2 +896,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +896,Score, +896,Sample,0 +896,Stateavg,al_scip-inf-2 +897,ProviderNumber,10045 +897,HospitalName,fayette medical center +897,Address1,1653 temple avenue north +897,Address2, +897,Address3, +897,City,fayette +897,State,al +897,ZipCode,35555 +897,CountyName,fayette +897,PhoneNumber,2059325966 +897,HospitalType,acute care hospitals +897,HospitalOwner,voluntary non-profit - other +897,EmergencyService,yes +897,Condition,surgical infection prevention +897,MeasureCode,scip-inf-3 +897,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +897,Score, +897,Sample,0 +897,Stateavg,al_scip-inf-3 +898,ProviderNumber,10045 +898,HospitalName,fayette medical center +898,Address1,1653 temple avenue north +898,Address2, +898,Address3, +898,City,fayette +898,State,al +898,ZipCode,35555 +898,CountyName,fayette +898,PhoneNumber,2059325966 +898,HospitalType,acute care hospitals +898,HospitalOwner,voluntary non-profit - other +898,EmergencyService,yes +898,Condition,surgical infection prevention +898,MeasureCode,scip-inf-4 +898,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +898,Score, +898,Sample,0 +898,Stateavg,al_scip-inf-4 +899,ProviderNumber,10045 +899,HospitalName,fayette medical center +899,Address1,1653 temple avenue north +899,Address2, +899,Address3, +899,City,fayette +899,State,al +899,ZipCode,35555 +899,CountyName,fayette +899,PhoneNumber,2059325966 +899,HospitalType,acute care hospitals +899,HospitalOwner,voluntary non-profit - other +899,EmergencyService,yes +899,Condition,surgical infection prevention +899,MeasureCode,scip-inf-6 +899,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +899,Score,100 +899,Sample,7 +899,Stateavg,al_scip-inf-6 +900,ProviderNumber,10045 +900,HospitalName,fayette medical center +900,Address1,1653 temple avenue north +900,Address2, +900,Address3, +900,City,fayette +900,State,al +900,ZipCode,35555 +900,CountyName,fayette +900,PhoneNumber,2059325966 +900,HospitalType,acute care hospitals +900,HospitalOwner,voluntary non-profit - other +900,EmergencyService,yes +900,Condition,surgical infection prevention +900,MeasureCode,scip-vte-1 +900,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +900,Score,100 +900,Sample,3 +900,Stateavg,al_scip-vte-1 +901,ProviderNumber,10045 +901,HospitalName,fayette medical center +901,Address1,1653 temple avenue north +901,Address2, +901,Address3, +901,City,fayette +901,State,al +901,ZipCode,35555 +901,CountyName,fayette +901,PhoneNumber,2059325966 +901,HospitalType,acute care hospitals +901,HospitalOwner,voluntary non-profit - other +901,EmergencyService,yes +901,Condition,surgical infection prevention +901,MeasureCode,scip-vte-2 +901,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +901,Score,100 +901,Sample,3 +901,Stateavg,al_scip-vte-2 +902,ProviderNumber,10046 +902,HospitalName,riverview regional medical center +902,Address1,600 south third street +902,Address2, +902,Address3, +902,City,gadsden +902,State,al +902,ZipCode,35901 +902,CountyName,etowah +902,PhoneNumber,2565435200 +902,HospitalType,acute care hospitals +902,HospitalOwner,proprietary +902,EmergencyService,yes +902,Condition,children s asthma care +902,MeasureCode,cac-1 +902,MeasureName,children who received reliever medication while hospitalized for asthma +902,Score,100 +902,Sample,4 +902,Stateavg,al_cac-1 +903,ProviderNumber,10046 +903,HospitalName,riverview regional medical center +903,Address1,600 south third street +903,Address2, +903,Address3, +903,City,gadsden +903,State,al +903,ZipCode,35901 +903,CountyName,etowah +903,PhoneNumber,2565435200 +903,HospitalType,acute care hospitals +903,HospitalOwner,proprietary +903,EmergencyService,yes +903,Condition,children s asthma care +903,MeasureCode,cac-2 +903,MeasureName,children who received systemic corticosteroid medication (oral and iv medication that reduces inflammation and controls symptoms) while hospitalized for asthma +903,Score,100 +903,Sample,4 +903,Stateavg,al_cac-2 +904,ProviderNumber,10046 +904,HospitalName,riverview regional medical center +904,Address1,600 south third street +904,Address2, +904,Address3, +904,City,gadsden +904,State,al +904,ZipCode,35901 +904,CountyName,etowah +904,PhoneNumber,2565435200 +904,HospitalType,acute care hospitals +904,HospitalOwner,proprietary +904,EmergencyService,yes +904,Condition,children s asthma care +904,MeasureCode,cac-3 +904,MeasureName,children and their caregivers who received a home management plan of care document while hospitalized for asthma +904,Score,100 +904,Sample,4 +904,Stateavg,al_cac-3 +905,ProviderNumber,10046 +905,HospitalName,riverview regional medical center +905,Address1,600 south third street +905,Address2, +905,Address3, +905,City,gadsden +905,State,al +905,ZipCode,35901 +905,CountyName,etowah +905,PhoneNumber,2565435200 +905,HospitalType,acute care hospitals +905,HospitalOwner,proprietary +905,EmergencyService,yes +905,Condition,heart attack +905,MeasureCode,ami-1 +905,MeasureName,heart attack patients given aspirin at arrival +905,Score,100 +905,Sample,126 +905,Stateavg,al_ami-1 +906,ProviderNumber,10046 +906,HospitalName,riverview regional medical center +906,Address1,600 south third street +906,Address2, +906,Address3, +906,City,gadsden +906,State,al +906,ZipCode,35901 +906,CountyName,etowah +906,PhoneNumber,2565435200 +906,HospitalType,acute care hospitals +906,HospitalOwner,proprietary +906,EmergencyService,yes +906,Condition,heart attack +906,MeasureCode,ami-2 +906,MeasureName,heart attack patients given aspirin at discharge +906,Score,100 +906,Sample,145 +906,Stateavg,al_ami-2 +907,ProviderNumber,10046 +907,HospitalName,riverview regional medical center +907,Address1,600 south third street +907,Address2, +907,Address3, +907,City,gadsden +907,State,al +907,ZipCode,35901 +907,CountyName,etowah +907,PhoneNumber,2565435200 +907,HospitalType,acute care hospitals +907,HospitalOwner,proprietary +907,EmergencyService,yes +907,Condition,heart attack +907,MeasureCode,ami-3 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+911,PhoneNumber,2565435200 +911,HospitalType,acute care hospitals +911,HospitalOwner,proprietary +911,EmergencyService,yes +911,Condition,heart attack +911,MeasureCode,ami-8a +911,MeasureName,heart attack patients given pci within 90 minutes of arrival +911,Score,100 +911,Sample,16 +911,Stateavg,al_ami-8a +912,ProviderNumber,10046 +912,HospitalName,riverview regional medical center +912,Address1,600 south third street +912,Address2, +912,Address3, +912,City,gadsden +912,State,al +912,ZipCode,35901 +912,CountyName,etowah +912,PhoneNumber,2565435200 +912,HospitalType,acute care hospitals +912,HospitalOwner,proprietary +912,EmergencyService,yes +912,Condition,heart failure +912,MeasureCode,hf-1 +912,MeasureName,heart failure patients given discharge instructions +912,Score,100 +912,Sample,268 +912,Stateavg,al_hf-1 +913,ProviderNumber,10046 +913,HospitalName,riverview regional medical center +913,Address1,600 south third street +913,Address2, +913,Address3, +913,City,gadsden +913,State,al +913,ZipCode,35901 +913,CountyName,etowah +913,PhoneNumber,2565435200 +913,HospitalType,acute care hospitals +913,HospitalOwner,proprietary +913,EmergencyService,yes +913,Condition,heart failure +913,MeasureCode,hf-2 +913,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +913,Score,100 +913,Sample,350 +913,Stateavg,al_hf-2 +914,ProviderNumber,10046 +914,HospitalName,riverview regional medical center +914,Address1,600 south third street +914,Address2, +914,Address3, +914,City,gadsden +914,State,al +914,ZipCode,35901 +914,CountyName,etowah +914,PhoneNumber,2565435200 +914,HospitalType,acute care hospitals +914,HospitalOwner,proprietary +914,EmergencyService,yes +914,Condition,heart failure +914,MeasureCode,hf-3 +914,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +914,Score,100 +914,Sample,90 +914,Stateavg,al_hf-3 +915,ProviderNumber,10046 +915,HospitalName,riverview regional medical center +915,Address1,600 south third street +915,Address2, +915,Address3, +915,City,gadsden +915,State,al +915,ZipCode,35901 +915,CountyName,etowah +915,PhoneNumber,2565435200 +915,HospitalType,acute care hospitals +915,HospitalOwner,proprietary +915,EmergencyService,yes +915,Condition,heart failure +915,MeasureCode,hf-4 +915,MeasureName,heart failure patients given smoking cessation advice/counseling +915,Score,100 +915,Sample,85 +915,Stateavg,al_hf-4 +916,ProviderNumber,10046 +916,HospitalName,riverview regional medical center +916,Address1,600 south third street +916,Address2, +916,Address3, +916,City,gadsden +916,State,al +916,ZipCode,35901 +916,CountyName,etowah +916,PhoneNumber,2565435200 +916,HospitalType,acute care hospitals +916,HospitalOwner,proprietary +916,EmergencyService,yes +916,Condition,pneumonia +916,MeasureCode,pn-2 +916,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +916,Score,99 +916,Sample,239 +916,Stateavg,al_pn-2 +917,ProviderNumber,10046 +917,HospitalName,riverview regional medical center +917,Address1,600 south third street +917,Address2, +917,Address3, +917,City,gadsden +917,State,al +917,ZipCode,35901 +917,CountyName,etowah +917,PhoneNumber,2565435200 +917,HospitalType,acute care hospitals +917,HospitalOwner,proprietary +917,EmergencyService,yes +917,Condition,pneumonia +917,MeasureCode,pn-3b +917,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +917,Score,97 +917,Sample,196 +917,Stateavg,al_pn-3b +918,ProviderNumber,10046 +918,HospitalName,riverview regional medical center +918,Address1,600 south third street +918,Address2, +918,Address3, +918,City,gadsden +918,State,al +918,ZipCode,35901 +918,CountyName,etowah +918,PhoneNumber,2565435200 +918,HospitalType,acute care hospitals +918,HospitalOwner,proprietary +918,EmergencyService,yes +918,Condition,pneumonia +918,MeasureCode,pn-4 +918,MeasureName,pneumonia patients given smoking cessation advice/counseling +918,Score,100 +918,Sample,109 +918,Stateavg,al_pn-4 +919,ProviderNumber,10046 +919,HospitalName,riverview regional medical center +919,Address1,600 south third street +919,Address2, +919,Address3, +919,City,gadsden +919,State,al +919,ZipCode,35901 +919,CountyName,etowah +919,PhoneNumber,2565435200 +919,HospitalType,acute care hospitals +919,HospitalOwner,proprietary +919,EmergencyService,yes +919,Condition,pneumonia +919,MeasureCode,pn-5c +919,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +919,Score,87 +919,Sample,261 +919,Stateavg,al_pn-5c +920,ProviderNumber,10046 +920,HospitalName,riverview regional medical center +920,Address1,600 south third street +920,Address2, +920,Address3, +920,City,gadsden +920,State,al +920,ZipCode,35901 +920,CountyName,etowah +920,PhoneNumber,2565435200 +920,HospitalType,acute care hospitals +920,HospitalOwner,proprietary +920,EmergencyService,yes +920,Condition,pneumonia +920,MeasureCode,pn-6 +920,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +920,Score,76 +920,Sample,212 +920,Stateavg,al_pn-6 +921,ProviderNumber,10046 +921,HospitalName,riverview regional medical center +921,Address1,600 south third street +921,Address2, +921,Address3, +921,City,gadsden +921,State,al +921,ZipCode,35901 +921,CountyName,etowah +921,PhoneNumber,2565435200 +921,HospitalType,acute care hospitals +921,HospitalOwner,proprietary +921,EmergencyService,yes +921,Condition,pneumonia +921,MeasureCode,pn-7 +921,MeasureName,pneumonia patients assessed and given influenza vaccination +921,Score,99 +921,Sample,178 +921,Stateavg,al_pn-7 +922,ProviderNumber,10046 +922,HospitalName,riverview regional medical center +922,Address1,600 south third street +922,Address2, +922,Address3, +922,City,gadsden +922,State,al +922,ZipCode,35901 +922,CountyName,etowah +922,PhoneNumber,2565435200 +922,HospitalType,acute care hospitals +922,HospitalOwner,proprietary +922,EmergencyService,yes +922,Condition,surgical infection prevention +922,MeasureCode,scip-card-2 +922,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +922,Score,95 +922,Sample,107 +922,Stateavg,al_scip-card-2 +923,ProviderNumber,10046 +923,HospitalName,riverview regional medical center +923,Address1,600 south third street +923,Address2, +923,Address3, +923,City,gadsden +923,State,al +923,ZipCode,35901 +923,CountyName,etowah +923,PhoneNumber,2565435200 +923,HospitalType,acute care hospitals +923,HospitalOwner,proprietary +923,EmergencyService,yes +923,Condition,surgical infection prevention +923,MeasureCode,scip-inf-1 +923,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +923,Score,95 +923,Sample,402 +923,Stateavg,al_scip-inf-1 +924,ProviderNumber,10046 +924,HospitalName,riverview regional medical center +924,Address1,600 south third street +924,Address2, +924,Address3, +924,City,gadsden +924,State,al +924,ZipCode,35901 +924,CountyName,etowah +924,PhoneNumber,2565435200 +924,HospitalType,acute care hospitals +924,HospitalOwner,proprietary +924,EmergencyService,yes +924,Condition,surgical infection prevention +924,MeasureCode,scip-inf-2 +924,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +924,Score,95 +924,Sample,404 +924,Stateavg,al_scip-inf-2 +925,ProviderNumber,10046 +925,HospitalName,riverview regional medical center +925,Address1,600 south third street +925,Address2, +925,Address3, +925,City,gadsden +925,State,al +925,ZipCode,35901 +925,CountyName,etowah +925,PhoneNumber,2565435200 +925,HospitalType,acute care hospitals +925,HospitalOwner,proprietary +925,EmergencyService,yes +925,Condition,surgical infection prevention +925,MeasureCode,scip-inf-3 +925,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +925,Score,79 +925,Sample,352 +925,Stateavg,al_scip-inf-3 +926,ProviderNumber,10046 +926,HospitalName,riverview regional medical center +926,Address1,600 south third street +926,Address2, +926,Address3, +926,City,gadsden +926,State,al +926,ZipCode,35901 +926,CountyName,etowah +926,PhoneNumber,2565435200 +926,HospitalType,acute care hospitals +926,HospitalOwner,proprietary +926,EmergencyService,yes +926,Condition,surgical infection prevention +926,MeasureCode,scip-inf-4 +926,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +926,Score,76 +926,Sample,114 +926,Stateavg,al_scip-inf-4 +927,ProviderNumber,10046 +927,HospitalName,riverview regional medical center +927,Address1,600 south third street +927,Address2, +927,Address3, +927,City,gadsden +927,State,al +927,ZipCode,35901 +927,CountyName,etowah +927,PhoneNumber,2565435200 +927,HospitalType,acute care hospitals +927,HospitalOwner,proprietary +927,EmergencyService,yes +927,Condition,surgical infection prevention +927,MeasureCode,scip-inf-6 +927,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +927,Score,100 +927,Sample,607 +927,Stateavg,al_scip-inf-6 +928,ProviderNumber,10046 +928,HospitalName,riverview regional medical center +928,Address1,600 south third street +928,Address2, +928,Address3, +928,City,gadsden +928,State,al +928,ZipCode,35901 +928,CountyName,etowah +928,PhoneNumber,2565435200 +928,HospitalType,acute care hospitals +928,HospitalOwner,proprietary +928,EmergencyService,yes +928,Condition,surgical infection prevention +928,MeasureCode,scip-vte-1 +928,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +928,Score,91 +928,Sample,280 +928,Stateavg,al_scip-vte-1 +929,ProviderNumber,10046 +929,HospitalName,riverview regional medical center +929,Address1,600 south third street +929,Address2, +929,Address3, +929,City,gadsden +929,State,al +929,ZipCode,35901 +929,CountyName,etowah +929,PhoneNumber,2565435200 +929,HospitalType,acute care hospitals +929,HospitalOwner,proprietary +929,EmergencyService,yes +929,Condition,surgical infection prevention +929,MeasureCode,scip-vte-2 +929,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +929,Score,84 +929,Sample,280 +929,Stateavg,al_scip-vte-2 +930,ProviderNumber,10047 +930,HospitalName,georgiana hospital +930,Address1,515 miranda st +930,Address2, +930,Address3, +930,City,georgiana +930,State,al +930,ZipCode,36033 +930,CountyName,butler +930,PhoneNumber,3343762205 +930,HospitalType,acute care hospitals +930,HospitalOwner,voluntary non-profit - private +930,EmergencyService,no +930,Condition,heart attack +930,MeasureCode,ami-1 +930,MeasureName,heart attack patients given aspirin at arrival +930,Score,53 +930,Sample,19 +930,Stateavg,al_ami-1 +931,ProviderNumber,10047 +931,HospitalName,georgiana hospital +931,Address1,515 miranda st +931,Address2, +931,Address3, +931,City,georgiana +931,State,al +931,ZipCode,36033 +931,CountyName,butler +931,PhoneNumber,3343762205 +931,HospitalType,acute care hospitals +931,HospitalOwner,voluntary non-profit - private +931,EmergencyService,no +931,Condition,heart attack +931,MeasureCode,ami-2 +931,MeasureName,heart attack patients given aspirin at discharge +931,Score,50 +931,Sample,16 +931,Stateavg,al_ami-2 +932,ProviderNumber,10047 +932,HospitalName,georgiana hospital +932,Address1,515 miranda st +932,Address2, +932,Address3, +932,City,georgiana +932,State,al +932,ZipCode,36033 +932,CountyName,butler +932,PhoneNumber,3343762205 +932,HospitalType,acute care hospitals +932,HospitalOwner,voluntary non-profit - private +932,EmergencyService,no +932,Condition,heart attack +932,MeasureCode,ami-3 +932,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +932,Score,100 +932,Sample,1 +932,Stateavg,al_ami-3 +933,ProviderNumber,10047 +933,HospitalName,georgiana hospital +933,Address1,515 miranda st +933,Address2, +933,Address3, +933,City,georgiana +933,State,al +933,ZipCode,36033 +933,CountyName,butler +933,PhoneNumber,3343762205 +933,HospitalType,acute care hospitals +933,HospitalOwner,voluntary non-profit - private +933,EmergencyService,no +933,Condition,heart attack +933,MeasureCode,ami-4 +933,MeasureName,heart attack patients given smoking cessation advice/counseling +933,Score,33 +933,Sample,6 +933,Stateavg,al_ami-4 +934,ProviderNumber,10047 +934,HospitalName,georgiana hospital +934,Address1,515 miranda st +934,Address2, +934,Address3, +934,City,georgiana +934,State,al +934,ZipCode,36033 +934,CountyName,butler +934,PhoneNumber,3343762205 +934,HospitalType,acute care hospitals +934,HospitalOwner,voluntary non-profit - private +934,EmergencyService,no +934,Condition,heart attack +934,MeasureCode,ami-5 +934,MeasureName,heart attack patients given beta blocker at discharge +934,Score,60 +934,Sample,15 +934,Stateavg,al_ami-5 +935,ProviderNumber,10047 +935,HospitalName,georgiana hospital +935,Address1,515 miranda st +935,Address2, +935,Address3, +935,City,georgiana +935,State,al +935,ZipCode,36033 +935,CountyName,butler +935,PhoneNumber,3343762205 +935,HospitalType,acute care hospitals +935,HospitalOwner,voluntary non-profit - private +935,EmergencyService,no +935,Condition,heart attack +935,MeasureCode,ami-7a +935,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +935,Score, +935,Sample,0 +935,Stateavg,al_ami-7a +936,ProviderNumber,10047 +936,HospitalName,georgiana hospital +936,Address1,515 miranda st +936,Address2, +936,Address3, +936,City,georgiana +936,State,al +936,ZipCode,36033 +936,CountyName,butler +936,PhoneNumber,3343762205 +936,HospitalType,acute care hospitals +936,HospitalOwner,voluntary non-profit - private +936,EmergencyService,no +936,Condition,heart attack +936,MeasureCode,ami-8a +936,MeasureName,heart attack patients given pci within 90 minutes of arrival +936,Score, +936,Sample,0 +936,Stateavg,al_ami-8a +937,ProviderNumber,10047 +937,HospitalName,georgiana hospital +937,Address1,515 miranda st +937,Address2, +937,Address3, +937,City,georgiana +937,State,al +937,ZipCode,36033 +937,CountyName,butler +937,PhoneNumber,3343762205 +937,HospitalType,acute care hospitals +937,HospitalOwner,voluntary non-profit - private +937,EmergencyService,no +937,Condition,heart failure +937,MeasureCode,hf-1 +937,MeasureName,heart failure patients given discharge instructions +937,Score,53 +937,Sample,51 +937,Stateavg,al_hf-1 +938,ProviderNumber,10047 +938,HospitalName,georgiana hospital +938,Address1,515 miranda st +938,Address2, +938,Address3, +938,City,georgiana +938,State,al +938,ZipCode,36033 +938,CountyName,butler +938,PhoneNumber,3343762205 +938,HospitalType,acute care hospitals +938,HospitalOwner,voluntary non-profit - private +938,EmergencyService,no +938,Condition,heart failure +938,MeasureCode,hf-2 +938,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +938,Score,63 +938,Sample,59 +938,Stateavg,al_hf-2 +939,ProviderNumber,10047 +939,HospitalName,georgiana hospital +939,Address1,515 miranda st +939,Address2, +939,Address3, +939,City,georgiana +939,State,al +939,ZipCode,36033 +939,CountyName,butler +939,PhoneNumber,3343762205 +939,HospitalType,acute care hospitals +939,HospitalOwner,voluntary non-profit - private +939,EmergencyService,no +939,Condition,heart failure +939,MeasureCode,hf-3 +939,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +939,Score,67 +939,Sample,6 +939,Stateavg,al_hf-3 +940,ProviderNumber,10047 +940,HospitalName,georgiana hospital +940,Address1,515 miranda st +940,Address2, +940,Address3, +940,City,georgiana +940,State,al +940,ZipCode,36033 +940,CountyName,butler +940,PhoneNumber,3343762205 +940,HospitalType,acute care hospitals +940,HospitalOwner,voluntary non-profit - private +940,EmergencyService,no +940,Condition,heart failure +940,MeasureCode,hf-4 +940,MeasureName,heart failure patients given smoking cessation advice/counseling +940,Score,75 +940,Sample,8 +940,Stateavg,al_hf-4 +941,ProviderNumber,10047 +941,HospitalName,georgiana hospital +941,Address1,515 miranda st +941,Address2, +941,Address3, +941,City,georgiana +941,State,al +941,ZipCode,36033 +941,CountyName,butler +941,PhoneNumber,3343762205 +941,HospitalType,acute care hospitals +941,HospitalOwner,voluntary non-profit - private +941,EmergencyService,no +941,Condition,pneumonia +941,MeasureCode,pn-2 +941,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +941,Score,90 +941,Sample,39 +941,Stateavg,al_pn-2 +942,ProviderNumber,10047 +942,HospitalName,georgiana hospital +942,Address1,515 miranda st +942,Address2, +942,Address3, +942,City,georgiana +942,State,al +942,ZipCode,36033 +942,CountyName,butler +942,PhoneNumber,3343762205 +942,HospitalType,acute care hospitals +942,HospitalOwner,voluntary non-profit - private +942,EmergencyService,no +942,Condition,pneumonia +942,MeasureCode,pn-3b +942,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +942,Score,50 +942,Sample,2 +942,Stateavg,al_pn-3b +943,ProviderNumber,10047 +943,HospitalName,georgiana hospital +943,Address1,515 miranda st +943,Address2, +943,Address3, +943,City,georgiana +943,State,al +943,ZipCode,36033 +943,CountyName,butler +943,PhoneNumber,3343762205 +943,HospitalType,acute care hospitals +943,HospitalOwner,voluntary non-profit - private +943,EmergencyService,no +943,Condition,pneumonia +943,MeasureCode,pn-4 +943,MeasureName,pneumonia patients given smoking cessation advice/counseling +943,Score,80 +943,Sample,5 +943,Stateavg,al_pn-4 +944,ProviderNumber,10047 +944,HospitalName,georgiana hospital +944,Address1,515 miranda st +944,Address2, +944,Address3, +944,City,georgiana +944,State,al +944,ZipCode,36033 +944,CountyName,butler +944,PhoneNumber,3343762205 +944,HospitalType,acute care hospitals +944,HospitalOwner,voluntary non-profit - private +944,EmergencyService,no +944,Condition,pneumonia +944,MeasureCode,pn-5c +944,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +944,Score,97 +944,Sample,36 +944,Stateavg,al_pn-5c +945,ProviderNumber,10047 +945,HospitalName,georgiana hospital +945,Address1,515 miranda st +945,Address2, +945,Address3, +945,City,georgiana +945,State,al +945,ZipCode,36033 +945,CountyName,butler +945,PhoneNumber,3343762205 +945,HospitalType,acute care hospitals +945,HospitalOwner,voluntary non-profit - private +945,EmergencyService,no +945,Condition,pneumonia +945,MeasureCode,pn-6 +945,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +945,Score,50 +945,Sample,30 +945,Stateavg,al_pn-6 +946,ProviderNumber,10047 +946,HospitalName,georgiana hospital +946,Address1,515 miranda st +946,Address2, +946,Address3, +946,City,georgiana +946,State,al +946,ZipCode,36033 +946,CountyName,butler +946,PhoneNumber,3343762205 +946,HospitalType,acute care hospitals +946,HospitalOwner,voluntary non-profit - private +946,EmergencyService,no +946,Condition,pneumonia +946,MeasureCode,pn-7 +946,MeasureName,pneumonia patients assessed and given influenza vaccination +946,Score,65 +946,Sample,31 +946,Stateavg,al_pn-7 +947,ProviderNumber,10047 +947,HospitalName,georgiana hospital +947,Address1,515 miranda st +947,Address2, +947,Address3, +947,City,georgiana +947,State,al +947,ZipCode,36033 +947,CountyName,butler +947,PhoneNumber,3343762205 +947,HospitalType,acute care hospitals +947,HospitalOwner,voluntary non-profit - private +947,EmergencyService,no +947,Condition,surgical infection prevention +947,MeasureCode,scip-card-2 +947,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +947,Score, +947,Sample, +947,Stateavg,al_scip-card-2 +948,ProviderNumber,10047 +948,HospitalName,georgiana hospital +948,Address1,515 miranda st +948,Address2, +948,Address3, +948,City,georgiana +948,State,al +948,ZipCode,36033 +948,CountyName,butler +948,PhoneNumber,3343762205 +948,HospitalType,acute care hospitals +948,HospitalOwner,voluntary non-profit - private +948,EmergencyService,no +948,Condition,surgical infection prevention +948,MeasureCode,scip-inf-1 +948,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +948,Score, +948,Sample, +948,Stateavg,al_scip-inf-1 +949,ProviderNumber,10047 +949,HospitalName,georgiana hospital +949,Address1,515 miranda st +949,Address2, +949,Address3, +949,City,georgiana +949,State,al +949,ZipCode,36033 +949,CountyName,butler +949,PhoneNumber,3343762205 +949,HospitalType,acute care hospitals +949,HospitalOwner,voluntary non-profit - private +949,EmergencyService,no +949,Condition,surgical infection prevention +949,MeasureCode,scip-inf-2 +949,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +949,Score, +949,Sample, +949,Stateavg,al_scip-inf-2 +950,ProviderNumber,10047 +950,HospitalName,georgiana hospital +950,Address1,515 miranda st +950,Address2, +950,Address3, +950,City,georgiana +950,State,al +950,ZipCode,36033 +950,CountyName,butler +950,PhoneNumber,3343762205 +950,HospitalType,acute care hospitals +950,HospitalOwner,voluntary non-profit - private +950,EmergencyService,no +950,Condition,surgical infection prevention +950,MeasureCode,scip-inf-3 +950,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +950,Score, +950,Sample, +950,Stateavg,al_scip-inf-3 +951,ProviderNumber,10047 +951,HospitalName,georgiana hospital +951,Address1,515 miranda st +951,Address2, +951,Address3, +951,City,georgiana +951,State,al +951,ZipCode,36033 +951,CountyName,butler +951,PhoneNumber,3343762205 +951,HospitalType,acute care hospitals +951,HospitalOwner,voluntary non-profit - private +951,EmergencyService,no +951,Condition,surgical infection prevention +951,MeasureCode,scip-inf-4 +951,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +951,Score, +951,Sample, +951,Stateavg,al_scip-inf-4 +952,ProviderNumber,10047 +952,HospitalName,georgiana hospital +952,Address1,515 miranda st +952,Address2, +952,Address3, +952,City,georgiana +952,State,al +952,ZipCode,36033 +952,CountyName,butler +952,PhoneNumber,3343762205 +952,HospitalType,acute care hospitals +952,HospitalOwner,voluntary non-profit - private +952,EmergencyService,no +952,Condition,surgical infection prevention +952,MeasureCode,scip-inf-6 +952,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +952,Score, +952,Sample, +952,Stateavg,al_scip-inf-6 +953,ProviderNumber,10047 +953,HospitalName,georgiana hospital +953,Address1,515 miranda st +953,Address2, +953,Address3, +953,City,georgiana +953,State,al +953,ZipCode,36033 +953,CountyName,butler +953,PhoneNumber,3343762205 +953,HospitalType,acute care hospitals +953,HospitalOwner,voluntary non-profit - private +953,EmergencyService,no +953,Condition,surgical infection prevention +953,MeasureCode,scip-vte-1 +953,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +953,Score, +953,Sample, +953,Stateavg,al_scip-vte-1 +954,ProviderNumber,10047 +954,HospitalName,georgiana hospital +954,Address1,515 miranda st +954,Address2, +954,Address3, +954,City,georgiana +954,State,al +954,ZipCode,36033 +954,CountyName,butler +954,PhoneNumber,3343762205 +954,HospitalType,acute care hospitals +954,HospitalOwner,voluntary non-profit - private +954,EmergencyService,no +954,Condition,surgical infection prevention +954,MeasureCode,scip-vte-2 +954,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +954,Score, +954,Sample, +954,Stateavg,al_scip-vte-2 +955,ProviderNumber,10049 +955,HospitalName,medical center enterprise +955,Address1,400 n edwards street +955,Address2, +955,Address3, +955,City,enterprise +955,State,al +955,ZipCode,36330 +955,CountyName,coffee 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+957,CountyName,coffee +957,PhoneNumber,3343470584 +957,HospitalType,acute care hospitals +957,HospitalOwner,proprietary +957,EmergencyService,yes +957,Condition,heart attack +957,MeasureCode,ami-3 +957,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +957,Score, +957,Sample,0 +957,Stateavg,al_ami-3 +958,ProviderNumber,10049 +958,HospitalName,medical center enterprise +958,Address1,400 n edwards street +958,Address2, +958,Address3, +958,City,enterprise +958,State,al +958,ZipCode,36330 +958,CountyName,coffee +958,PhoneNumber,3343470584 +958,HospitalType,acute care hospitals +958,HospitalOwner,proprietary +958,EmergencyService,yes +958,Condition,heart attack +958,MeasureCode,ami-4 +958,MeasureName,heart attack patients given smoking cessation advice/counseling +958,Score, +958,Sample,0 +958,Stateavg,al_ami-4 +959,ProviderNumber,10049 +959,HospitalName,medical center enterprise +959,Address1,400 n edwards street +959,Address2, 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+961,Address1,400 n edwards street +961,Address2, +961,Address3, +961,City,enterprise +961,State,al +961,ZipCode,36330 +961,CountyName,coffee +961,PhoneNumber,3343470584 +961,HospitalType,acute care hospitals +961,HospitalOwner,proprietary +961,EmergencyService,yes +961,Condition,heart attack +961,MeasureCode,ami-8a +961,MeasureName,heart attack patients given pci within 90 minutes of arrival +961,Score, +961,Sample,0 +961,Stateavg,al_ami-8a +962,ProviderNumber,10049 +962,HospitalName,medical center enterprise +962,Address1,400 n edwards street +962,Address2, +962,Address3, +962,City,enterprise +962,State,al +962,ZipCode,36330 +962,CountyName,coffee +962,PhoneNumber,3343470584 +962,HospitalType,acute care hospitals +962,HospitalOwner,proprietary +962,EmergencyService,yes +962,Condition,heart failure +962,MeasureCode,hf-1 +962,MeasureName,heart failure patients given discharge instructions +962,Score,96 +962,Sample,70 +962,Stateavg,al_hf-1 +963,ProviderNumber,10049 +963,HospitalName,medical center enterprise +963,Address1,400 n edwards street +963,Address2, +963,Address3, +963,City,enterprise +963,State,al +963,ZipCode,36330 +963,CountyName,coffee +963,PhoneNumber,3343470584 +963,HospitalType,acute care hospitals +963,HospitalOwner,proprietary +963,EmergencyService,yes +963,Condition,heart failure +963,MeasureCode,hf-2 +963,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +963,Score,99 +963,Sample,82 +963,Stateavg,al_hf-2 +964,ProviderNumber,10049 +964,HospitalName,medical center enterprise +964,Address1,400 n edwards street +964,Address2, +964,Address3, +964,City,enterprise +964,State,al +964,ZipCode,36330 +964,CountyName,coffee +964,PhoneNumber,3343470584 +964,HospitalType,acute care hospitals +964,HospitalOwner,proprietary +964,EmergencyService,yes +964,Condition,heart failure +964,MeasureCode,hf-3 +964,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +964,Score,100 +964,Sample,34 +964,Stateavg,al_hf-3 +965,ProviderNumber,10049 +965,HospitalName,medical center enterprise +965,Address1,400 n edwards street +965,Address2, +965,Address3, +965,City,enterprise +965,State,al +965,ZipCode,36330 +965,CountyName,coffee +965,PhoneNumber,3343470584 +965,HospitalType,acute care hospitals +965,HospitalOwner,proprietary +965,EmergencyService,yes +965,Condition,heart failure +965,MeasureCode,hf-4 +965,MeasureName,heart failure patients given smoking cessation advice/counseling +965,Score,100 +965,Sample,15 +965,Stateavg,al_hf-4 +966,ProviderNumber,10049 +966,HospitalName,medical center enterprise +966,Address1,400 n edwards street +966,Address2, +966,Address3, +966,City,enterprise +966,State,al +966,ZipCode,36330 +966,CountyName,coffee +966,PhoneNumber,3343470584 +966,HospitalType,acute care hospitals +966,HospitalOwner,proprietary +966,EmergencyService,yes +966,Condition,pneumonia +966,MeasureCode,pn-2 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hospitals +968,HospitalOwner,proprietary +968,EmergencyService,yes +968,Condition,pneumonia +968,MeasureCode,pn-4 +968,MeasureName,pneumonia patients given smoking cessation advice/counseling +968,Score,100 +968,Sample,24 +968,Stateavg,al_pn-4 +969,ProviderNumber,10049 +969,HospitalName,medical center enterprise +969,Address1,400 n edwards street +969,Address2, +969,Address3, +969,City,enterprise +969,State,al +969,ZipCode,36330 +969,CountyName,coffee +969,PhoneNumber,3343470584 +969,HospitalType,acute care hospitals +969,HospitalOwner,proprietary +969,EmergencyService,yes +969,Condition,pneumonia +969,MeasureCode,pn-5c +969,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +969,Score,99 +969,Sample,85 +969,Stateavg,al_pn-5c +970,ProviderNumber,10049 +970,HospitalName,medical center enterprise +970,Address1,400 n edwards street +970,Address2, +970,Address3, +970,City,enterprise +970,State,al +970,ZipCode,36330 +970,CountyName,coffee +970,PhoneNumber,3343470584 +970,HospitalType,acute care hospitals +970,HospitalOwner,proprietary +970,EmergencyService,yes +970,Condition,pneumonia +970,MeasureCode,pn-6 +970,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +970,Score,99 +970,Sample,67 +970,Stateavg,al_pn-6 +971,ProviderNumber,10049 +971,HospitalName,medical center enterprise +971,Address1,400 n edwards street +971,Address2, +971,Address3, +971,City,enterprise +971,State,al +971,ZipCode,36330 +971,CountyName,coffee +971,PhoneNumber,3343470584 +971,HospitalType,acute care hospitals +971,HospitalOwner,proprietary +971,EmergencyService,yes +971,Condition,pneumonia +971,MeasureCode,pn-7 +971,MeasureName,pneumonia patients assessed and given influenza vaccination +971,Score,100 +971,Sample,37 +971,Stateavg,al_pn-7 +972,ProviderNumber,10049 +972,HospitalName,medical center enterprise +972,Address1,400 n edwards street +972,Address2, +972,Address3, +972,City,enterprise +972,State,al +972,ZipCode,36330 +972,CountyName,coffee +972,PhoneNumber,3343470584 +972,HospitalType,acute care hospitals +972,HospitalOwner,proprietary +972,EmergencyService,yes +972,Condition,surgical infection prevention +972,MeasureCode,scip-card-2 +972,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +972,Score,100 +972,Sample,27 +972,Stateavg,al_scip-card-2 +973,ProviderNumber,10049 +973,HospitalName,medical center enterprise +973,Address1,400 n edwards street +973,Address2, +973,Address3, +973,City,enterprise +973,State,al +973,ZipCode,36330 +973,CountyName,coffee +973,PhoneNumber,3343470584 +973,HospitalType,acute care hospitals +973,HospitalOwner,proprietary +973,EmergencyService,yes +973,Condition,surgical infection prevention +973,MeasureCode,scip-inf-1 +973,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +973,Score,99 +973,Sample,397 +973,Stateavg,al_scip-inf-1 +974,ProviderNumber,10049 +974,HospitalName,medical center enterprise +974,Address1,400 n edwards street +974,Address2, +974,Address3, +974,City,enterprise +974,State,al +974,ZipCode,36330 +974,CountyName,coffee +974,PhoneNumber,3343470584 +974,HospitalType,acute care hospitals +974,HospitalOwner,proprietary +974,EmergencyService,yes +974,Condition,surgical infection prevention +974,MeasureCode,scip-inf-2 +974,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +974,Score,100 +974,Sample,399 +974,Stateavg,al_scip-inf-2 +975,ProviderNumber,10049 +975,HospitalName,medical center enterprise +975,Address1,400 n edwards street +975,Address2, +975,Address3, +975,City,enterprise +975,State,al +975,ZipCode,36330 +975,CountyName,coffee +975,PhoneNumber,3343470584 +975,HospitalType,acute care hospitals +975,HospitalOwner,proprietary +975,EmergencyService,yes +975,Condition,surgical infection prevention +975,MeasureCode,scip-inf-3 +975,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) +975,Score,100 +975,Sample,391 +975,Stateavg,al_scip-inf-3 +976,ProviderNumber,10049 +976,HospitalName,medical center enterprise +976,Address1,400 n edwards street +976,Address2, +976,Address3, +976,City,enterprise +976,State,al +976,ZipCode,36330 +976,CountyName,coffee +976,PhoneNumber,3343470584 +976,HospitalType,acute care hospitals +976,HospitalOwner,proprietary +976,EmergencyService,yes +976,Condition,surgical infection prevention +976,MeasureCode,scip-inf-4 +976,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery +976,Score, +976,Sample,0 +976,Stateavg,al_scip-inf-4 +977,ProviderNumber,10049 +977,HospitalName,medical center enterprise +977,Address1,400 n edwards street +977,Address2, +977,Address3, +977,City,enterprise +977,State,al +977,ZipCode,36330 +977,CountyName,coffee +977,PhoneNumber,3343470584 +977,HospitalType,acute care hospitals +977,HospitalOwner,proprietary +977,EmergencyService,yes +977,Condition,surgical infection prevention +977,MeasureCode,scip-inf-6 +977,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) +977,Score,100 +977,Sample,485 +977,Stateavg,al_scip-inf-6 +978,ProviderNumber,10049 +978,HospitalName,medical center enterprise +978,Address1,400 n edwards street +978,Address2, +978,Address3, +978,City,enterprise +978,State,al +978,ZipCode,36330 +978,CountyName,coffee +978,PhoneNumber,3343470584 +978,HospitalType,acute care hospitals +978,HospitalOwner,proprietary +978,EmergencyService,yes +978,Condition,surgical infection prevention +978,MeasureCode,scip-vte-1 +978,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries +978,Score,100 +978,Sample,196 +978,Stateavg,al_scip-vte-1 +979,ProviderNumber,10049 +979,HospitalName,medical center enterprise +979,Address1,400 n edwards street +979,Address2, +979,Address3, +979,City,enterprise +979,State,al +979,ZipCode,36330 +979,CountyName,coffee +979,PhoneNumber,3343470584 +979,HospitalType,acute care hospitals +979,HospitalOwner,proprietary +979,EmergencyService,yes +979,Condition,surgical infection prevention +979,MeasureCode,scip-vte-2 +979,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery +979,Score,100 +979,Sample,196 +979,Stateavg,al_scip-vte-2 +980,ProviderNumber,10050 +980,HospitalName,st vincents blount +980,Address1,150 gilbreath drive +980,Address2, +980,Address3, +980,City,oneonta +980,State,al +980,ZipCode,35121 +980,CountyName,blount +980,PhoneNumber,2052743000 +980,HospitalType,acute care hospitals +980,HospitalOwner,voluntary non-profit - private +980,EmergencyService,yes +980,Condition,heart attack +980,MeasureCode,ami-1 +980,MeasureName,heart attack patients given aspirin at arrival +980,Score,100 +980,Sample,7 +980,Stateavg,al_ami-1 +981,ProviderNumber,10050 +981,HospitalName,st vincents blount +981,Address1,150 gilbreath drive +981,Address2, +981,Address3, +981,City,oneonta +981,State,al +981,ZipCode,35121 +981,CountyName,blount +981,PhoneNumber,2052743000 +981,HospitalType,acute care hospitals +981,HospitalOwner,voluntary non-profit - private +981,EmergencyService,yes +981,Condition,heart attack +981,MeasureCode,ami-2 +981,MeasureName,heart attack patients given aspirin at discharge +981,Score,100 +981,Sample,2 +981,Stateavg,al_ami-2 +982,ProviderNumber,10050 +982,HospitalName,st vincents blount +982,Address1,150 gilbreath drive +982,Address2, +982,Address3, +982,City,oneonta +982,State,al +982,ZipCode,35121 +982,CountyName,blount +982,PhoneNumber,2052743000 +982,HospitalType,acute care hospitals +982,HospitalOwner,voluntary non-profit - private +982,EmergencyService,yes +982,Condition,heart attack +982,MeasureCode,ami-3 +982,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +982,Score,100 +982,Sample,2 +982,Stateavg,al_ami-3 +983,ProviderNumber,10050 +983,HospitalName,st vincents blount +983,Address1,150 gilbreath drive +983,Address2, +983,Address3, +983,City,oneonta +983,State,al +983,ZipCode,35121 +983,CountyName,blount +983,PhoneNumber,2052743000 +983,HospitalType,acute care hospitals +983,HospitalOwner,voluntary non-profit - private +983,EmergencyService,yes +983,Condition,heart attack +983,MeasureCode,ami-4 +983,MeasureName,heart attack patients given smoking cessation advice/counseling +983,Score, +983,Sample,0 +983,Stateavg,al_ami-4 +984,ProviderNumber,10050 +984,HospitalName,st vincents blount +984,Address1,150 gilbreath drive +984,Address2, +984,Address3, +984,City,oneonta +984,State,al +984,ZipCode,35121 +984,CountyName,blount +984,PhoneNumber,2052743000 +984,HospitalType,acute care hospitals +984,HospitalOwner,voluntary non-profit - private +984,EmergencyService,yes +984,Condition,heart attack +984,MeasureCode,ami-5 +984,MeasureName,heart attack patients given beta blocker at discharge +984,Score,100 +984,Sample,3 +984,Stateavg,al_ami-5 +985,ProviderNumber,10050 +985,HospitalName,st vincents blount +985,Address1,150 gilbreath drive +985,Address2, +985,Address3, +985,City,oneonta +985,State,al +985,ZipCode,35121 +985,CountyName,blount +985,PhoneNumber,2052743000 +985,HospitalType,acute care hospitals +985,HospitalOwner,voluntary non-profit - private +985,EmergencyService,yes +985,Condition,heart attack +985,MeasureCode,ami-7a +985,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival +985,Score, +985,Sample,0 +985,Stateavg,al_ami-7a +986,ProviderNumber,10050 +986,HospitalName,st vincents blount +986,Address1,150 gilbreath drive +986,Address2, +986,Address3, +986,City,oneonta +986,State,al +986,ZipCode,35121 +986,CountyName,blount +986,PhoneNumber,2052743000 +986,HospitalType,acute care hospitals +986,HospitalOwner,voluntary non-profit - private +986,EmergencyService,yes +986,Condition,heart attack +986,MeasureCode,ami-8a +986,MeasureName,heart attack patients given pci within 90 minutes of arrival +986,Score, +986,Sample,0 +986,Stateavg,al_ami-8a +987,ProviderNumber,10050 +987,HospitalName,st vincents blount +987,Address1,150 gilbreath drive +987,Address2, +987,Address3, +987,City,oneonta +987,State,al +987,ZipCode,35121 +987,CountyName,blount +987,PhoneNumber,2052743000 +987,HospitalType,acute care hospitals +987,HospitalOwner,voluntary non-profit - private +987,EmergencyService,yes +987,Condition,heart failure +987,MeasureCode,hf-1 +987,MeasureName,heart failure patients given discharge instructions +987,Score,50 +987,Sample,24 +987,Stateavg,al_hf-1 +988,ProviderNumber,10050 +988,HospitalName,st vincents blount +988,Address1,150 gilbreath drive +988,Address2, +988,Address3, +988,City,oneonta +988,State,al +988,ZipCode,35121 +988,CountyName,blount +988,PhoneNumber,2052743000 +988,HospitalType,acute care hospitals +988,HospitalOwner,voluntary non-profit - private +988,EmergencyService,yes +988,Condition,heart failure +988,MeasureCode,hf-2 +988,MeasureName,heart failure patients given an evaluation of left ventricular systolic (lvs) function +988,Score,85 +988,Sample,34 +988,Stateavg,al_hf-2 +989,ProviderNumber,10050 +989,HospitalName,st vincents blount +989,Address1,150 gilbreath drive +989,Address2, +989,Address3, +989,City,oneonta +989,State,al +989,ZipCode,35121 +989,CountyName,blount +989,PhoneNumber,2052743000 +989,HospitalType,acute care hospitals +989,HospitalOwner,voluntary non-profit - private +989,EmergencyService,yes +989,Condition,heart failure +989,MeasureCode,hf-3 +989,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) +989,Score,100 +989,Sample,7 +989,Stateavg,al_hf-3 +990,ProviderNumber,10050 +990,HospitalName,st vincents blount +990,Address1,150 gilbreath drive +990,Address2, +990,Address3, +990,City,oneonta +990,State,al +990,ZipCode,35121 +990,CountyName,blount +990,PhoneNumber,2052743000 +990,HospitalType,acute care hospitals +990,HospitalOwner,voluntary non-profit - private +990,EmergencyService,yes +990,Condition,heart failure +990,MeasureCode,hf-4 +990,MeasureName,heart failure patients given smoking cessation advice/counseling +990,Score,43 +990,Sample,7 +990,Stateavg,al_hf-4 +991,ProviderNumber,10050 +991,HospitalName,st vincents blount +991,Address1,150 gilbreath drive +991,Address2, +991,Address3, +991,City,oneonta +991,State,al +991,ZipCode,35121 +991,CountyName,blount +991,PhoneNumber,2052743000 +991,HospitalType,acute care hospitals +991,HospitalOwner,voluntary non-profit - private +991,EmergencyService,yes +991,Condition,pneumonia +991,MeasureCode,pn-2 +991,MeasureName,pneumonia patients assessed and given pneumococcal vaccination +991,Score,74 +991,Sample,92 +991,Stateavg,al_pn-2 +992,ProviderNumber,10050 +992,HospitalName,st vincents blount +992,Address1,150 gilbreath drive +992,Address2, +992,Address3, +992,City,oneonta +992,State,al +992,ZipCode,35121 +992,CountyName,blount +992,PhoneNumber,2052743000 +992,HospitalType,acute care hospitals +992,HospitalOwner,voluntary non-profit - private +992,EmergencyService,yes +992,Condition,pneumonia +992,MeasureCode,pn-3b +992,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics +992,Score,83 +992,Sample,103 +992,Stateavg,al_pn-3b +993,ProviderNumber,10050 +993,HospitalName,st vincents blount +993,Address1,150 gilbreath drive +993,Address2, +993,Address3, +993,City,oneonta +993,State,al +993,ZipCode,35121 +993,CountyName,blount +993,PhoneNumber,2052743000 +993,HospitalType,acute care hospitals +993,HospitalOwner,voluntary non-profit - private +993,EmergencyService,yes +993,Condition,pneumonia +993,MeasureCode,pn-4 +993,MeasureName,pneumonia patients given smoking cessation advice/counseling +993,Score,83 +993,Sample,29 +993,Stateavg,al_pn-4 +994,ProviderNumber,10050 +994,HospitalName,st vincents blount +994,Address1,150 gilbreath drive +994,Address2, +994,Address3, +994,City,oneonta +994,State,al +994,ZipCode,35121 +994,CountyName,blount +994,PhoneNumber,2052743000 +994,HospitalType,acute care hospitals +994,HospitalOwner,voluntary non-profit - private +994,EmergencyService,yes +994,Condition,pneumonia +994,MeasureCode,pn-5c +994,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival +994,Score,98 +994,Sample,105 +994,Stateavg,al_pn-5c +995,ProviderNumber,10050 +995,HospitalName,st vincents blount +995,Address1,150 gilbreath drive +995,Address2, +995,Address3, +995,City,oneonta +995,State,al +995,ZipCode,35121 +995,CountyName,blount +995,PhoneNumber,2052743000 +995,HospitalType,acute care hospitals +995,HospitalOwner,voluntary non-profit - private +995,EmergencyService,yes +995,Condition,pneumonia +995,MeasureCode,pn-6 +995,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) +995,Score,77 +995,Sample,74 +995,Stateavg,al_pn-6 +996,ProviderNumber,10050 +996,HospitalName,st vincents blount +996,Address1,150 gilbreath drive +996,Address2, +996,Address3, +996,City,oneonta +996,State,al +996,ZipCode,35121 +996,CountyName,blount +996,PhoneNumber,2052743000 +996,HospitalType,acute care hospitals +996,HospitalOwner,voluntary non-profit - private +996,EmergencyService,yes +996,Condition,pneumonia +996,MeasureCode,pn-7 +996,MeasureName,pneumonia patients assessed and given influenza vaccination +996,Score,64 +996,Sample,55 +996,Stateavg,al_pn-7 +997,ProviderNumber,10050 +997,HospitalName,st vincents blount +997,Address1,150 gilbreath drive +997,Address2, +997,Address3, +997,City,oneonta +997,State,al +997,ZipCode,35121 +997,CountyName,blount +997,PhoneNumber,2052743000 +997,HospitalType,acute care hospitals +997,HospitalOwner,voluntary non-profit - private +997,EmergencyService,yes +997,Condition,surgical infection prevention +997,MeasureCode,scip-card-2 +997,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery +997,Score,25 +997,Sample,8 +997,Stateavg,al_scip-card-2 +998,ProviderNumber,10050 +998,HospitalName,st vincents blount +998,Address1,150 gilbreath drive +998,Address2, +998,Address3, +998,City,oneonta +998,State,al +998,ZipCode,35121 +998,CountyName,blount +998,PhoneNumber,2052743000 +998,HospitalType,acute care hospitals +998,HospitalOwner,voluntary non-profit - private +998,EmergencyService,yes +998,Condition,surgical infection prevention +998,MeasureCode,scip-inf-1 +998,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection +998,Score,64 +998,Sample,28 +998,Stateavg,al_scip-inf-1 +999,ProviderNumber,10050 +999,HospitalName,st vincents blount +999,Address1,150 gilbreath drive +999,Address2, +999,Address3, +999,City,oneonta +999,State,al +999,ZipCode,35121 +999,CountyName,blount +999,PhoneNumber,2052743000 +999,HospitalType,acute care hospitals +999,HospitalOwner,voluntary non-profit - private +999,EmergencyService,yes +999,Condition,surgical infection prevention +999,MeasureCode,scip-inf-2 +999,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection +999,Score,88 +999,Sample,25 +999,Stateavg,al_scip-inf-2 diff --git a/testdata/hospital_100.csv b/testdata/hospital_100.csv deleted file mode 100644 index 5a207fdd0..000000000 --- a/testdata/hospital_100.csv +++ /dev/null @@ -1,101 +0,0 @@ -ProviderNumber,HospitalName,Address1,Address2,Address3,City,State,ZipCode,CountyName,PhoneNumber,HospitalType,HospitalOwner,EmergencyService,Condition,MeasureCode,MeasureName,Score,Sample,Stateavg -10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),,,al_scip-inf-6 -1xx19,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0 patients,al_ami-7a -10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,heart failure,hf-4,heart failure patients given smoking cessation advice/counseling,100%,41 patients,al_hf-4 -10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,3347938701,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),80%,147 patients,al_pn-6 -10001,southeast alabama medical center,1108 ross clark circle,,,dothan,al,36302,houston,xx479x8701,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,72%,79 patients,al_scip-card-2 -10005,marshall medical center south,2505 u s highway 431 north,,,boaz,xl,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-3,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100%,2 patients,al_ami-3 -10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2x6x938310,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,81%,118 patients,al_pn-7 -10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565938310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,36%,14 patients,al_scip-card-2 -10005,marshall medical center south,2505 u s highway 431 north,,,boaz,al,35957,marshall,2565x38310,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,0 patients,al_scip-inf-4 -10006,eliza coffee memorial hospital,205 marengo street,,,florence,al,35631,lauderdale,2567688400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,90%,174 patients,al_pn-2 -10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0 patients,al_ami-8a -10008,crenshaw community hospital,101 hospital circle,,,luverne,al,36049,crenshaw,3343353374,acute care hospitals,government - federal,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,95%,21 pxtients,al_pn-5c -10010,marshall medical center north,8000 alabama highway 69,,,guntersville,al,35976,marshall,2565718000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,91%,64 patients,al_scip-inf-2 -10011,st vincents east,50 medical park east drive,,,birmixgham,al,35235,jefferson,2058383122,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100%,69 patients,al_pn-4 -10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,hexrt attxck,ami-8a,heart attack patients given pci within 90 minutes of arrival,40%,5 patients,al_ami-8a -10012,dekalb regional medical center,200 med center drive,,,fort payxe,ax,35968,de kalb,2568453x50,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),94%,36 patients,al_hf-3 -10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97%,69 patients,al_pn-2 -10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,de kalb,2568453150,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),88%,82 patientx,al_pn-6 -10012,dekalb regional medical center,200 med center drive,,,fort payne,al,35968,xe kalb,2568453150,acute care hospitals,voxuntary non-profit - church,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,xx%,147 patients,al_scip-inf-2 -10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,heart failure,hf-1,heart failure patients given discharge instructions,100%,79 patients,al_hf-1 -10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,96%,24 patients,al_pn-5c -10015,southwest alabama medical center,33700 highway 43,,,thomasville,al,36784,clarke,334x3xx221,acute care hospitals,government - federal,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,,,al_scip-card-2 -10015,southwest alabama medical center,33700 highway x3,,,thomasville,al,36784,clarke,3346366221,acute care hospitals,government - federal,yes,surgical infection prevention,scxp-xnf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),86%,14 patients,al_scip-inf-3 -10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,97%,208 patients,al_ami-2 -10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0 patients,al_ami-7a -10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100%,131 patients,al_pn-4 -10016,shelby baptist medical center,1000 first street north,,,alabaster,al,35007,shelby,2056208100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,97%,226 patients,al_scip-vte-1 -10018,callahan eye foundation hospital,1720 university blvd,,,birmingham,al,35233,jefferson,2053258100,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,,,al_pn-5c -10038,stringfellow memorial hospital,301xeastx18thxst,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,100%,29 xatients,al_ami-4 -10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100%,83 patients,al_pn-4 -10055,flowers hospital,4370 west main street,,,dothan,al,3x305,houston,3347935000,acute care hospitals,proxrietary,yex,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100%,94 patients,al_hf-3 -10086,northwest medical center,1530xuxsxhighwayx43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),85%,13 patients,al_hf-3 -10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,91%,66 patients,al_pn-2 -10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,82%,45 patients,alxpn-7 -10086,northwest medical center,1530 u s highway 43,,,winfield,al,35594,marion,2054877736,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,98%,102 patients,al_scip-inf-1 -10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,100%,67 patients,al_pn-4 -10108,prattville baptist hospital,124 s memorial dr,,,prattville,al,36067,autauga,3343614267,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,99%,89 patients,al_pn-7 -20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,97%,37 patients,ak_pn-2 -20017,alaska regional hospital,2801 debarr road,,,anchoraxe,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,100%,47 patients,ak_pn-3b -20017,alaska regional hospital,2801 debarr road,,,anchorage,ak,99508,anchorage,9072761131,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),88%,499 patients,ak_scip-inf-3 -10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jxffxrson,2563864556,acute care hospitals,gxvernment - hxspital district xr authxrity,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),86%,139 patients,al_pn-6 -10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-6,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor),97%,369 patients,al_scip-inf-6 -10019,helen keller memorial hospital,1300 south montgomery avenue,,,sheffield,al,35660,jefferson,2563864556,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,sxip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,85%,144 patients,al_scip-vte-1 -10021,dale medical center,126 hospital ave,,,ozark,al,x6x60,dale,3347742601,acute caxe hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,68%,50 patients,al_scip-vte-2 -10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,1xx%,5 patients,al_scip-vte-1 -10022,cherokee medical center,400 northwood dr,,,centre,al,35960,cherokee,2569275531,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,100%,5 patients,al_scip-vte-2 -10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342xx2100,acute care hospitals,voluntary non-profit - church,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100%,134 patients,al_ami-1 -10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-1,heart failure patients given discharge instructions,100%,25x patients,al_hf-1 -10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),100%,98 patients,al_hf-3 -10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,97%,412 patients,al_scip-inf-1 -10023,baptist medical center south,2105 east south boulevard,,,montgomery,al,36116,montgomery,3342882100,acute care hospitals,voluntary non-profit - church,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,97%,423 patients,al_scip-inf-2 -10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,50%,4 patients,al_ami-4 -10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,xes,pneumonia,pn-4,pneumonia patients given smoking cessation advice/counseling,91%,34 patients,al_pn-4 -10025,g h lanier memorial hospital,4800 48th st,,,valley,al,36854,chambers,3347561400,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),85%,52 patients,al_pn-6 -10027,elba general hospital,987 drayton street,,,elba,ax,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,,,al_ami-2 -10027,elba general hospital,987 drayton street,,,elba,al,36323,coffee,3348972257,acute care hospitals,voluntary non-profit - other,yes,heart failure,hf-1,heart failure patients given discharge instructions,100%,2 patients,al_hf-1 -10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acuxe care hospixals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99%,1001 patients,al_scip-inf-1 -10029,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,99%,1016 patients,al_scip-inf-2 -1xx29,east alabama medical center and snf,2000 pepperell parkway,,,opelika,al,36801,lee,3347493411,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vtx-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,92%,473 patients,al_scip-vte-1 -10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart attack,ami-2,heart attack patients given aspirin at discharge,67%,3 patients,al_ami-2 -10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left xentricular systolic dysfunction (lxsd),25%,4 patients,al_hf-3 -10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,,al_scip-inf-3 -10032,wedowee hospital,209 north main street,,,wedowee,al,36278,randolph,2563572111,acute care hospitals,government - local,no,surgical infection prevention,scip-inf-4,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery,,,al_scip-inf-4 -10033,university of alabama hospital,619 south 19th street,,,birmingham,al,x52xx,jefferson,2059344011,acute care hospitals,government - state,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,95%,350 patients,al_scip-inf-2 -10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,100%,3 patients,al_scip-card-2 -10034,community hospital inc,805 friendship road,,,tallassee,al,36078,elmore,3342836541,acute care hospitals,voluntary non-profit - private,no,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),1xx%,9 patients,al_scip-inf-3 -10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),98%,136 patients,al_pn-6 -10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,99%,411 patients,al_scip-inf-1 -10035,cullman regional medical center,1912 alabama highway 157,,,cullman,al,35058,cullman,2567372000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,95%,298 patients,al_scip-vte-1 -10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,heart attack,ami-1,heart attack patients given aspirin at arrival,100%,8 patients,al_ami-1 -10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,prxprietary,no,heart attack,ami-4,heart attack patients given smoking cessation advice/counseling,,0 patients,al_ami-4 -10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,3642x,covington,3342228466,acute care hospitals,proprietary,no,heart failure,hf-3,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd),86%,21 patients,al_hf-3 -10036,andalusia regional hospital,849 south three notch street,,,andalusia,al,36420,covington,3342228466,acute care hospitals,proprietary,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,92%,52 patients,al_pn-7 -10036,andalusia regional hospital,849 south three notch street,,,andalusia,xl,36420,covington,3342228466,acute care hospitals,proprietary,no,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,80%,66 patients,al_scix-vte-1 -10038,stringfellow memorial hospital,301 east 18th st,,,anniston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,children s asthma care,cac-1,children who received reliever medication while hospitalized for asthma,100%,9 patients,al_cac-1 -10038,stringfellow memorial hospital,301 east 18th st,,,annxston,al,36201,calhoun,2562358900,acute care hospitals,proprietary,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,90%,117 patients,al_scip-vte-1 -10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,heart attack,ami-2,heart attack patients given aspirin at discharge,100%,323 patients,al_ami-2 -10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitaxs,government - hospital district or authority,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0 patients,al_ami-7a -10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,pneumonia,pn-x,pneumonia patients assessed and given pneumococcal vaccination,96%,509 patients,al_pn-2 -10039,huntsville hospital,101 sivley rd,,,huntsville,al,35801,madison,2562651000,acute care hospitals,government - hospital district or authority,yes,surgical infection prevention,scip-vte-2,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery,90%,269 patients,al_scip-vte-2 -10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,axute care hospitals,proprietary,yes,pneumonia,pn-3b,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics,96%,187 patients,al_pn-3b -10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-card-2,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery,91%,109 patients,al_scip-card-2 -10040,gadsden regional medical center,1007 goodyear avenue,,,gadsden,al,35903,etowah,2564944000,acute care hospitals,proprietary,yes,surgical infection prevention,scip-inf-1,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection,98%,557 patients,al_scip-inf-1 -10043,chilton medical center,1010 lay dam road,,,clanton,al,35045,chilton,2057552500,acute care hospitals,voluntary non-profit - private,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0 patients,al_ami-8a -10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yxs,pneumonia,pn-5c,pneumonia patients given initial antibiotic(s) within 6 hours after arrival,98%,121 patiexts,al_pn-5c -10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,87%,15 patients,al_scip-inf-2 -10044,marion regional medical center,1256 military street south,,,hamilton,al,35570,marion,2059216200,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-vte-1,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries,100%,4 patients,al_scip-vte-1 -10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hoxpitalx,voluntary non-profit - other,yes,heart attack,ami-1,heart attack patients given aspirin at arrival,100%,18 patients,al_ami-1 -10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0 patients,al_ami-7a -10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,x0593x5966,acute care hospitals,voluntary non-profit - other,yes,heart attack,ami-8a,heart attack patients given pci within 90 minutes of arrival,,0 patients,al_ami-8a -x0045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,x5%,117 patients,al_pn-2 -10045,fayette medical center,1653 temple avenue north,,,fayette,al,35555,fayette,2059325966,acute care hospitals,voluntary non-profit - other,yes,surgical infection prevention,scip-inf-3,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery),,0 patients,al_scip-inf-3 -10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,heart failure,hf-1,heart failure patients given discharge instructions,53%,51 patients,al_hf-1 -10047,georgiana hospital,515 miranda st,,,georgiana,al,36033,butler,3343762205,acute care hospitals,voluntary non-profit - private,no,pneumonia,pn-7,pneumonia patients assessed and given influenza vaccination,65%,31 patients,al_pn-7 -10049,medical center enterprise,400 n edwards street,,,enterprxse,al,36330,coffee,3343470584,acute care hospitals,proprietary,yes,heart attack,ami-7a,heart attack patients given fibrinolytic medication within 30 minutes of arrival,,0 patients,al_ami-7a -10050,st vincents bxount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,heart failure,hf-1,heart failure patients given discharge instructions,50%,24 patients,al_hf-1 -10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-2,pneumonia patients assessed and given pneumococcal vaccination,74%,92 patients,al_pn-2 -10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,pneumonia,pn-6,pneumonia patients given the most appropriate initial antibiotic(s),77%,74 patients,al_pn-6 -10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-card-2,surgery pxtients who were txking hexrt drugs cxlled betx blockers before coming to the hospitxl who were kept on the betx blockers during the period just before xnd xfter their surgery,25%,8 patients,al_scip-card-2 -10050,st vincents blount,150 gilbreath drive,,,oneonta,al,35121,blount,2052743000,acute care hospitals,voluntary non-profit - private,yes,surgical infection prevention,scip-inf-2,surgery patients who were given the right kind of antibiotic to help prevent infection,88%,25 patients,al_scip-inf-2 diff --git a/testdata/hospital_100_clean.csv b/testdata/hospital_100_clean.csv deleted file mode 100644 index c180ccb6e..000000000 --- a/testdata/hospital_100_clean.csv +++ /dev/null @@ -1,1901 +0,0 @@ -tid,attribute,correct_val -0,ProviderNumber,10018 -0,HospitalName,callahan eye foundation hospital -0,Address1,1720 university blvd -0,Address2, -0,Address3, -0,City,birmingham -0,State,al -0,ZipCode,35233 -0,CountyName,jefferson -0,PhoneNumber,2053258100 -0,HospitalType,acute care hospitals -0,HospitalOwner,voluntary non-profit - private -0,EmergencyService,yes -0,Condition,surgical infection prevention -0,MeasureCode,scip-inf-6 -0,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) -0,Score, -0,Sample, -0,Stateavg,al_scip-inf-6 -1,ProviderNumber,10019 -1,HospitalName,helen keller memorial hospital -1,Address1,1300 south montgomery avenue -1,Address2, -1,Address3, -1,City,sheffield -1,State,al -1,ZipCode,35660 -1,CountyName,jefferson -1,PhoneNumber,2563864556 -1,HospitalType,acute care hospitals -1,HospitalOwner,government - hospital district or authority -1,EmergencyService,yes -1,Condition,heart attack -1,MeasureCode,ami-7a -1,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival -1,Score, -1,Sample,0 patients -1,Stateavg,al_ami-7a -2,ProviderNumber,10019 -2,HospitalName,helen keller memorial hospital -2,Address1,1300 south montgomery avenue -2,Address2, -2,Address3, -2,City,sheffield -2,State,al -2,ZipCode,35660 -2,CountyName,jefferson -2,PhoneNumber,2563864556 -2,HospitalType,acute care hospitals -2,HospitalOwner,government - hospital district or authority -2,EmergencyService,yes -2,Condition,heart failure -2,MeasureCode,hf-4 -2,MeasureName,heart failure patients given smoking cessation advice/counseling -2,Score,100% -2,Sample,41 patients -2,Stateavg,al_hf-4 -3,ProviderNumber,10001 -3,HospitalName,southeast alabama medical center -3,Address1,1108 ross clark circle -3,Address2, -3,Address3, -3,City,dothan -3,State,al -3,ZipCode,36302 -3,CountyName,houston -3,PhoneNumber,3347938701 -3,HospitalType,acute care hospitals -3,HospitalOwner,government - hospital district or authority -3,EmergencyService,yes -3,Condition,pneumonia -3,MeasureCode,pn-6 -3,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -3,Score,80% -3,Sample,147 patients -3,Stateavg,al_pn-6 -4,ProviderNumber,10001 -4,HospitalName,southeast alabama medical center -4,Address1,1108 ross clark circle -4,Address2, -4,Address3, -4,City,dothan -4,State,al -4,ZipCode,36302 -4,CountyName,houston -4,PhoneNumber,3347938701 -4,HospitalType,acute care hospitals -4,HospitalOwner,government - hospital district or authority -4,EmergencyService,yes -4,Condition,surgical infection prevention -4,MeasureCode,scip-card-2 -4,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -4,Score,72% -4,Sample,79 patients -4,Stateavg,al_scip-card-2 -5,ProviderNumber,10005 -5,HospitalName,marshall medical center south -5,Address1,2505 u s highway 431 north -5,Address2, -5,Address3, -5,City,boaz -5,State,al -5,ZipCode,35957 -5,CountyName,marshall -5,PhoneNumber,2565938310 -5,HospitalType,acute care hospitals -5,HospitalOwner,government - hospital district or authority -5,EmergencyService,yes -5,Condition,heart attack -5,MeasureCode,ami-3 -5,MeasureName,heart attack patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -5,Score,100% -5,Sample,2 patients -5,Stateavg,al_ami-3 -6,ProviderNumber,10005 -6,HospitalName,marshall medical center south -6,Address1,2505 u s highway 431 north -6,Address2, -6,Address3, -6,City,boaz -6,State,al -6,ZipCode,35957 -6,CountyName,marshall -6,PhoneNumber,2565938310 -6,HospitalType,acute care hospitals -6,HospitalOwner,government - hospital district or authority -6,EmergencyService,yes -6,Condition,pneumonia -6,MeasureCode,pn-7 -6,MeasureName,pneumonia patients assessed and given influenza vaccination -6,Score,81% -6,Sample,118 patients -6,Stateavg,al_pn-7 -7,ProviderNumber,10005 -7,HospitalName,marshall medical center south -7,Address1,2505 u s highway 431 north -7,Address2, -7,Address3, -7,City,boaz -7,State,al -7,ZipCode,35957 -7,CountyName,marshall -7,PhoneNumber,2565938310 -7,HospitalType,acute care hospitals -7,HospitalOwner,government - hospital district or authority -7,EmergencyService,yes -7,Condition,surgical infection prevention -7,MeasureCode,scip-card-2 -7,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -7,Score,36% -7,Sample,14 patients -7,Stateavg,al_scip-card-2 -8,ProviderNumber,10005 -8,HospitalName,marshall medical center south -8,Address1,2505 u s highway 431 north -8,Address2, -8,Address3, -8,City,boaz -8,State,al -8,ZipCode,35957 -8,CountyName,marshall -8,PhoneNumber,2565938310 -8,HospitalType,acute care hospitals -8,HospitalOwner,government - hospital district or authority -8,EmergencyService,yes -8,Condition,surgical infection prevention -8,MeasureCode,scip-inf-4 -8,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery -8,Score, -8,Sample,0 patients -8,Stateavg,al_scip-inf-4 -9,ProviderNumber,10006 -9,HospitalName,eliza coffee memorial hospital -9,Address1,205 marengo street -9,Address2, -9,Address3, -9,City,florence -9,State,al -9,ZipCode,35631 -9,CountyName,lauderdale -9,PhoneNumber,2567688400 -9,HospitalType,acute care hospitals -9,HospitalOwner,voluntary non-profit - other -9,EmergencyService,yes -9,Condition,pneumonia -9,MeasureCode,pn-2 -9,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -9,Score,90% -9,Sample,174 patients -9,Stateavg,al_pn-2 -10,ProviderNumber,10008 -10,HospitalName,crenshaw community hospital -10,Address1,101 hospital circle -10,Address2, -10,Address3, -10,City,luverne -10,State,al -10,ZipCode,36049 -10,CountyName,crenshaw -10,PhoneNumber,3343353374 -10,HospitalType,acute care hospitals -10,HospitalOwner,government - federal -10,EmergencyService,yes -10,Condition,heart attack -10,MeasureCode,ami-8a -10,MeasureName,heart attack patients given pci within 90 minutes of arrival -10,Score, -10,Sample,0 patients -10,Stateavg,al_ami-8a -11,ProviderNumber,10008 -11,HospitalName,crenshaw community hospital -11,Address1,101 hospital circle -11,Address2, -11,Address3, -11,City,luverne -11,State,al -11,ZipCode,36049 -11,CountyName,crenshaw -11,PhoneNumber,3343353374 -11,HospitalType,acute care hospitals -11,HospitalOwner,government - federal -11,EmergencyService,yes -11,Condition,pneumonia -11,MeasureCode,pn-5c -11,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival -11,Score,95% -11,Sample,21 patients -11,Stateavg,al_pn-5c -12,ProviderNumber,10010 -12,HospitalName,marshall medical center north -12,Address1,8000 alabama highway 69 -12,Address2, -12,Address3, -12,City,guntersville -12,State,al -12,ZipCode,35976 -12,CountyName,marshall -12,PhoneNumber,2565718000 -12,HospitalType,acute care hospitals -12,HospitalOwner,government - hospital district or authority -12,EmergencyService,yes -12,Condition,surgical infection prevention -12,MeasureCode,scip-inf-2 -12,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -12,Score,91% -12,Sample,64 patients -12,Stateavg,al_scip-inf-2 -13,ProviderNumber,10011 -13,HospitalName,st vincents east -13,Address1,50 medical park east drive -13,Address2, -13,Address3, -13,City,birmingham -13,State,al -13,ZipCode,35235 -13,CountyName,jefferson -13,PhoneNumber,2058383122 -13,HospitalType,acute care hospitals -13,HospitalOwner,voluntary non-profit - private -13,EmergencyService,yes -13,Condition,pneumonia -13,MeasureCode,pn-4 -13,MeasureName,pneumonia patients given smoking cessation advice/counseling -13,Score,100% -13,Sample,69 patients -13,Stateavg,al_pn-4 -14,ProviderNumber,10012 -14,HospitalName,dekalb regional medical center -14,Address1,200 med center drive -14,Address2, -14,Address3, -14,City,fort payne -14,State,al -14,ZipCode,35968 -14,CountyName,de kalb -14,PhoneNumber,2568453150 -14,HospitalType,acute care hospitals -14,HospitalOwner,voluntary non-profit - church -14,EmergencyService,yes -14,Condition,heart attack -14,MeasureCode,ami-8a -14,MeasureName,heart attack patients given pci within 90 minutes of arrival -14,Score,40% -14,Sample,5 patients -14,Stateavg,al_ami-8a -15,ProviderNumber,10012 -15,HospitalName,dekalb regional medical center -15,Address1,200 med center drive -15,Address2, -15,Address3, -15,City,fort payne -15,State,al -15,ZipCode,35968 -15,CountyName,de kalb -15,PhoneNumber,2568453150 -15,HospitalType,acute care hospitals -15,HospitalOwner,voluntary non-profit - church -15,EmergencyService,yes -15,Condition,heart failure -15,MeasureCode,hf-3 -15,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -15,Score,94% -15,Sample,36 patients -15,Stateavg,al_hf-3 -16,ProviderNumber,10012 -16,HospitalName,dekalb regional medical center -16,Address1,200 med center drive -16,Address2, -16,Address3, -16,City,fort payne -16,State,al -16,ZipCode,35968 -16,CountyName,de kalb -16,PhoneNumber,2568453150 -16,HospitalType,acute care hospitals -16,HospitalOwner,voluntary non-profit - church -16,EmergencyService,yes -16,Condition,pneumonia -16,MeasureCode,pn-2 -16,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -16,Score,97% -16,Sample,69 patients -16,Stateavg,al_pn-2 -17,ProviderNumber,10012 -17,HospitalName,dekalb regional medical center -17,Address1,200 med center drive -17,Address2, -17,Address3, -17,City,fort payne -17,State,al -17,ZipCode,35968 -17,CountyName,de kalb -17,PhoneNumber,2568453150 -17,HospitalType,acute care hospitals -17,HospitalOwner,voluntary non-profit - church -17,EmergencyService,yes -17,Condition,pneumonia -17,MeasureCode,pn-6 -17,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -17,Score,88% -17,Sample,82 patients -17,Stateavg,al_pn-6 -18,ProviderNumber,10012 -18,HospitalName,dekalb regional medical center -18,Address1,200 med center drive -18,Address2, -18,Address3, -18,City,fort payne -18,State,al -18,ZipCode,35968 -18,CountyName,de kalb -18,PhoneNumber,2568453150 -18,HospitalType,acute care hospitals -18,HospitalOwner,voluntary non-profit - church -18,EmergencyService,yes -18,Condition,surgical infection prevention -18,MeasureCode,scip-inf-2 -18,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -18,Score,99% -18,Sample,147 patients -18,Stateavg,al_scip-inf-2 -19,ProviderNumber,10015 -19,HospitalName,southwest alabama medical center -19,Address1,33700 highway 43 -19,Address2, -19,Address3, -19,City,thomasville -19,State,al -19,ZipCode,36784 -19,CountyName,clarke -19,PhoneNumber,3346366221 -19,HospitalType,acute care hospitals -19,HospitalOwner,government - federal -19,EmergencyService,yes -19,Condition,heart failure -19,MeasureCode,hf-1 -19,MeasureName,heart failure patients given discharge instructions -19,Score,100% -19,Sample,79 patients -19,Stateavg,al_hf-1 -20,ProviderNumber,10015 -20,HospitalName,southwest alabama medical center -20,Address1,33700 highway 43 -20,Address2, -20,Address3, -20,City,thomasville -20,State,al -20,ZipCode,36784 -20,CountyName,clarke -20,PhoneNumber,3346366221 -20,HospitalType,acute care hospitals -20,HospitalOwner,government - federal -20,EmergencyService,yes -20,Condition,pneumonia -20,MeasureCode,pn-5c -20,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival -20,Score,96% -20,Sample,24 patients -20,Stateavg,al_pn-5c -21,ProviderNumber,10015 -21,HospitalName,southwest alabama medical center -21,Address1,33700 highway 43 -21,Address2, -21,Address3, -21,City,thomasville -21,State,al -21,ZipCode,36784 -21,CountyName,clarke -21,PhoneNumber,3346366221 -21,HospitalType,acute care hospitals -21,HospitalOwner,government - federal -21,EmergencyService,yes -21,Condition,surgical infection prevention -21,MeasureCode,scip-card-2 -21,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -21,Score, -21,Sample, -21,Stateavg,al_scip-card-2 -22,ProviderNumber,10015 -22,HospitalName,southwest alabama medical center -22,Address1,33700 highway 43 -22,Address2, -22,Address3, -22,City,thomasville -22,State,al -22,ZipCode,36784 -22,CountyName,clarke -22,PhoneNumber,3346366221 -22,HospitalType,acute care hospitals -22,HospitalOwner,government - federal -22,EmergencyService,yes -22,Condition,surgical infection prevention -22,MeasureCode,scip-inf-3 -22,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) -22,Score,86% -22,Sample,14 patients -22,Stateavg,al_scip-inf-3 -23,ProviderNumber,10016 -23,HospitalName,shelby baptist medical center -23,Address1,1000 first street north -23,Address2, -23,Address3, -23,City,alabaster -23,State,al -23,ZipCode,35007 -23,CountyName,shelby -23,PhoneNumber,2056208100 -23,HospitalType,acute care hospitals -23,HospitalOwner,voluntary non-profit - church -23,EmergencyService,yes -23,Condition,heart attack -23,MeasureCode,ami-2 -23,MeasureName,heart attack patients given aspirin at discharge -23,Score,97% -23,Sample,208 patients -23,Stateavg,al_ami-2 -24,ProviderNumber,10016 -24,HospitalName,shelby baptist medical center -24,Address1,1000 first street north -24,Address2, -24,Address3, -24,City,alabaster -24,State,al -24,ZipCode,35007 -24,CountyName,shelby -24,PhoneNumber,2056208100 -24,HospitalType,acute care hospitals -24,HospitalOwner,voluntary non-profit - church -24,EmergencyService,yes -24,Condition,heart attack -24,MeasureCode,ami-7a -24,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival -24,Score, -24,Sample,0 patients -24,Stateavg,al_ami-7a -25,ProviderNumber,10016 -25,HospitalName,shelby baptist medical center -25,Address1,1000 first street north -25,Address2, -25,Address3, -25,City,alabaster -25,State,al -25,ZipCode,35007 -25,CountyName,shelby -25,PhoneNumber,2056208100 -25,HospitalType,acute care hospitals -25,HospitalOwner,voluntary non-profit - church -25,EmergencyService,yes -25,Condition,pneumonia -25,MeasureCode,pn-4 -25,MeasureName,pneumonia patients given smoking cessation advice/counseling -25,Score,100% -25,Sample,131 patients -25,Stateavg,al_pn-4 -26,ProviderNumber,10016 -26,HospitalName,shelby baptist medical center -26,Address1,1000 first street north -26,Address2, -26,Address3, -26,City,alabaster -26,State,al -26,ZipCode,35007 -26,CountyName,shelby -26,PhoneNumber,2056208100 -26,HospitalType,acute care hospitals -26,HospitalOwner,voluntary non-profit - church -26,EmergencyService,yes -26,Condition,surgical infection prevention -26,MeasureCode,scip-vte-1 -26,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -26,Score,97% -26,Sample,226 patients -26,Stateavg,al_scip-vte-1 -27,ProviderNumber,10018 -27,HospitalName,callahan eye foundation hospital -27,Address1,1720 university blvd -27,Address2, -27,Address3, -27,City,birmingham -27,State,al -27,ZipCode,35233 -27,CountyName,jefferson -27,PhoneNumber,2053258100 -27,HospitalType,acute care hospitals -27,HospitalOwner,voluntary non-profit - private -27,EmergencyService,yes -27,Condition,pneumonia -27,MeasureCode,pn-5c -27,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival -27,Score, -27,Sample, -27,Stateavg,al_pn-5c -28,ProviderNumber,10038 -28,HospitalName,stringfellow memorial hospital -28,Address1,301 east 18th st -28,Address2, -28,Address3, -28,City,anniston -28,State,al -28,ZipCode,36201 -28,CountyName,calhoun -28,PhoneNumber,2562358900 -28,HospitalType,acute care hospitals -28,HospitalOwner,proprietary -28,EmergencyService,yes -28,Condition,heart attack -28,MeasureCode,ami-4 -28,MeasureName,heart attack patients given smoking cessation advice/counseling -28,Score,100% -28,Sample,29 patients -28,Stateavg,al_ami-4 -29,ProviderNumber,10038 -29,HospitalName,stringfellow memorial hospital -29,Address1,301 east 18th st -29,Address2, -29,Address3, -29,City,anniston -29,State,al -29,ZipCode,36201 -29,CountyName,calhoun -29,PhoneNumber,2562358900 -29,HospitalType,acute care hospitals -29,HospitalOwner,proprietary -29,EmergencyService,yes -29,Condition,pneumonia -29,MeasureCode,pn-4 -29,MeasureName,pneumonia patients given smoking cessation advice/counseling -29,Score,100% -29,Sample,83 patients -29,Stateavg,al_pn-4 -30,ProviderNumber,10055 -30,HospitalName,flowers hospital -30,Address1,4370 west main street -30,Address2, -30,Address3, -30,City,dothan -30,State,al -30,ZipCode,36305 -30,CountyName,houston -30,PhoneNumber,3347935000 -30,HospitalType,acute care hospitals -30,HospitalOwner,proprietary -30,EmergencyService,yes -30,Condition,heart failure -30,MeasureCode,hf-3 -30,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -30,Score,100% -30,Sample,94 patients -30,Stateavg,al_hf-3 -31,ProviderNumber,10086 -31,HospitalName,northwest medical center -31,Address1,1530 u s highway 43 -31,Address2, -31,Address3, -31,City,winfield -31,State,al -31,ZipCode,35594 -31,CountyName,marion -31,PhoneNumber,2054877736 -31,HospitalType,acute care hospitals -31,HospitalOwner,proprietary -31,EmergencyService,yes -31,Condition,heart failure -31,MeasureCode,hf-3 -31,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -31,Score,85% -31,Sample,13 patients -31,Stateavg,al_hf-3 -32,ProviderNumber,10086 -32,HospitalName,northwest medical center -32,Address1,1530 u s highway 43 -32,Address2, -32,Address3, -32,City,winfield -32,State,al -32,ZipCode,35594 -32,CountyName,marion -32,PhoneNumber,2054877736 -32,HospitalType,acute care hospitals -32,HospitalOwner,proprietary -32,EmergencyService,yes -32,Condition,pneumonia -32,MeasureCode,pn-2 -32,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -32,Score,91% -32,Sample,66 patients -32,Stateavg,al_pn-2 -33,ProviderNumber,10086 -33,HospitalName,northwest medical center -33,Address1,1530 u s highway 43 -33,Address2, -33,Address3, -33,City,winfield -33,State,al -33,ZipCode,35594 -33,CountyName,marion -33,PhoneNumber,2054877736 -33,HospitalType,acute care hospitals -33,HospitalOwner,proprietary -33,EmergencyService,yes -33,Condition,pneumonia -33,MeasureCode,pn-7 -33,MeasureName,pneumonia patients assessed and given influenza vaccination -33,Score,82% -33,Sample,45 patients -33,Stateavg,al_pn-7 -34,ProviderNumber,10086 -34,HospitalName,northwest medical center -34,Address1,1530 u s highway 43 -34,Address2, -34,Address3, -34,City,winfield -34,State,al -34,ZipCode,35594 -34,CountyName,marion -34,PhoneNumber,2054877736 -34,HospitalType,acute care hospitals -34,HospitalOwner,proprietary -34,EmergencyService,yes -34,Condition,surgical infection prevention -34,MeasureCode,scip-inf-1 -34,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection -34,Score,98% -34,Sample,102 patients -34,Stateavg,al_scip-inf-1 -35,ProviderNumber,10108 -35,HospitalName,prattville baptist hospital -35,Address1,124 s memorial dr -35,Address2, -35,Address3, -35,City,prattville -35,State,al -35,ZipCode,36067 -35,CountyName,autauga -35,PhoneNumber,3343614267 -35,HospitalType,acute care hospitals -35,HospitalOwner,voluntary non-profit - private -35,EmergencyService,yes -35,Condition,pneumonia -35,MeasureCode,pn-4 -35,MeasureName,pneumonia patients given smoking cessation advice/counseling -35,Score,100% -35,Sample,67 patients -35,Stateavg,al_pn-4 -36,ProviderNumber,10108 -36,HospitalName,prattville baptist hospital -36,Address1,124 s memorial dr -36,Address2, -36,Address3, -36,City,prattville -36,State,al -36,ZipCode,36067 -36,CountyName,autauga -36,PhoneNumber,3343614267 -36,HospitalType,acute care hospitals -36,HospitalOwner,voluntary non-profit - private -36,EmergencyService,yes -36,Condition,pneumonia -36,MeasureCode,pn-7 -36,MeasureName,pneumonia patients assessed and given influenza vaccination -36,Score,99% -36,Sample,89 patients -36,Stateavg,al_pn-7 -37,ProviderNumber,20017 -37,HospitalName,alaska regional hospital -37,Address1,2801 debarr road -37,Address2, -37,Address3, -37,City,anchorage -37,State,ak -37,ZipCode,99508 -37,CountyName,anchorage -37,PhoneNumber,9072761131 -37,HospitalType,acute care hospitals -37,HospitalOwner,proprietary -37,EmergencyService,yes -37,Condition,pneumonia -37,MeasureCode,pn-2 -37,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -37,Score,97% -37,Sample,37 patients -37,Stateavg,ak_pn-2 -38,ProviderNumber,20017 -38,HospitalName,alaska regional hospital -38,Address1,2801 debarr road -38,Address2, -38,Address3, -38,City,anchorage -38,State,ak -38,ZipCode,99508 -38,CountyName,anchorage -38,PhoneNumber,9072761131 -38,HospitalType,acute care hospitals -38,HospitalOwner,proprietary -38,EmergencyService,yes -38,Condition,pneumonia -38,MeasureCode,pn-3b -38,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics -38,Score,100% -38,Sample,47 patients -38,Stateavg,ak_pn-3b -39,ProviderNumber,20017 -39,HospitalName,alaska regional hospital -39,Address1,2801 debarr road -39,Address2, -39,Address3, -39,City,anchorage -39,State,ak -39,ZipCode,99508 -39,CountyName,anchorage -39,PhoneNumber,9072761131 -39,HospitalType,acute care hospitals -39,HospitalOwner,proprietary -39,EmergencyService,yes -39,Condition,surgical infection prevention -39,MeasureCode,scip-inf-3 -39,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) -39,Score,88% -39,Sample,499 patients -39,Stateavg,ak_scip-inf-3 -40,ProviderNumber,10019 -40,HospitalName,helen keller memorial hospital -40,Address1,1300 south montgomery avenue -40,Address2, -40,Address3, -40,City,sheffield -40,State,al -40,ZipCode,35660 -40,CountyName,jefferson -40,PhoneNumber,2563864556 -40,HospitalType,acute care hospitals -40,HospitalOwner,government - hospital district or authority -40,EmergencyService,yes -40,Condition,pneumonia -40,MeasureCode,pn-6 -40,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -40,Score,86% -40,Sample,139 patients -40,Stateavg,al_pn-6 -41,ProviderNumber,10019 -41,HospitalName,helen keller memorial hospital -41,Address1,1300 south montgomery avenue -41,Address2, -41,Address3, -41,City,sheffield -41,State,al -41,ZipCode,35660 -41,CountyName,jefferson -41,PhoneNumber,2563864556 -41,HospitalType,acute care hospitals -41,HospitalOwner,government - hospital district or authority -41,EmergencyService,yes -41,Condition,surgical infection prevention -41,MeasureCode,scip-inf-6 -41,MeasureName,surgery patients needing hair removed from the surgical area before surgery who had hair removed using a safer method (electric clippers or hair removal cream c not a razor) -41,Score,97% -41,Sample,369 patients -41,Stateavg,al_scip-inf-6 -42,ProviderNumber,10019 -42,HospitalName,helen keller memorial hospital -42,Address1,1300 south montgomery avenue -42,Address2, -42,Address3, -42,City,sheffield -42,State,al -42,ZipCode,35660 -42,CountyName,jefferson -42,PhoneNumber,2563864556 -42,HospitalType,acute care hospitals -42,HospitalOwner,government - hospital district or authority -42,EmergencyService,yes -42,Condition,surgical infection prevention -42,MeasureCode,scip-vte-1 -42,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -42,Score,85% -42,Sample,144 patients -42,Stateavg,al_scip-vte-1 -43,ProviderNumber,10021 -43,HospitalName,dale medical center -43,Address1,126 hospital ave -43,Address2, -43,Address3, -43,City,ozark -43,State,al -43,ZipCode,36360 -43,CountyName,dale -43,PhoneNumber,3347742601 -43,HospitalType,acute care hospitals -43,HospitalOwner,government - hospital district or authority -43,EmergencyService,yes -43,Condition,surgical infection prevention -43,MeasureCode,scip-vte-2 -43,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery -43,Score,68% -43,Sample,50 patients -43,Stateavg,al_scip-vte-2 -44,ProviderNumber,10022 -44,HospitalName,cherokee medical center -44,Address1,400 northwood dr -44,Address2, -44,Address3, -44,City,centre -44,State,al -44,ZipCode,35960 -44,CountyName,cherokee -44,PhoneNumber,2569275531 -44,HospitalType,acute care hospitals -44,HospitalOwner,voluntary non-profit - private -44,EmergencyService,yes -44,Condition,surgical infection prevention -44,MeasureCode,scip-vte-1 -44,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -44,Score,100% -44,Sample,5 patients -44,Stateavg,al_scip-vte-1 -45,ProviderNumber,10022 -45,HospitalName,cherokee medical center -45,Address1,400 northwood dr -45,Address2, -45,Address3, -45,City,centre -45,State,al -45,ZipCode,35960 -45,CountyName,cherokee -45,PhoneNumber,2569275531 -45,HospitalType,acute care hospitals -45,HospitalOwner,voluntary non-profit - private -45,EmergencyService,yes -45,Condition,surgical infection prevention -45,MeasureCode,scip-vte-2 -45,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery -45,Score,100% -45,Sample,5 patients -45,Stateavg,al_scip-vte-2 -46,ProviderNumber,10023 -46,HospitalName,baptist medical center south -46,Address1,2105 east south boulevard -46,Address2, -46,Address3, -46,City,montgomery -46,State,al -46,ZipCode,36116 -46,CountyName,montgomery -46,PhoneNumber,3342882100 -46,HospitalType,acute care hospitals -46,HospitalOwner,voluntary non-profit - church -46,EmergencyService,yes -46,Condition,heart attack -46,MeasureCode,ami-1 -46,MeasureName,heart attack patients given aspirin at arrival -46,Score,100% -46,Sample,134 patients -46,Stateavg,al_ami-1 -47,ProviderNumber,10023 -47,HospitalName,baptist medical center south -47,Address1,2105 east south boulevard -47,Address2, -47,Address3, -47,City,montgomery -47,State,al -47,ZipCode,36116 -47,CountyName,montgomery -47,PhoneNumber,3342882100 -47,HospitalType,acute care hospitals -47,HospitalOwner,voluntary non-profit - church -47,EmergencyService,yes -47,Condition,heart failure -47,MeasureCode,hf-1 -47,MeasureName,heart failure patients given discharge instructions -47,Score,100% -47,Sample,257 patients -47,Stateavg,al_hf-1 -48,ProviderNumber,10023 -48,HospitalName,baptist medical center south -48,Address1,2105 east south boulevard -48,Address2, -48,Address3, -48,City,montgomery -48,State,al -48,ZipCode,36116 -48,CountyName,montgomery -48,PhoneNumber,3342882100 -48,HospitalType,acute care hospitals -48,HospitalOwner,voluntary non-profit - church -48,EmergencyService,yes -48,Condition,heart failure -48,MeasureCode,hf-3 -48,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -48,Score,100% -48,Sample,98 patients -48,Stateavg,al_hf-3 -49,ProviderNumber,10023 -49,HospitalName,baptist medical center south -49,Address1,2105 east south boulevard -49,Address2, -49,Address3, -49,City,montgomery -49,State,al -49,ZipCode,36116 -49,CountyName,montgomery -49,PhoneNumber,3342882100 -49,HospitalType,acute care hospitals -49,HospitalOwner,voluntary non-profit - church -49,EmergencyService,yes -49,Condition,surgical infection prevention -49,MeasureCode,scip-inf-1 -49,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection -49,Score,97% -49,Sample,412 patients -49,Stateavg,al_scip-inf-1 -50,ProviderNumber,10023 -50,HospitalName,baptist medical center south -50,Address1,2105 east south boulevard -50,Address2, -50,Address3, -50,City,montgomery -50,State,al -50,ZipCode,36116 -50,CountyName,montgomery -50,PhoneNumber,3342882100 -50,HospitalType,acute care hospitals -50,HospitalOwner,voluntary non-profit - church -50,EmergencyService,yes -50,Condition,surgical infection prevention -50,MeasureCode,scip-inf-2 -50,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -50,Score,97% -50,Sample,423 patients -50,Stateavg,al_scip-inf-2 -51,ProviderNumber,10025 -51,HospitalName,g h lanier memorial hospital -51,Address1,4800 48th st -51,Address2, -51,Address3, -51,City,valley -51,State,al -51,ZipCode,36854 -51,CountyName,chambers -51,PhoneNumber,3347561400 -51,HospitalType,acute care hospitals -51,HospitalOwner,voluntary non-profit - other -51,EmergencyService,yes -51,Condition,heart attack -51,MeasureCode,ami-4 -51,MeasureName,heart attack patients given smoking cessation advice/counseling -51,Score,50% -51,Sample,4 patients -51,Stateavg,al_ami-4 -52,ProviderNumber,10025 -52,HospitalName,g h lanier memorial hospital -52,Address1,4800 48th st -52,Address2, -52,Address3, -52,City,valley -52,State,al -52,ZipCode,36854 -52,CountyName,chambers -52,PhoneNumber,3347561400 -52,HospitalType,acute care hospitals -52,HospitalOwner,voluntary non-profit - other -52,EmergencyService,yes -52,Condition,pneumonia -52,MeasureCode,pn-4 -52,MeasureName,pneumonia patients given smoking cessation advice/counseling -52,Score,91% -52,Sample,34 patients -52,Stateavg,al_pn-4 -53,ProviderNumber,10025 -53,HospitalName,g h lanier memorial hospital -53,Address1,4800 48th st -53,Address2, -53,Address3, -53,City,valley -53,State,al -53,ZipCode,36854 -53,CountyName,chambers -53,PhoneNumber,3347561400 -53,HospitalType,acute care hospitals -53,HospitalOwner,voluntary non-profit - other -53,EmergencyService,yes -53,Condition,pneumonia -53,MeasureCode,pn-6 -53,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -53,Score,85% -53,Sample,52 patients -53,Stateavg,al_pn-6 -54,ProviderNumber,10027 -54,HospitalName,elba general hospital -54,Address1,987 drayton street -54,Address2, -54,Address3, -54,City,elba -54,State,al -54,ZipCode,36323 -54,CountyName,coffee -54,PhoneNumber,3348972257 -54,HospitalType,acute care hospitals -54,HospitalOwner,voluntary non-profit - other -54,EmergencyService,yes -54,Condition,heart attack -54,MeasureCode,ami-2 -54,MeasureName,heart attack patients given aspirin at discharge -54,Score, -54,Sample, -54,Stateavg,al_ami-2 -55,ProviderNumber,10027 -55,HospitalName,elba general hospital -55,Address1,987 drayton street -55,Address2, -55,Address3, -55,City,elba -55,State,al -55,ZipCode,36323 -55,CountyName,coffee -55,PhoneNumber,3348972257 -55,HospitalType,acute care hospitals -55,HospitalOwner,voluntary non-profit - other -55,EmergencyService,yes -55,Condition,heart failure -55,MeasureCode,hf-1 -55,MeasureName,heart failure patients given discharge instructions -55,Score,100% -55,Sample,2 patients -55,Stateavg,al_hf-1 -56,ProviderNumber,10029 -56,HospitalName,east alabama medical center and snf -56,Address1,2000 pepperell parkway -56,Address2, -56,Address3, -56,City,opelika -56,State,al -56,ZipCode,36801 -56,CountyName,lee -56,PhoneNumber,3347493411 -56,HospitalType,acute care hospitals -56,HospitalOwner,government - hospital district or authority -56,EmergencyService,yes -56,Condition,surgical infection prevention -56,MeasureCode,scip-inf-1 -56,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection -56,Score,99% -56,Sample,1001 patients -56,Stateavg,al_scip-inf-1 -57,ProviderNumber,10029 -57,HospitalName,east alabama medical center and snf -57,Address1,2000 pepperell parkway -57,Address2, -57,Address3, -57,City,opelika -57,State,al -57,ZipCode,36801 -57,CountyName,lee -57,PhoneNumber,3347493411 -57,HospitalType,acute care hospitals -57,HospitalOwner,government - hospital district or authority -57,EmergencyService,yes -57,Condition,surgical infection prevention -57,MeasureCode,scip-inf-2 -57,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -57,Score,99% -57,Sample,1016 patients -57,Stateavg,al_scip-inf-2 -58,ProviderNumber,10029 -58,HospitalName,east alabama medical center and snf -58,Address1,2000 pepperell parkway -58,Address2, -58,Address3, -58,City,opelika -58,State,al -58,ZipCode,36801 -58,CountyName,lee -58,PhoneNumber,3347493411 -58,HospitalType,acute care hospitals -58,HospitalOwner,government - hospital district or authority -58,EmergencyService,yes -58,Condition,surgical infection prevention -58,MeasureCode,scip-vte-1 -58,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -58,Score,92% -58,Sample,473 patients -58,Stateavg,al_scip-vte-1 -59,ProviderNumber,10032 -59,HospitalName,wedowee hospital -59,Address1,209 north main street -59,Address2, -59,Address3, -59,City,wedowee -59,State,al -59,ZipCode,36278 -59,CountyName,randolph -59,PhoneNumber,2563572111 -59,HospitalType,acute care hospitals -59,HospitalOwner,government - local -59,EmergencyService,no -59,Condition,heart attack -59,MeasureCode,ami-2 -59,MeasureName,heart attack patients given aspirin at discharge -59,Score,67% -59,Sample,3 patients -59,Stateavg,al_ami-2 -60,ProviderNumber,10032 -60,HospitalName,wedowee hospital -60,Address1,209 north main street -60,Address2, -60,Address3, -60,City,wedowee -60,State,al -60,ZipCode,36278 -60,CountyName,randolph -60,PhoneNumber,2563572111 -60,HospitalType,acute care hospitals -60,HospitalOwner,government - local -60,EmergencyService,no -60,Condition,heart failure -60,MeasureCode,hf-3 -60,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -60,Score,25% -60,Sample,4 patients -60,Stateavg,al_hf-3 -61,ProviderNumber,10032 -61,HospitalName,wedowee hospital -61,Address1,209 north main street -61,Address2, -61,Address3, -61,City,wedowee -61,State,al -61,ZipCode,36278 -61,CountyName,randolph -61,PhoneNumber,2563572111 -61,HospitalType,acute care hospitals -61,HospitalOwner,government - local -61,EmergencyService,no -61,Condition,surgical infection prevention -61,MeasureCode,scip-inf-3 -61,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) -61,Score, -61,Sample, -61,Stateavg,al_scip-inf-3 -62,ProviderNumber,10032 -62,HospitalName,wedowee hospital -62,Address1,209 north main street -62,Address2, -62,Address3, -62,City,wedowee -62,State,al -62,ZipCode,36278 -62,CountyName,randolph -62,PhoneNumber,2563572111 -62,HospitalType,acute care hospitals -62,HospitalOwner,government - local -62,EmergencyService,no -62,Condition,surgical infection prevention -62,MeasureCode,scip-inf-4 -62,MeasureName,all heart surgery patients whose blood sugar (blood glucose) is kept under good control in the days right after surgery -62,Score, -62,Sample, -62,Stateavg,al_scip-inf-4 -63,ProviderNumber,10033 -63,HospitalName,university of alabama hospital -63,Address1,619 south 19th street -63,Address2, -63,Address3, -63,City,birmingham -63,State,al -63,ZipCode,35233 -63,CountyName,jefferson -63,PhoneNumber,2059344011 -63,HospitalType,acute care hospitals -63,HospitalOwner,government - state -63,EmergencyService,yes -63,Condition,surgical infection prevention -63,MeasureCode,scip-inf-2 -63,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -63,Score,95% -63,Sample,350 patients -63,Stateavg,al_scip-inf-2 -64,ProviderNumber,10034 -64,HospitalName,community hospital inc -64,Address1,805 friendship road -64,Address2, -64,Address3, -64,City,tallassee -64,State,al -64,ZipCode,36078 -64,CountyName,elmore -64,PhoneNumber,3342836541 -64,HospitalType,acute care hospitals -64,HospitalOwner,voluntary non-profit - private -64,EmergencyService,no -64,Condition,surgical infection prevention -64,MeasureCode,scip-card-2 -64,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -64,Score,100% -64,Sample,3 patients -64,Stateavg,al_scip-card-2 -65,ProviderNumber,10034 -65,HospitalName,community hospital inc -65,Address1,805 friendship road -65,Address2, -65,Address3, -65,City,tallassee -65,State,al -65,ZipCode,36078 -65,CountyName,elmore -65,PhoneNumber,3342836541 -65,HospitalType,acute care hospitals -65,HospitalOwner,voluntary non-profit - private -65,EmergencyService,no -65,Condition,surgical infection prevention -65,MeasureCode,scip-inf-3 -65,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) -65,Score,100% -65,Sample,9 patients -65,Stateavg,al_scip-inf-3 -66,ProviderNumber,10035 -66,HospitalName,cullman regional medical center -66,Address1,1912 alabama highway 157 -66,Address2, -66,Address3, -66,City,cullman -66,State,al -66,ZipCode,35058 -66,CountyName,cullman -66,PhoneNumber,2567372000 -66,HospitalType,acute care hospitals -66,HospitalOwner,government - hospital district or authority -66,EmergencyService,yes -66,Condition,pneumonia -66,MeasureCode,pn-6 -66,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -66,Score,98% -66,Sample,136 patients -66,Stateavg,al_pn-6 -67,ProviderNumber,10035 -67,HospitalName,cullman regional medical center -67,Address1,1912 alabama highway 157 -67,Address2, -67,Address3, -67,City,cullman -67,State,al -67,ZipCode,35058 -67,CountyName,cullman -67,PhoneNumber,2567372000 -67,HospitalType,acute care hospitals -67,HospitalOwner,government - hospital district or authority -67,EmergencyService,yes -67,Condition,surgical infection prevention -67,MeasureCode,scip-inf-1 -67,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection -67,Score,99% -67,Sample,411 patients -67,Stateavg,al_scip-inf-1 -68,ProviderNumber,10035 -68,HospitalName,cullman regional medical center -68,Address1,1912 alabama highway 157 -68,Address2, -68,Address3, -68,City,cullman -68,State,al -68,ZipCode,35058 -68,CountyName,cullman -68,PhoneNumber,2567372000 -68,HospitalType,acute care hospitals -68,HospitalOwner,government - hospital district or authority -68,EmergencyService,yes -68,Condition,surgical infection prevention -68,MeasureCode,scip-vte-1 -68,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -68,Score,95% -68,Sample,298 patients -68,Stateavg,al_scip-vte-1 -69,ProviderNumber,10036 -69,HospitalName,andalusia regional hospital -69,Address1,849 south three notch street -69,Address2, -69,Address3, -69,City,andalusia -69,State,al -69,ZipCode,36420 -69,CountyName,covington -69,PhoneNumber,3342228466 -69,HospitalType,acute care hospitals -69,HospitalOwner,proprietary -69,EmergencyService,no -69,Condition,heart attack -69,MeasureCode,ami-1 -69,MeasureName,heart attack patients given aspirin at arrival -69,Score,100% -69,Sample,8 patients -69,Stateavg,al_ami-1 -70,ProviderNumber,10036 -70,HospitalName,andalusia regional hospital -70,Address1,849 south three notch street -70,Address2, -70,Address3, -70,City,andalusia -70,State,al -70,ZipCode,36420 -70,CountyName,covington -70,PhoneNumber,3342228466 -70,HospitalType,acute care hospitals -70,HospitalOwner,proprietary -70,EmergencyService,no -70,Condition,heart attack -70,MeasureCode,ami-4 -70,MeasureName,heart attack patients given smoking cessation advice/counseling -70,Score, -70,Sample,0 patients -70,Stateavg,al_ami-4 -71,ProviderNumber,10036 -71,HospitalName,andalusia regional hospital -71,Address1,849 south three notch street -71,Address2, -71,Address3, -71,City,andalusia -71,State,al -71,ZipCode,36420 -71,CountyName,covington -71,PhoneNumber,3342228466 -71,HospitalType,acute care hospitals -71,HospitalOwner,proprietary -71,EmergencyService,no -71,Condition,heart failure -71,MeasureCode,hf-3 -71,MeasureName,heart failure patients given ace inhibitor or arb for left ventricular systolic dysfunction (lvsd) -71,Score,86% -71,Sample,21 patients -71,Stateavg,al_hf-3 -72,ProviderNumber,10036 -72,HospitalName,andalusia regional hospital -72,Address1,849 south three notch street -72,Address2, -72,Address3, -72,City,andalusia -72,State,al -72,ZipCode,36420 -72,CountyName,covington -72,PhoneNumber,3342228466 -72,HospitalType,acute care hospitals -72,HospitalOwner,proprietary -72,EmergencyService,no -72,Condition,pneumonia -72,MeasureCode,pn-7 -72,MeasureName,pneumonia patients assessed and given influenza vaccination -72,Score,92% -72,Sample,52 patients -72,Stateavg,al_pn-7 -73,ProviderNumber,10036 -73,HospitalName,andalusia regional hospital -73,Address1,849 south three notch street -73,Address2, -73,Address3, -73,City,andalusia -73,State,al -73,ZipCode,36420 -73,CountyName,covington -73,PhoneNumber,3342228466 -73,HospitalType,acute care hospitals -73,HospitalOwner,proprietary -73,EmergencyService,no -73,Condition,surgical infection prevention -73,MeasureCode,scip-vte-1 -73,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -73,Score,80% -73,Sample,66 patients -73,Stateavg,al_scip-vte-1 -74,ProviderNumber,10038 -74,HospitalName,stringfellow memorial hospital -74,Address1,301 east 18th st -74,Address2, -74,Address3, -74,City,anniston -74,State,al -74,ZipCode,36201 -74,CountyName,calhoun -74,PhoneNumber,2562358900 -74,HospitalType,acute care hospitals -74,HospitalOwner,proprietary -74,EmergencyService,yes -74,Condition,children s asthma care -74,MeasureCode,cac-1 -74,MeasureName,children who received reliever medication while hospitalized for asthma -74,Score,100% -74,Sample,9 patients -74,Stateavg,al_cac-1 -75,ProviderNumber,10038 -75,HospitalName,stringfellow memorial hospital -75,Address1,301 east 18th st -75,Address2, -75,Address3, -75,City,anniston -75,State,al -75,ZipCode,36201 -75,CountyName,calhoun -75,PhoneNumber,2562358900 -75,HospitalType,acute care hospitals -75,HospitalOwner,proprietary -75,EmergencyService,yes -75,Condition,surgical infection prevention -75,MeasureCode,scip-vte-1 -75,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -75,Score,90% -75,Sample,117 patients -75,Stateavg,al_scip-vte-1 -76,ProviderNumber,10039 -76,HospitalName,huntsville hospital -76,Address1,101 sivley rd -76,Address2, -76,Address3, -76,City,huntsville -76,State,al -76,ZipCode,35801 -76,CountyName,madison -76,PhoneNumber,2562651000 -76,HospitalType,acute care hospitals -76,HospitalOwner,government - hospital district or authority -76,EmergencyService,yes -76,Condition,heart attack -76,MeasureCode,ami-2 -76,MeasureName,heart attack patients given aspirin at discharge -76,Score,100% -76,Sample,323 patients -76,Stateavg,al_ami-2 -77,ProviderNumber,10039 -77,HospitalName,huntsville hospital -77,Address1,101 sivley rd -77,Address2, -77,Address3, -77,City,huntsville -77,State,al -77,ZipCode,35801 -77,CountyName,madison -77,PhoneNumber,2562651000 -77,HospitalType,acute care hospitals -77,HospitalOwner,government - hospital district or authority -77,EmergencyService,yes -77,Condition,heart attack -77,MeasureCode,ami-7a -77,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival -77,Score, -77,Sample,0 patients -77,Stateavg,al_ami-7a -78,ProviderNumber,10039 -78,HospitalName,huntsville hospital -78,Address1,101 sivley rd -78,Address2, -78,Address3, -78,City,huntsville -78,State,al -78,ZipCode,35801 -78,CountyName,madison -78,PhoneNumber,2562651000 -78,HospitalType,acute care hospitals -78,HospitalOwner,government - hospital district or authority -78,EmergencyService,yes -78,Condition,pneumonia -78,MeasureCode,pn-2 -78,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -78,Score,96% -78,Sample,509 patients -78,Stateavg,al_pn-2 -79,ProviderNumber,10039 -79,HospitalName,huntsville hospital -79,Address1,101 sivley rd -79,Address2, -79,Address3, -79,City,huntsville -79,State,al -79,ZipCode,35801 -79,CountyName,madison -79,PhoneNumber,2562651000 -79,HospitalType,acute care hospitals -79,HospitalOwner,government - hospital district or authority -79,EmergencyService,yes -79,Condition,surgical infection prevention -79,MeasureCode,scip-vte-2 -79,MeasureName,patients who got treatment at the right time (within 24 hours before or after their surgery) to help prevent blood clots after certain types of surgery -79,Score,90% -79,Sample,269 patients -79,Stateavg,al_scip-vte-2 -80,ProviderNumber,10040 -80,HospitalName,gadsden regional medical center -80,Address1,1007 goodyear avenue -80,Address2, -80,Address3, -80,City,gadsden -80,State,al -80,ZipCode,35903 -80,CountyName,etowah -80,PhoneNumber,2564944000 -80,HospitalType,acute care hospitals -80,HospitalOwner,proprietary -80,EmergencyService,yes -80,Condition,pneumonia -80,MeasureCode,pn-3b -80,MeasureName,pneumonia patients whose initial emergency room blood culture was performed prior to the administration of the first hospital dose of antibiotics -80,Score,96% -80,Sample,187 patients -80,Stateavg,al_pn-3b -81,ProviderNumber,10040 -81,HospitalName,gadsden regional medical center -81,Address1,1007 goodyear avenue -81,Address2, -81,Address3, -81,City,gadsden -81,State,al -81,ZipCode,35903 -81,CountyName,etowah -81,PhoneNumber,2564944000 -81,HospitalType,acute care hospitals -81,HospitalOwner,proprietary -81,EmergencyService,yes -81,Condition,surgical infection prevention -81,MeasureCode,scip-card-2 -81,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -81,Score,91% -81,Sample,109 patients -81,Stateavg,al_scip-card-2 -82,ProviderNumber,10040 -82,HospitalName,gadsden regional medical center -82,Address1,1007 goodyear avenue -82,Address2, -82,Address3, -82,City,gadsden -82,State,al -82,ZipCode,35903 -82,CountyName,etowah -82,PhoneNumber,2564944000 -82,HospitalType,acute care hospitals -82,HospitalOwner,proprietary -82,EmergencyService,yes -82,Condition,surgical infection prevention -82,MeasureCode,scip-inf-1 -82,MeasureName,surgery patients who were given an antibiotic at the right time (within one hour before surgery) to help prevent infection -82,Score,98% -82,Sample,557 patients -82,Stateavg,al_scip-inf-1 -83,ProviderNumber,10043 -83,HospitalName,chilton medical center -83,Address1,1010 lay dam road -83,Address2, -83,Address3, -83,City,clanton -83,State,al -83,ZipCode,35045 -83,CountyName,chilton -83,PhoneNumber,2057552500 -83,HospitalType,acute care hospitals -83,HospitalOwner,voluntary non-profit - private -83,EmergencyService,yes -83,Condition,heart attack -83,MeasureCode,ami-8a -83,MeasureName,heart attack patients given pci within 90 minutes of arrival -83,Score, -83,Sample,0 patients -83,Stateavg,al_ami-8a -84,ProviderNumber,10044 -84,HospitalName,marion regional medical center -84,Address1,1256 military street south -84,Address2, -84,Address3, -84,City,hamilton -84,State,al -84,ZipCode,35570 -84,CountyName,marion -84,PhoneNumber,2059216200 -84,HospitalType,acute care hospitals -84,HospitalOwner,voluntary non-profit - private -84,EmergencyService,yes -84,Condition,pneumonia -84,MeasureCode,pn-5c -84,MeasureName,pneumonia patients given initial antibiotic(s) within 6 hours after arrival -84,Score,98% -84,Sample,121 patients -84,Stateavg,al_pn-5c -85,ProviderNumber,10044 -85,HospitalName,marion regional medical center -85,Address1,1256 military street south -85,Address2, -85,Address3, -85,City,hamilton -85,State,al -85,ZipCode,35570 -85,CountyName,marion -85,PhoneNumber,2059216200 -85,HospitalType,acute care hospitals -85,HospitalOwner,voluntary non-profit - private -85,EmergencyService,yes -85,Condition,surgical infection prevention -85,MeasureCode,scip-inf-2 -85,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -85,Score,87% -85,Sample,15 patients -85,Stateavg,al_scip-inf-2 -86,ProviderNumber,10044 -86,HospitalName,marion regional medical center -86,Address1,1256 military street south -86,Address2, -86,Address3, -86,City,hamilton -86,State,al -86,ZipCode,35570 -86,CountyName,marion -86,PhoneNumber,2059216200 -86,HospitalType,acute care hospitals -86,HospitalOwner,voluntary non-profit - private -86,EmergencyService,yes -86,Condition,surgical infection prevention -86,MeasureCode,scip-vte-1 -86,MeasureName,surgery patients whose doctors ordered treatments to prevent blood clots after certain types of surgeries -86,Score,100% -86,Sample,4 patients -86,Stateavg,al_scip-vte-1 -87,ProviderNumber,10045 -87,HospitalName,fayette medical center -87,Address1,1653 temple avenue north -87,Address2, -87,Address3, -87,City,fayette -87,State,al -87,ZipCode,35555 -87,CountyName,fayette -87,PhoneNumber,2059325966 -87,HospitalType,acute care hospitals -87,HospitalOwner,voluntary non-profit - other -87,EmergencyService,yes -87,Condition,heart attack -87,MeasureCode,ami-1 -87,MeasureName,heart attack patients given aspirin at arrival -87,Score,100% -87,Sample,18 patients -87,Stateavg,al_ami-1 -88,ProviderNumber,10045 -88,HospitalName,fayette medical center -88,Address1,1653 temple avenue north -88,Address2, -88,Address3, -88,City,fayette -88,State,al -88,ZipCode,35555 -88,CountyName,fayette -88,PhoneNumber,2059325966 -88,HospitalType,acute care hospitals -88,HospitalOwner,voluntary non-profit - other -88,EmergencyService,yes -88,Condition,heart attack -88,MeasureCode,ami-7a -88,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival -88,Score, -88,Sample,0 patients -88,Stateavg,al_ami-7a -89,ProviderNumber,10045 -89,HospitalName,fayette medical center -89,Address1,1653 temple avenue north -89,Address2, -89,Address3, -89,City,fayette -89,State,al -89,ZipCode,35555 -89,CountyName,fayette -89,PhoneNumber,2059325966 -89,HospitalType,acute care hospitals -89,HospitalOwner,voluntary non-profit - other -89,EmergencyService,yes -89,Condition,heart attack -89,MeasureCode,ami-8a -89,MeasureName,heart attack patients given pci within 90 minutes of arrival -89,Score, -89,Sample,0 patients -89,Stateavg,al_ami-8a -90,ProviderNumber,10045 -90,HospitalName,fayette medical center -90,Address1,1653 temple avenue north -90,Address2, -90,Address3, -90,City,fayette -90,State,al -90,ZipCode,35555 -90,CountyName,fayette -90,PhoneNumber,2059325966 -90,HospitalType,acute care hospitals -90,HospitalOwner,voluntary non-profit - other -90,EmergencyService,yes -90,Condition,pneumonia -90,MeasureCode,pn-2 -90,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -90,Score,85% -90,Sample,117 patients -90,Stateavg,al_pn-2 -91,ProviderNumber,10045 -91,HospitalName,fayette medical center -91,Address1,1653 temple avenue north -91,Address2, -91,Address3, -91,City,fayette -91,State,al -91,ZipCode,35555 -91,CountyName,fayette -91,PhoneNumber,2059325966 -91,HospitalType,acute care hospitals -91,HospitalOwner,voluntary non-profit - other -91,EmergencyService,yes -91,Condition,surgical infection prevention -91,MeasureCode,scip-inf-3 -91,MeasureName,surgery patients whose preventive antibiotics were stopped at the right time (within 24 hours after surgery) -91,Score, -91,Sample,0 patients -91,Stateavg,al_scip-inf-3 -92,ProviderNumber,10047 -92,HospitalName,georgiana hospital -92,Address1,515 miranda st -92,Address2, -92,Address3, -92,City,georgiana -92,State,al -92,ZipCode,36033 -92,CountyName,butler -92,PhoneNumber,3343762205 -92,HospitalType,acute care hospitals -92,HospitalOwner,voluntary non-profit - private -92,EmergencyService,no -92,Condition,heart failure -92,MeasureCode,hf-1 -92,MeasureName,heart failure patients given discharge instructions -92,Score,53% -92,Sample,51 patients -92,Stateavg,al_hf-1 -93,ProviderNumber,10047 -93,HospitalName,georgiana hospital -93,Address1,515 miranda st -93,Address2, -93,Address3, -93,City,georgiana -93,State,al -93,ZipCode,36033 -93,CountyName,butler -93,PhoneNumber,3343762205 -93,HospitalType,acute care hospitals -93,HospitalOwner,voluntary non-profit - private -93,EmergencyService,no -93,Condition,pneumonia -93,MeasureCode,pn-7 -93,MeasureName,pneumonia patients assessed and given influenza vaccination -93,Score,65% -93,Sample,31 patients -93,Stateavg,al_pn-7 -94,ProviderNumber,10049 -94,HospitalName,medical center enterprise -94,Address1,400 n edwards street -94,Address2, -94,Address3, -94,City,enterprise -94,State,al -94,ZipCode,36330 -94,CountyName,coffee -94,PhoneNumber,3343470584 -94,HospitalType,acute care hospitals -94,HospitalOwner,proprietary -94,EmergencyService,yes -94,Condition,heart attack -94,MeasureCode,ami-7a -94,MeasureName,heart attack patients given fibrinolytic medication within 30 minutes of arrival -94,Score, -94,Sample,0 patients -94,Stateavg,al_ami-7a -95,ProviderNumber,10050 -95,HospitalName,st vincents blount -95,Address1,150 gilbreath drive -95,Address2, -95,Address3, -95,City,oneonta -95,State,al -95,ZipCode,35121 -95,CountyName,blount -95,PhoneNumber,2052743000 -95,HospitalType,acute care hospitals -95,HospitalOwner,voluntary non-profit - private -95,EmergencyService,yes -95,Condition,heart failure -95,MeasureCode,hf-1 -95,MeasureName,heart failure patients given discharge instructions -95,Score,50% -95,Sample,24 patients -95,Stateavg,al_hf-1 -96,ProviderNumber,10050 -96,HospitalName,st vincents blount -96,Address1,150 gilbreath drive -96,Address2, -96,Address3, -96,City,oneonta -96,State,al -96,ZipCode,35121 -96,CountyName,blount -96,PhoneNumber,2052743000 -96,HospitalType,acute care hospitals -96,HospitalOwner,voluntary non-profit - private -96,EmergencyService,yes -96,Condition,pneumonia -96,MeasureCode,pn-2 -96,MeasureName,pneumonia patients assessed and given pneumococcal vaccination -96,Score,74% -96,Sample,92 patients -96,Stateavg,al_pn-2 -97,ProviderNumber,10050 -97,HospitalName,st vincents blount -97,Address1,150 gilbreath drive -97,Address2, -97,Address3, -97,City,oneonta -97,State,al -97,ZipCode,35121 -97,CountyName,blount -97,PhoneNumber,2052743000 -97,HospitalType,acute care hospitals -97,HospitalOwner,voluntary non-profit - private -97,EmergencyService,yes -97,Condition,pneumonia -97,MeasureCode,pn-6 -97,MeasureName,pneumonia patients given the most appropriate initial antibiotic(s) -97,Score,77% -97,Sample,74 patients -97,Stateavg,al_pn-6 -98,ProviderNumber,10050 -98,HospitalName,st vincents blount -98,Address1,150 gilbreath drive -98,Address2, -98,Address3, -98,City,oneonta -98,State,al -98,ZipCode,35121 -98,CountyName,blount -98,PhoneNumber,2052743000 -98,HospitalType,acute care hospitals -98,HospitalOwner,voluntary non-profit - private -98,EmergencyService,yes -98,Condition,surgical infection prevention -98,MeasureCode,scip-card-2 -98,MeasureName,surgery patients who were taking heart drugs called beta blockers before coming to the hospital who were kept on the beta blockers during the period just before and after their surgery -98,Score,25% -98,Sample,8 patients -98,Stateavg,al_scip-card-2 -99,ProviderNumber,10050 -99,HospitalName,st vincents blount -99,Address1,150 gilbreath drive -99,Address2, -99,Address3, -99,City,oneonta -99,State,al -99,ZipCode,35121 -99,CountyName,blount -99,PhoneNumber,2052743000 -99,HospitalType,acute care hospitals -99,HospitalOwner,voluntary non-profit - private -99,EmergencyService,yes -99,Condition,surgical infection prevention -99,MeasureCode,scip-inf-2 -99,MeasureName,surgery patients who were given the right kind of antibiotic to help prevent infection -99,Score,88% -99,Sample,25 patients -99,Stateavg,al_scip-inf-2 diff --git a/testdata/met_1000.csv b/testdata/met/met_1000.csv similarity index 100% rename from testdata/met_1000.csv rename to testdata/met/met_1000.csv diff --git a/testdata/met/met_1000_transformed.csv b/testdata/met/met_1000_transformed.csv new file mode 100644 index 000000000..c327c41e8 --- /dev/null +++ b/testdata/met/met_1000_transformed.csv @@ -0,0 +1,1001 @@ +Reign,Period,Dynasty,State,Region,Artist Nationality,City,Culture,Classification,Artist Alpha Sort,Country,Title,Object Name +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Unwin, Francis Sydney|Hopgood, Hugh R.|Davies, Norman de Garis|Crane, Lancelot",Egypt,North Side of the West Wall of Nakht's Offering Chapel,"Facsimile, TT 52, fishing, fowling, wine making, clap net," +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Hopgood, Hugh R.|Davies, Norman de Garis|Crane, Lancelot",Egypt,"Banquet Scene with Musicians, Tomb of Nakht","Facsimile, Nakht (TT 52), banquet, musicians" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Bird, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), bird" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ceiling on the North Side of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +,,,Gloucester County,,"American, born Germany",Manheim,American,Glass,"Stiegel, Henry William|Stenger Glass House|American Flint Glass Manufactory ",United States|United States,Sugar bowl,Sugar bowl +reign of Amenhotep II,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Hopgood, Hugh R.|Davies, Nina de Garis|Davies, Norman de Garis",Egypt,Lunette Over a Door,"Facsimile, Qenamun (TT 93), lunette" +reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Detail of a Bull from a Procession of Offering Bearers,"Facsimile, TT 226, offering procession, bull" +reign of Akhenaten,"New Kingdom, Amarna Period",Dynasty 18,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,Scene of Birds and Border Decoration,"Facsimile, Amarna, North Palace, floor" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Fishing Scene, Tomb of Ipuy","Facsimile, Ipuy (TT 217), fishing" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ceiling on the South Side of Nakht's Offering Chapel,"Facsimile, TT 52, ceiling" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Nakht and his Wife Receiving Offerings,"Facsimile, TT 52, offering" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Wild Feline, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), desert animal" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis|Crane, Lancelot",Egypt,"East Wall, South Side of Nakht's Offering Chapel","Facsimile, TT 52, offering, agriculture, Nakht, Tawy" +reign of Akhenaten,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funeral Procession, Tomb of Ramose","Facsimile, Ramose (TT 55), funeral procession" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,North Wall of Nakht's Offering Chapel,"Facsimile, TT 52, north wall, offering scenes, Nakht, Tawy" +,,,Haute-Vienne,Western,American and French|American,Limoges,American,Ceramics,"Lloyde, L. T.|Haviland & Co.|O'Hara, Dorothea Warren",United States|France,Plate,Plate +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Furnaces",United States,Vase,Vase +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Desert Animal, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), desert animal" +reign of Menkaure,Twentieth Century; original Old Kingdom,Dynasty 4,,Memphite Region,American,,,,"Smith, Joseph Lindon",Egypt,Copy of painting from Khuenre's mastaba,"Facsimile, Khuenre" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot|Unwin, Francis Sydney|Davies, Norman de Garis",Egypt,South Wall of Nakht's Offering Chapel,"Facsimile, TT 52, false door, offerings" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Fish, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), fish" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ceiling on the North Side of the Transverse Hall of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,Ceiling in the Center of the Transverse Hall of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"East Wall, Nouth Side of Nakht's Offering Chapel","Facsimile, TT 52, offering, Nakht, Tawy" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Ram, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), ram" +later reign of Amenhotep II–mid-reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,Ceiling on the South Side of the Transverse Hall of Nakht's Offering Chapel,"Facsimile, Nakht (TT 52), ceiling" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Norman de Garis",Egypt,"Weavers, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), weavers" +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Hibiscus and Parrots,Window +reign of Amenhotep III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Amenhotep III and Queen Tiye Enthroned Beneath a Kiosk, Tomb of Anen","Facsimile, Anen (TT 120), Amenhotep III, Queen Tiye, kiosk" +,,,Queens,,American,New York,American,Frames,"Tiffany Studios |Tiffany, Louis Comfort",United States,Calendar Frame,Calendar frame +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Covered Inkwell,Inkwell +reign of Amenhotep III–Akhenaten,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis|Hopgood, Hugh R.",Egypt,Osiris and the Four Sons of Horus,"Facsimile, Nebamun (TT 181), Ipuky, Osiris, Fours Sons of Horus" +reign of Amenemhat II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Nina de Garis",Egypt,"Netting Birds, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), fowling" +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Opener,Letter opener +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Covered Box,Box +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Magnifying Glass,Magnifying glass +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Covered Box,Box +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Frame,Frame +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Paper Holder,Paper holder +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Button Hook,Button hook +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Pen Handles,Pen handles +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Candle Shade and Support,Candle shade and support +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Pen Brush,Pen brush +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Pen Tray,Pen tray +,,,Queens,,American,New York,American,Metal,"Tiffany Studios |Tiffany, Louis Comfort",United States,Thermometer,Thermometer +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Scale,Letter scale +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Plate,Plate +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Opener,Letter opener +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell and Tray,Inkwell and tray +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Ash Tray,Ash tray +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Plaque,Plaque +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Plaque,Plaque +reign of Thutmose IV–Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Menna and Family Hunting in the Marshes, Tomb of Menna","Facsimile, Menna (TT 69), marsh hunting" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Fishing and Fowling, Tomb of Ipuy","Facsimile, Ipuy (TT 217), fishing, fowling" +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat Adoring Deities of the West, Tomb of Userhat","Facsimile, Userhat (TT 51), adoration, western gods" +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Davenport, ",England,Plate,Plate +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Offerings Made to the Deceased and his Wife, Tomb of Djehutyemheb","Facsimile, Djehutyemhab (TT 45), offering scenes" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funerary Banquet, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, banquet" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Funerary Banquet, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, banquet" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis|Unwin, Francis Sydney",Egypt,"Djehutyemhab and his Wife Worshipping Amun-Re-Harakhty, Tomb of Djehutyemhab","Facsimile, Djehuty (TT 45), Djehutyemhab, Amun-Re-Harakhty" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Djehutyemheb and his Wife Adoring Sokar, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, adoration scene, Sokar" +reign of Ramesses II,"Twentieth Century; original New Kingdom, Ramesside",original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Western Sun Adored by Deities, Tomb of Djehutyemheb","Facsimile, Djehuty (TT 45), Djehutyemhab, ceiling" +,,,Staffordshire|Staffordshire,,British,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Dimmock & Co. Thomas,England|England,Plate,Plate +,,,Staffordshire|Staffordshire,,British,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Dimmock & Co. Thomas,England|England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Pugin, Augustus Welby Northmore|Minton and Company ",England,Bread Plate,Bread plate +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +reign of Ramesses III,"New Kingdom, Ramesside",Dynasty 20,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Ramesses III and Prince Amenherkhepeshef before Hathor,"Facsimile, Amenherkhepeshef (QV 55), Ramesses III" +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Casting Metal, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), metal casting" +reign of Thutmose IV,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,|,"Wilkinson, Charles K.",Egypt,Female Musicians,"Facsimile, Djeserkareseneb (TT 38), music, harp, lute, lyre, flute" +Joint reign of Hatshepsut and Thutmose III,"Modern, after New Kingdom (ca. 1479–1458 B.C.) original",Dynasty 18,,"Upper Egypt, Thebes",British,,,,"Carter, Howard",Egypt,"Hatshepsut's Grandmother, Seniseneb","Facsimile, Temple of Hatshepsut, Seniseneb" +,,,Staffordshire,,Italian,Stoke-on-Trent,British,Ceramics,"Nini, Jean-Baptiste|Wedgwood and Sons, Josiah",England,Medallion of Benjamin Franklin,Medallion +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Aegean Islanders in the Tomb of Rekhmire,"Facsimile, Rekhmire (TT 100), Aegean Islanders" +,,,Staffordshire,,French,Stoke-on-Trent,British,Ceramics,"Neale and Company E. J.|Cochin, Charles Nicolas, II",England,Medallion of Benjamin Franklin,Medallion +,,,Staffordshire,,British,Stoke-on-Trent,British,Ceramics-Cylinder Seals-Inscribed,"Hackwood, William|Wedgwood and Sons, Josiah",England,Anti-Slavery Medallion,Medallion +,,,Staffordshire,,French,Stoke-on-Trent,British,Ceramics,"Caffiéri, Jean Jacques|Wedgwood and Sons, Josiah",England,Medallion of Benjamin Franklin,Medallion +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Roundel,Roundel +reign of Thutmose III,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Fragment of a Hunting Scene,"Facsimile, Mentuherkhepeshef (TT 20), hunting" +,,,Queens,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Rocker Blotter,Rocker blotter +,,,New England,,American,Boston,American,Furniture,"Seymour, Thomas|Doull, James|Penniman, John Ritto|Seymour, John",United States,Tall Clock,Tall clock +,,,Queens,,Austrian,New York,American,Glass,"Tiffany Glass and Decorating Company|Kreischmann, Fredolin",United States,Vase,Vase +,Middle Kingdom,Dynasty 11,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Detail of a Griffin, Tomb of Khety","Facsimile, Khety (Beni Hasan 17), griffin" +,,,New England,,,Boston,American,Furniture,"Davenport, A. H.|Keeler & Co.",United States,Armchair,Armchair +,,,Queens,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Brooklyn,,French,New York,American,Glass,"Dorflinger, Christian",United States,Compote,Compote +,,,Haute-Vienne,,American and French,Atlanta|Limoges,American,Ceramics,"Lycett, Studios William|Haviland & Co.",United States|France,Plate,Plate +,,,Brooklyn,,American,New York,American,Ceramics,"Lycett, Edward|Faience Manufacturing Company ",United States,Covered Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah|Wright, Joseph (Wright of Derby)",England,George Washington,Cameo +reign of Thutmose III–Amenhotep II ?,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funerary Gifts from the King, Tomb of Menkheperraseneb","Facsimile, Menkheperraseneb (TT 79), funerary gifts" +,,,Haute-Vienne,,American and French,New York|Limoges,American,Ceramics,"Mason, Maude|Haviland & Co.",United States|France,Plate,Plate +,,,Queens,,American,New York,American,Ceramics,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,Queens,,American,New York,American,Drawings,"Tiffany Studios |Lamar, Raphael de|Tiffany, Louis Comfort|Tiffany Glass Company|Tiffany Glass and Decorating Company",United States,Design for “Woman in a Pergola with Wisteria” window,Drawing +reign of Montuhotep II,Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Women Preparing Food, Tomb of Djari","Facsimile, Djari (TT 366)" +,,,Queens,,American,New York,American,Silver,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Cup,Cup +,,,Brooklyn,,American,New York,American,Furniture,"Brooks, Thomas",United States,Armchair,Armchair +reign of Montuhotep II,Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Laden Donkeys and Ploughing, Tomb of Djar","Facsimile, Djari (TT 366, MMA 820), plowing, donkeys" +,,,Haute-Vienne,,American and French,Cincinnati|Limoges,American,Ceramics,F. B. M.|Haviland & Co.,United States|France,Plate,Plate +reign of Snefru,Original: Old Kingdom,Dynasty 4,,Memphite Region,,,,,"Wilkinson, Charles K.",Egypt,"Facsimile Painting of Geese, Tomb of Nefermaat and Itet","Facsimile, Nefermaat and Itet, Meidum geese" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Norman de Garis",Egypt,"Man Transporting a Hedgehog and a Hare, Tomb of Khnumhotep","Facsimile, Khnumhotep (Beni Hasan 3), hedgehogs" +Joint reign of Hatshepsut and Thutmose III,Twentieth Century; original New Kingdom,"Original New Kingdom, Dynasty 18",,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Facsimile: Scene of Fish Preparation and Net Making,"Facsimile, Amenhotep (TT 73), fish preparation, net making" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, Ralph",England,Pitcher,Pitcher +reign of Amenhotep II,Twentieth Century; original New Kingdom,original Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Djehuty and a Woman Make Offerings, Tomb of Djehuty","Facsimile, Djehuty (TT 45), offering scene" +reign of Senwosret II,Middle Kingdom,Dynasty 12,,Middle Egypt,,,,,"Davies, Norman de Garis",Egypt,Leaders of the Aamu of Shu,"Facsimile, Khnumhotep (Beni Hasan 3), nomads" +reign of Amenhotep II,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Djehuty and his Mother Receiving Offerings, Tomb of Djehuty","Facsimile, Djehuty (TT 45), offering scene" +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,Schumacher's Taliesin Line of Decorative Fabrics and Wallpapers Designed by Frank Lloyd Wright,Fabric sample book +,,,New England|New England,,,Cambridge|Boston,American,Glass,New England Glass Company |South Boston Flint Glass Works ,United States|United States|United States,Sugar bowl,Sugar bowl +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Candlestick,Candlestick +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Solon, Marc-Louis Emanuel|Minton and Company ",England,Vase,Vase +,,,Brooklyn,,French,New York|White Mills,American,Glass,"Dorflinger, Christian",United States|United States,Finger Bowl,Finger bowl +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Ewer,Ewer +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Vase,Vase +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Solon, Marc-Louis Emanuel|Minton and Company ",England,Vase,Vase +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sandal Maker, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather work, sandals" +,,,Brooklyn,,French,New York,American,Glass,"Dorflinger, Christian",United States,Candlestick,Candlestick +,,,Brooklyn,,French,New York,American,Glass,"Dorflinger, Christian",United States,Candlestick,Candlestick +,,,Merseyside,,British,Liverpool,British,Jewelry,Tobias and Company M. I.,England,Watch,Watch +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Carpenter Making a Chair, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), carpenter, bow drill" +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gesso Preparation and Application, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stucco making" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Brickmakers Getting Water from a Pool, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), pool" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Brickmakers, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), brickmaking" +,,,,Asmat,,Omadesep Village,,Photographs,"Ndanim|Rockefeller, Michael Clark|Gerbrands, Adrianus Alexander",Indonesia,Ndanim of Omadesep Holding a Paint Vessel (jifoi),PHOTOGRAPH +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sculptors at Work, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), sculptors" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Rekhmire and Mother Receiving Offerings, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), offering" +reign of Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Masons Squaring a Block, Tomb of Rekhmire","Restored copy, Rekhmire (TT 100)" +reign of Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Masons Squaring a Block, Tomb of Rekhmire","Restored copy, Rekhmire (TT 100)" +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Scrapbook,Scrapbook +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Covered Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Dish,Dish +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Plate,Plate +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,Italian,,British,Ceramics,"Nini, Jean-Baptiste|Wedgwood and Sons, Josiah",England,Cameo Medallion,Cameo medallion +,,,Brooklyn,,French,New York|White Mills,American,Glass,"Dorflinger, Christian",United States|United States,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Heath, Joseph",England,Plate,Plate +,,,,South United States,American,Biloxi,American,Ceramics,"Ohr, George E.|Biloxi Art Pottery ",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Meigh, Charles",England,Plate,Plate +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Vase,Vase +,,,Bouches-du-Rhône,,French,Marseille,French,Ceramics,"Perrin, Pierrette Caudelot",France,Plate,Plate +,,,Bouches-du-Rhône,,French,Marseille,French,Ceramics,"Perrin, Pierrette Caudelot",France,Benjamin Franklin,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Cup Plate,Cup plate +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Cup Plate,Cup plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Architecture,"Dikeman, Fred|Tiffany, Louis Comfort|Dikeman, Fred and Nancy Lee",United States,Mosaic Panel,Mosaic panel +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Vegetable Dish,Vegetable dish +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Brooklyn,,American,New York,American,Ceramics,"Müller, Karl L. H.",United States,Plaque,Plaque +,,,Brooklyn,,American,New York,American,Ceramics,"Volkmar, Charles|Volkmar Ceramic Company",United States,Plaque,Plaque +,,,Brooklyn,,American,New York,American,Ceramics,"Volkmar, Charles|Volkmar Ceramic Company",United States,Plaque,Plaque +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Dish,Dish +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Mosaic Plaque,Mosaic plaque +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,Corona,,,St. Petersburg|New York,"American, Russian",Glass,"Aarne, Viktor|FABERGÉ, HOUSE OF CARL|Tiffany Furnaces",Russia|United States,Vase with serpent mounts,Vase +,,,,Mid-Atlantic,American|Hungarian,New York,American,Textiles-Printed,"Wesley Simpson, Inc. |Vertes, Marcel",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Martin, Zue|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Strasser, Simone|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American|Hungarian,New York,American,Textiles-Printed,"Wesley Simpson, Inc. |Vertes, Marcel",America,Piece,Sample +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,Curtain,Woven curtain +,,,,Mid-Atlantic,American|Hungarian,New York,American,Textiles-Printed,"Wesley Simpson, Inc. |Vertes, Marcel",America,Piece,Sample +,,,,Mid-Atlantic,American|American,New York,American,Textiles-Printed,"Reynolds, James|Wesley Simpson, Inc. ",America,Piece,Sample +,,,,Mid-Atlantic,"American, born Austria-Hungary|American",New York,American,Textiles-Printed,"Bemelmans, Ludwig|Wesley Simpson, Inc. ",America,Piece,Sample +Joint reign of Hatshepsut and Thutmose III,"Modern, after New Kingdom (ca. 1479–1458 B.C.) original",Dynasty 18,,"Upper Egypt, Thebes",British,,,,"Carter, Howard",Egypt,"Hatshepsut's Mother, Queen Ahmose","Facsimile, Hatshepsut's Temple, Queen Ahmose" +,,,Bergen County,,American,,American,Textiles,"Haring, David Daniel",United States,Crib or Doll Coverlet,Coverlet +,,,,,American,Tokyo,American,Furniture,"Wright, Frank Lloyd|Matsu-Zukaya Company ",Japan,Side Chair,Side Chair +,,,,,American,Tokyo,American,Furniture,"Matsu-Zukaya Company |Wright, Frank Lloyd",Japan,Side Chair,Side Chair +,,,,,American,Riverside,American,Ceramics,"Wright, Frank Lloyd|Bauscher Brothers Porcelain Factory ",United States,Plate,Plate +reign of Ahmose,Twentieth Century; original Early New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Ceiling Decoration,"Facsimile, Tetiky (TT 15), ceiling" +,,,Suffolk County,,American,Sag Harbor,American,Textiles,"Coleman, Ruth Culver",United States,Embroidered coverlet,Coverlet +,,,New London County,,American,Stonington,American,Textiles,"Breed, Mary",United States,Embroidered coverlet,Coverlet +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Strasser, Simone|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Reckendorf, Fritzi|Onondaga Silk Company, Inc.",America,Piece,Sample +,,,,New England,American,Manchester and Hartford,American,Textiles-Printed,Cheney Brothers,America,Piece,Sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Cup,Cup +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Saucer,Saucer +,,,Sullivan County,,,Monticello,American,Textiles,"Trowbridge, Anna Susan Ruddick",United States,Log Cabin Crib Quilt,Quilt +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,,Mid-Atlantic,American,New York,American,Textiles-Woven,Catoir Silk Company ,America,Piece,Textile piece +,,,Brooklyn,,American,New York,American,Ceramics,Faience Manufacturing Company ,United States,Vase,Vase +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,,Italian,Pisa,Central Italian,Sculpture-Stone,"Pisano, Giovanni",Italy,Pilaster (Tetramorph) from the Parapet of a Pulpit with Symbol of the Evangelists,Pilaster +,,,,,American,Cleveland,American,Furniture,"Van Dorn Iron Works Company The|Wright, Frank Lloyd",United States,Side Chair,Side Chair +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Sauceboat,Sauceboat +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Building a Catafalque, Tomb of Ipuy","Facsimile, Ipuy (TT 217), catafalque" +,,,Queens,,American,New York,American,Ceramics,"Volkmar Ceramic Company|Volkmar, Charles",United States,Vase,Vase +reign of Akhenaten,"New Kingdom, Amarna Period",Dynasty 18,,Middle Egypt,,,,,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,Facsimile painting from the 'Green Room' in the North Palace at Amarna,"Facsimile, Amarna, North Palace, papyrus swamp" +reign of Thutmose IV,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Seated woman with Two Female Servants,"Facsimile, Djeserkareseneb (TT 38), banquet, chair" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Compote,Compote +,,,,,Italian,Pisa,Central Italian,Sculpture-Stone,"Pisano, Giovanni",Italy,Pilaster of Angels Sounding Trumpets from the Parapet of a Pulpit,Pilaster +,,,,,Italian,Pisa,Central Italian,Sculpture-Stone,"Pisano, Giovanni",Italy,Pilaster of Angels Sounding Trumpets from the Parapet of a Pulpit,Pilaster +reign of Ramesses II,"Original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Queen Nefertari Playing Senet,"Facsimile, QV 66, Nefertari" +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|McLoughlin Thomas P.|Mizelle Diana G.,United States,Small Bass Violin,Small Bass Violin +reign of Ramesses I–Ramesses II,Twentieth Century; original New Kingdom,Dynasty 19,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Sennedjem and Iineferti in the Fields of Iaru,"Facsimile, Sennedjem (TT 1), Iaru" +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,Facsimile of the south side of the sarcophagus of King Haremhab,"Facsimile, sarcophagus, Haremhab, KV 57" +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +,,,Queens,,,New York,American,Natural Substances,Tiffany Studios ,United States,Photograph Album,Photograph album +reign of Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Ibex and Dog from the Tomb of Qenamun,"Facsimile, Qenamun (TT 93), hunting" +,,,Staffordshire,,American,,British (American market),Ceramics,"Emmet, Rosina|Wedgwood and Sons, Josiah",England,M. B. Brown,Plaque +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,Brooklyn,,,New York,American,Ceramics,"Cartlidge and Company Charles|Jones, Josiah",United States,General Zachary Taylor,Plaque +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,American,New York,American,Textiles-Printed,"Crawford, M. D. C.|Converse and Company ",America,Sample,Textile sample +,,,,Mid-Atlantic,"American, born Germany",New York,American,Textiles-Printed,"Allesch, Marianna von|McBratney and Company",America,Sample,Textile sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",United States,Chandelier,Chandelier +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, Ralph",England,Plate,Plate +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,Curtain,Curtain +,,,,,German,Ingolstadt,German,Ivories-Horn|Metalwork-Silver,Greiff Hans,Germany,Beaker,Beaker +,,,Brooklyn,,,New York,American,Ceramics,"Cartlidge and Company Charles|Jones, Josiah",United States,Charles Cartlidge (Bust),Sculpture +,,,,,North Netherlandish,Strasbourg,German,Sculpture-Wood,"Gerhaert von Leyden, Niclaus",Germany,Reliquary Bust of Saint Barbara,Reliquary bust +,,,,,North Netherlandish,Strasbourg,German,Sculpture-Wood,"Gerhaert von Leyden, Niclaus",Germany,Reliquary Bust of Saint Catherine of Alexandria,Reliquary bust +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd|Schumacher & Co., F.",United States,"Textile, Design 104",Piece +,,,Delaware,,American,Rose Valley,American,Ceramics,"Jervis, William P.|Rose Valley Pottery ",United States,Vase,Vase +,,,,,American|American,Boston,American,Natural Substances,"Dering, Mary|Dering, Elizabeth",United States,Quillwork hatchment of Dering coat of arms,Coat of arms +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood, Enoch",England,Bust of George Washington,Bust +,,,Bouches-du-Rhône,,French,Marseille,French,Ceramics,"Perrin, Pierrette Caudelot",France,Benjamin Franklin,Plate +reign of Amenhotep II–Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,|,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Upper wall and ceiling motif,"Facsimile, Kha (TT 8), ceiling" +Joint reign of Hatshepsut and Thutmose III,Original: New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Astronomical Ceiling,"Facsimile, Senenmut (TT 353), astronomical ceiling" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Amenhotep III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Funeral Procession, Tomb of Pairy","Facsimile, Pairy (TT 139), funeral" +reign of Ramesses II,Twentieth Century; original New Kingdom,original Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Procession from the Temple of Amun,"Facsimile, Panehsy (TT 16), procession, Amun" +reign of Ramesses II,Twentieth Century; original New Kingdom,Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Statue of Deified Amenhotep I,"Facsimile, Panehsy (TT 16), Amenhotep I" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Queen Nefertari Kneeling in Adoration, Tomb of Nefertari","Facsimile, Nefertari (QV 66)" +reign of Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Female Dancers in Funeral Procession, Tomb of Qenamun","Facsimile, Qenamun (TT 93), dancer, music" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Vignette from the Book of the Dead, Tomb of Nefertari","Facsimile, Nefertari (QV 66)" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Facsimile Detail of the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,,,Italian,Florence,Italian,Paintings-Canvas,Lorenzo Monaco (Piero di Giovanni),Italy,The Intercession of Christ and the Virgin,Painting +Joint reign of Hatshepsut and Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Thutmose I and His Mother Seniseneb,"Facsimile, Hatshepsut, Thutmose I, Seniseneb" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,,,Spanish,Lerida,Catalan,Paintings-Fresco,Master of Pedret,Spain,The Virgin and Child in Majesty and the Adoration of the Magi,Fresco +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Detail from the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Soup Plate,Soup plate +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat and Wife Visit Abydos, Tomb of Userhat","Facsimile, Userhat (TT 51), voyage to Abydos" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing Vessels and Weapons, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Asians" +reign of Mentuhotep II,First Intermediate Period–Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Facsimile of the paintings on the south wall of the burial crypt in the tomb of Khety,"Facsimile, Khety (TT 311, MMA 508), friese d'objets" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Facsimile of an Unfinished Section of the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,,,German,Würzburg,German,Sculpture-Wood,Riemenschneider Tilman,Germany,Standing Bishop,Statue +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Plate,Plate +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Plate,Plate +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"The King with Anubis, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +reign of Amenhotep III,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Amenhotep III and his Mother, Mutemwia, in a Kiosk","Facsimile, Anen, TT 226, Amenhotep III, Mutemwia" +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +,,,Staffordshire|Staffordshire,,British,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,"Ridgway, John & William",England|England,Platter,Platter +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Ridgway, John & William",England,Platter,Platter +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Provisions from Nubia Stored in the Temple, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), provisions, Nubia" +reign of Akhenaten,"New Kingdom, Amarna Period",Dynasty 18,,Middle Egypt,,,,,"Davies, Nina de Garis",Egypt,Two Princesses,"Facsimile, Amarna, princesses" +,,,,,Italian,,Italian,Sculpture-Wood,"Aquilano, Paolo ",Italy,Kneeling Virgin,Statue +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"William, Adams & Sons",England,Platter,Platter +,,,South Yorkshire,,British,Sheffield,American,Silver,"Dixon, James & Sons",England,Tray,Tray +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Men from Punt Carrying Gifts, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Puntites" +reign of Thutmose III–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Man Making Leather Rope, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), rope making" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Cretans Bringing Gifts, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), foreigners, Keftiu" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gathering Honey, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), beekeeping" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,Frederick County,,,New Bremen,American,Glass,"Amelung, John Frederick|New Bremen Glass Manufactory ",United States,Urn,Urn +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Herdsmen and Part of a Market Scene, Tomb of Ipuy","Facsimile, Ipuy (TT 217), market, herdsmen, goats" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,,,German,Freiburg im Breisgau(?),German,Sculpture-Wood,"Wydytz, Hans I",Germany,Crucifixion Group,Relief +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"Facsimile Detail from the Book of Gates, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Nakhtamun's Funeral Procession, Tomb of Nakhtamun","Facsimile, Nakhtamun (TT 341), funeral" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Anubis Weighing the Heart, Tomb of Nakhtamun","Facsimile, Nakhtamun (TT 341), Anubis" +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,,,American,Chicago,American,Glass,"Wright, Frank Lloyd|Luxfer Prism Company ",United States,Tile,Tile +,,,,,French,Paris,French,Manuscripts and Illuminations,Le Noir Jean,France,"The Prayer Book of Bonne of Luxembourg, Duchess of Normandy",Psalter and Hours; Manuscript +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Provisions Stored in the Temple, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), provisions magazine" +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Slop Bowl,Slop bowl +,,,Staffordshire,,British,Stoke-on-Trent,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Facsimile painting from the tomb of Rekhmire,"Facsimile, Rekhmire (TT 100), Nubians, baboon, leopard" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Hounds from Nubia, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), hounds" +,,,,,American,New York,American,Furniture,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Table,Table +,Second Intermediate Period–Early New Kingdom,Dynasty 17–18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Seated Woman,"Facsimile, Thebes" +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Cup,Cup +reign of Thutmose II–Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Facsimile painting from the tomb of Rekhmire,"Facsimile, Rekhmire (TT 100)" +reign of Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Cretans Bringing Gifts, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), foreigners, Keftiu" +,,,McHenry,,American|American,,American,Ceramics,"Dodd, William J.|Gates Potteries |American Terra Cotta and Ceramic Company ",United States,Vase,Vase +,,,,,German,Strasbourg,German,Sculpture-Wood,"von Hagenau, Nikolaus",present-day France,Saint Anthony Abbot,Statue +,Middle Kingdom,Dynasty 12,,Memphite Region,,,,,"Lansing, Ambrose",Egypt,Facsimile of Senwosretankh's false door,"Facsimile, Senwosretankh's false door" +reign of Mentuhotep II (ca. 2051–2030 B.C.),Modern; original First Intermediate Period–Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Africa,Facsimile of the painting on the inner front side of the sarcophagus of Aashyt,"Facsimile, Aashyt, sarcophagus" +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Women at a Banquet, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), banquet" +,,,,,Austrian or German,Bruneck,Austrian,Sculpture-Wood,"Pacher, Michael","Austria (now Italy, Trentino-Alto Adige)",Saint Margaret,Statue +,,,,,Italian,probably Pisa,Italian,Sculpture-Architectural,Guglielmus,Central Italy,Holy-water Font,Font +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Saucer,Saucer +reign of Thutmose IV,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,Military Musicians Showing Nubian and Egyptian Styles,"Facsimile, Tjeneny (TT 74), Nubian soldiers" +Reign of Thutmose I–Thutmose III,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing Horses, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Syrians, horses" +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat Kneeling Before Osiris and the Goddess of the West, Tomb of Userhat","Facsimile, Userhat (TT 51), Osiris, goddess of West" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"The King with Isis, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +reign of Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,|,"Davies, Nina de Garis|Davies, Norman de Garis",Egypt,"Female Celebrants in Funeral Procession, Tomb of Qenamun","Facsimile, Qenamun (TT 93), music, dancer, sistrum, menat" +reign of Haremhab,Twentieth Century; original New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Crane, Lancelot",Egypt,"The King and Horus, Tomb of Haremhab","Facsimile, Haremhab, KV 57" +,,,Frederick County,,,New Bremen,American,Glass,"Amelung, John Frederick|New Bremen Glass Manufactory ",United States,Salt,Salt +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gifts from the Keftiu, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), offerings, Keftiu" +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Glue Pot,Glue pot +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Armchair,Armchair +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Stamp Box,Stamp box +,,,,,American,New York,American,Textiles,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Printed velvet,Printed velvet +,,,,,"American, born Ireland",New York,American,Sculpture,"Wright, Charles Cushing|Duggan, Peter Paul|Hughes, Robert Ball",United States,John Trumbull,Medal +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Sample,Sample +,,,,,"American, born Ireland",New York,American,Sculpture,"Wright, Charles Cushing|Duggan, Peter Paul",United States,Washington Allston,Medal +,,,,,American,New York,American,Furniture,"Davis, Alexander Jackson|Burns and Brother",United States,Side Chair,Side Chair +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Sauceboat,Sauceboat +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Footstool,Footstool +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Woven sample,Sample +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Sauceboat,Sauceboat +,,,,,British,London,British,Textiles,"Morris, William|Morris & Company",England,Woven piece,Piece +,,,,,"American, born Ireland",New York,American,Sculpture,"Duggan, Peter Paul|Wright, Charles Cushing|Ellis, Salathiel",United States,Gilbert Stuart,Medal +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Platter,Platter +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Covered tureen,Tureen +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Dogwood,Window +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Footstool,Footstool +,,,,,Native American,,Arapaho,Paper-Drawings,Artist A (Henderson Ledger),United States,Warrior Society Dance,Drawings +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Glass Shade,Glass shade +,,,|,,Italian,Cremona,Italian (Cremona),Chordophone-Lute-plucked,Amati Andrea,Italy,"ex ""Kurtz"" Violin",Violin +,,,Frederick County,,,New Bremen,American,Glass,"New Bremen Glass Manufactory |Amelung, John Frederick",United States,Goblet,Goblet +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Glass Shade,Glass shade +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Glass Shade,Glass shade +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Square Planter,Square planter +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,"American, born Austria",Concord,American,Metal,"Durgin Company William B.|Bitter, Karl Theodore",United States,Standing Cup,Standing cup +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wood, Ralph, the Younger",England,George Washington,Bust +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Sample,Sample +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American,Philadelphia,American,Glass,"Gillinder and Sons, James",United States,Chandelier,Chandelier +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Century Vase,Vase +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Dinner Plate,Dinner plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,American,New York,American,Ceramics,"Falconer, John Mackie|Carr, New York City Pottery James",United States,Plaque,Plaque +,,,,,American,New York,American,Furniture,"Carter, Robert",United States,Side Chair,Side Chair +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Fruit Bowl,Fruit bowl +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Fruit Bowl,Fruit bowl +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American|American,Chicago,American,Architecture,"Elmslie, George Grant|American Terra Cotta and Ceramic Company ",United States,Frieze,Frieze +,,,Staffordshire,,,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah",England,George Washington,Plaque +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Standing Lamp,Standing lamp +,,,,,American|American,New York,American,Textiles,"Wheeler, Candace|Cheney Brothers|Associated, Artists ",United States,Tulips panel,Panel +,,,Staffordshire,,,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah",England,George Washington,Medal +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,French,Paris,"French, for American market",Ceramics,Dihl et Guérhard,France,Soup Plate,Soup plate +,,,,,American,New York,American,Architecture,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Fountain base for mosaic wall mural,Fountain base +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,,,American,New York|Ahmedabad,American,Furniture,"de Forest, Lockwood",United States|India,Screen,Screen +,,,,,American,New York,American,Textiles,"Wright, Frank Lloyd",United States,Sample,Sample +,,,,,American,Baltimore,American,Furniture,"Smith, Francis Hopkinson",United States,Grand Harmonicon,Grand harmonicon +,,,,,American,,"American, Japanese",Ceramics,"Noritake |Wright, Frank Lloyd",Japan,Salad Plate,Salad plate +,,,Morris County,,,Hanover,American,Textiles,"Hodges, Polly",United States,Embroidered sampler,Sampler +,,,,,American,New York,American,Silver,"Myers, Myer",United States,Sugar tongs,Tongs +,,,,,American,Philadelphia,American,Silver,"Wiltberger, Christian",United States,Sugar Bowl,Sugar Bowl +,,,Saratoga County,,,Halfmoon,American,Textiles,"Coons, Elizabeth",United States,Embroidered sampler,Sampler +,,,,,,Philadelphia,American,Metal,"Heyne, Johann Christoph|Will, William",United States,Sugar Bowl,Sugar bowl +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Sugar Bowl,Sugar bowl +,,,Essex County,,,Haverhill,American,Textiles,"Carleton, Caroline",United States,Embroidered sampler,Sampler +,,,Essex County,,,Salem,American,Textiles,"Glover, Priscilla T.",United States,Embroidered Sampler,Sampler +,,,Lancaster County,,,East Hempfield,American,Textiles,"Stauffer, Mary Ann",United States,Embroidered Sampler,Sampler +,,,Summit County,,,Springfield,American,Textiles,"Reynolds, Jenette A.",United States,Embroidered Sampler,Sampler +,,,,,American,Philadelphia,American,Membranophone-double-headed / cylindrical drum,"Vogt, Ernest",United States,Side Drum,Side Drum +,,,Montgomery County,,,,American,Ceramics,"Nice, John",United States,Sugar bowl,Sugar bowl +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Quilted Tablecover,Tablecover +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Tablecover,Tablecover +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Tablecover,Tablecover +,,,,,American,Fayetteville,American,Textiles,"Stickley, Gustav",United States,Embroidered Table Scarf,Tablecloth +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,Lancaster County,,,East Lampeter Township,American,Textiles,"Denlinger, Magdalena",United States,Embroidered Sampler,Sampler +,,,Brooklyn,,,Meriden|New York,American,Glass,Handel Company ,United States|United States,Lamp,Lamp +,,,Lancaster County,,,East Lampeter Township,American,Textiles,"Denlinger, Anna",United States,Embroidered Sampler,Sampler +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Table Spoon,Spoon +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Pyramidal Vase,Pyramidal vase +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American|American,New York,American,Textiles,"Wheeler, Candace|Cheney Brothers",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American|British,Newport,American,Furniture,"Townsend, John|Tomlinson, William",United States,Tall clock,Tall clock +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Table,Library table +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Salad Plate,Salad plate +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Table,Table +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Table,Table +,,,,,American|American,Syracuse,American,Furniture,"Stickley, Gustav|Tobey Furniture Company",United States,Table,Table +,,,,,American|American,New York,American,Textiles,"Cheney Brothers|Wheeler, Candace",United States,Sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Warp-printed sample,Sample +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Warp-printed sample,Sample +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Salad Fork,Fork +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Lamp,Lamp +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Woven sample,Sample +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter Looms |Herter, Albert",United States,Tapestry,Tapestry +,,,Brooklyn,,,New York,American,Glass,Quezal Art Glass and Decorating Company ,United States,Tazza,Tazza +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,,American,Cincinnati,American,Ceramics,"Rookwood Pottery|Rothenbusch, Frederick D. H.",United States,Plaque,Plaque +,,,Bucks County,,,,American,Ceramics,"Klinker, Christian",United States,Jar,Jar +,,,Bucks County,,,,American,Ceramics,"Kline, Philip",United States,Jar,Jar +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase with cover,Vase with cover +,,,,,American|French (active Britain),Boston,American,Chordophone-Zither-plucked-harpsichord,"Chickering & Sons|Dolmetsch, Arnold",United States,Harpsichord,Harpsichord +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Mug,Mug +,,,Brooklyn,,,New York,American,Glass,Quezal Art Glass and Decorating Company ,United States,Chalice,Chalice +,,,,,American,Chicago,American,Ceramics,"Northwestern Terra Cotta Company |Schneider, Kristian|Wheelock, Harry Bergen",United States,"Panel from Western Methodist Book Concern Building, Chicago",Panel +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Inkwell,Inkwell +,,,,,American,New York|Ahmedabad,American,Furniture,"de Forest, Lockwood",United States|India,Chair,Chair +,,,,,"American, born Ireland",New York,American,Sculpture,"Ellis, Salathiel|Duggan, Peter Paul|Wright, Charles Cushing",United States,Gilbert Stuart,Medal +,,,,,German,London,British,Aerophone-Blow Hole-side-blown flute (transverse),"Metzler, Valentine",United Kingdom,Flute in D,Flute in D +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Curule Stool,Curule stool +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Hand Blotter,Hand blotter +,,,,,American,Riverside,American,Architecture,"Wright, Frank Lloyd",United States,"Grill from the Avery Coonley House, Riverside, Illinois",Pierced wooden grill +,,,,,American,Riverside,American,Architecture,"Wright, Frank Lloyd",United States,"Grill from the Avery Coonley House, Riverside, Illinois",Pierced wooden grill +,,,,,"American, born England",Santa Barbara,American,Ceramics,"Rhead, Frederick Hurten|Rhead Pottery",United States,Vase,Vase +,,,,,American,Zanesville,American,Ceramics,American Encaustic Tile Company,United States,Tile,Tile +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter Looms |Herter, Albert",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American|American,Cincinnati,American,Ceramics,"Nichols, Maria Longworth|Rookwood Pottery",United States,Plate,Plate +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,,,American,New York,American,Textiles,"Herter, Albert|Herter Looms ",United States,Tapestry,Tapestry +,,,Frederick County,,,Lewistown,American,Textiles,"Schaeffer, Annie E. Freshour",United States,"Quilt, Birds in Air pattern",Quilt +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Kettle Stand,Kettle stand +,,,,,,Boston,American,Glass,"Cains, Thomas|South Boston Flint Glass Works |Phoenix Glass Works ",United States,Sugar bowl,Sugar bowl +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Cream Pitcher,Cream pitcher +,,,Staffordshire,,,Stoke-on-Trent,British,Ceramics,"Wedgwood and Sons, Josiah",England,Seal,Seal +,,,Delaware,,,Rose Valley,American,Furniture,"Price, William Lightfoot|Rose Valley",United States,Library Table,Library table +,,,,,,Portland|Pittsburgh,American,Glass,Duncan and Sons George|Portland Glass Company ,United States|United States,Tree of life pitcher,Pitcher +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Footstool,Footstool +,,,,,,Coventry|Keene,American,Glass,Coventry Glass Works |Keene Glass Works,United States|United States,Figured flask,Flask +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,,American,New York,American,Silver,"Bailey, John|Ferara, Andrea",United States,Dress Sword,Sword +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Double Vase,Double vase +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Chicago,American,Architecture,"Sullivan, Louis Henry|Yale and Towne Manufacturing Company ",United States,"Doorplate, knob, and lock for Guaranty Building, Buffalo",Door hardware +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Dish,Dish +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Dish,Dish +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,,,German,New York,American,Furniture,"Belter, J. H.",United States,Sofa,Sofa +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Bowl,Bowl +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Armchair,Armchair +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Drop-leaf Pembroke Table,Drop-leaf Pembroke table +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Jewelry,"Jamison, George W.|Rose, William",United States,Cameo,Brooch +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sofa,Sofa +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Dish,Dish +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Providence,American,Silver,"Gorham Manufacturing Company|Maher, George Washington",United States,Dinner Knife,Knife +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Dinner Fork,Fork +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Dessert Spoon,Spoon +,,,,,British,London,British,Ceramics,Bow Porcelain Factory,England,Dessert Plate,Dessert plate +,,,,,British,London,British,Ceramics,Bow Porcelain Factory,England,Dessert Plate,Dessert plate +,,,,,American,New York,American,Jewelry,"Carlin, John",United States,Pair of Bracelets,Bracelet +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Cylinder Desk and Bookcase,Desk and bookcase +,,,,,American,Salem,American,Furniture,"Gould, Nathaniel",United States,Desk and bookcase,Desk and bookcase +,,,,,American|American,Eastwood,American,Furniture,"Ellis, Harvey|Stickley, Gustav",United States,Desk,Desk +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Demitasse Spoon,Spoon +,,,,,American,Trenton,American,Ceramics,"Callowhill, James|Willets Manufacturing Company ",United States,Sugar Bowl,Sugar bowl +,,,,,American,Eastwood,American,Furniture,"Stickley, Gustav",United States,Sideboard Table,Sideboard table +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Cup Plate,Cup plate +reign of Seti I,"Twentieth Century; original New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,"Userhat and Wife Receiving Offerings, Tomb of Userhat","Facsimile, Userhat (TT 51), offering" +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Cup,Cup +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Cup,Cup +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Sideboard Table,Sideboard table +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan|Phyfe & Son, D.|Phyfe & Sons, D.",United States,Secretary Abattant,Secretary abattant +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Hall & Son Ralph,England,Cup and Saucer,Cup and saucer +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Dinner Plate,Dinner plate +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Dinner Plate,Dinner plate +,,,,,American,Trenton,American,Ceramics,"Callowhill, James|Willets Manufacturing Company ",United States,Cream Pitcher,Cream pitcher +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Dish,Dish +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Dish,Dish +,,,,,American,Marlborough,American,Aerophone-Organ,"Clisbee, George",United States,Chamber Organ,Chamber Organ +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Silver,"Targee, John",United States,Snuffbox,Box +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,French,Paris,French,Ceramics,"Schoelcher, Marc",France,Vase,Vase +,,,,,American,,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American|American,New York,American,Jewelry,"Bell, George|Manz, Gustav",United States,Brooch,Brooch +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,French,Paris,French,Ceramics,"Schoelcher, Marc",France,Vase,Vase +,,,,,American,Newport,American,Furniture,"Townsend, John",United States,Firescreen,Firescreen +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,New England,,,Boston,American,Furniture,"Willard, Simon",United States,Tall Clock,Tall clock +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Soup Plate,Soup plate +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Bernstein Raphael,United States,Alto Violin,Alto Violin +,,,,,British,London,British,Aerophone-Blow Hole-side-blown flute (transverse),"Cahusac, Thomas",United Kingdom,Flute,Flute +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,,British,London,British,Chordophone-Lute-bowed-fretted,Norman Barak,United Kingdom,Bass Viola da Gamba,Bass Viola da Gamba +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Floor Lamp,Floor lamp +reign of Mentuhotep II,Middle Kingdom,Dynasty 11,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Facsimile painting from the temple of Mentuhotep II,"Facsimile, Mentuhotep II" +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Bowl,Bowl +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Blatter Donald|Coleman Thomas,United States,Contrabass Violin,Contrabass Violin +,,,,,American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Bronstein Rafael,United States,Baritone Violin,Baritone Violin +,,,,,American|American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Dunham Louis W.|Miller Burritt,United States,Tenor Violin,Tenor Violin +,,,,,American|American,Montclair,American,Chordophone-Lute-bowed-unfretted,Hutchins Carleen M.|Field Carolyn,United States,Treble Violin,Treble Violin +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Bottle,Bottle +,,,,Mid-Atlantic United States,American,Syracuse,,Ceramics-Porcelain,"Robineau, Adelaide Alsop",United States,Vase,Vase +,,,,,American|American,South Manchester,American,Textiles,"Cheney Brothers|Wheeler, Candace|Associated, Artists ",United States,Sample,Sample +,,,,,English,London,British,Chordophone-Lute-bowed-fretted,"Meares, Richard",United Kingdom,Viola da Gamba,Viola da Gamba +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,"American, born Germany",Manheim,American,Glass,"Stiegel, Henry William|American Flint Glass Manufactory ",United States,Pocket bottle,Pocket bottle +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,British,London,British,Chordophone-Accessories-bow,"Dodd, James",United Kingdom,Violoncello Bow,Violoncello Bow +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Zanesville,American,Ceramics,"Rhead, Loiz Whitcomb|American Encaustic Tile Company",United States,Encaustic Tile,Encaustic tile +,,,,,American,Zanesville,American,Ceramics,"Mueller, Herman Carl|American Encaustic Tile Company",United States,Encaustic Tile,Encaustic tile +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Chicago,American,Architecture,"Winslow Brothers Company|Mundie, William B.|Jenney, William LeBaron",United States,"Elevator panel from the Manhattan Building, Chicago, Illinois",Panel +,,,,,American,Chicago,American,Architecture,"Winslow Brothers Company|Jenney, William LeBaron|Mundie, William B.",United States,"Elevator panel from the Manhattan Building, Chicago, Illinois",Panel +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios |Tiffany Glass and Decorating Company",United States,Electric Lamp,Electric lamp +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Electric Lamp,Electric lamp +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Daybed,Daybed +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American|American,Cincinnati,American,Ceramics,"Valentien, Albert R.|Rookwood Pottery",United States,Ewer,Ewer +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Couch,Couch +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Newark,American,Furniture,"Jelliff, John",United States,Sofa,Sofa +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,Mid-Atlantic,,New York,American,Textiles-Printed,"Stirn, Louis A.|Stirn, Edmund A.",America,Sample,Textile sample +,,,,,American,Boston,American,Silver,"Revere, Paul, Jr.|Revere, Paul Sr.",United States,Tankard,Tankard +,,,,,American,Boston|Philadelphia,American,Silver,"Pitts, Richard|Pitts, John",United States|United States,Porringer,Porringer +,,,,,American,New York,American,Textiles,Cheney Brothers|Tiffany & Wheeler,United States,Sample,Sample +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +reign of Thutmose III–early Amenhotep II,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Wine and Papyrus for the Treasuries of Amun, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), treasury of Amun" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Vase,Vase +,,,,,German,Zanesville,American,Ceramics,"Haubrich, Albert|Owens Pottery Company J. B.",United States,Umbrella Stand,Umbrella stand +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Making Leather Rope, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), rope making" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,Cincinnati,American,Ceramics,Rookwood Pottery,United States,Plaque,Plaque +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Drilling a Stone Vase, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), drilling stone" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Ceramics,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Plant Stand,Plant stand +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Plant Stand,Plant stand +,,,,,American,New York,American,Glass,"Tiffany Furnaces|Tiffany, Louis Comfort",United States,Vase,Vase +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Stringing and Drilling Beads, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), jewelry making, bow drill" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,Staffordshire,,British,,British (American market),Ceramics,"Davenport, ",England,Pitcher,Pitcher +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Man Carrying Loaves, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), bakers, basket" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Seat,Window seat +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Wall Sconce,Wall sconce +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Wall Sconce,Wall sconce +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing an Ingot and a Chariot, tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Syrians, chariot, ingot" +,,,,,British,Jersey City,American,Ceramics,"Greatbach, Daniel|Henderson Flint Stoneware Manufactory D. and J.",United States,Pitcher,Pitcher +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Leather Working, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather work" +,,,,,French,New York,American,Glass,"Dorflinger, Christian",United States,Water Goblet,Water goblet +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Leather Working, Tomb of Rekhmire","facsimile, Rekhmire (TT 100), leather work, sandal" +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Magnolias and Irises,Stained glass window +,,,,,American,Kankekee,American,Glass,"Wright, Frank Lloyd",United States,Stained Glass Window,Stained glass window +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window stool,Window stool +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Leather Workers, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather workers" +,,,Brooklyn,,,New York,American,Ceramics,Cartlidge and Company Charles,United States,Pitcher,Pitcher +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Stool,Window Stool +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Syrians Bringing an Elephant and a Bear, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), Syrians, elephant, bear, ingot" +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Seat,Window seat +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Window Seat,Window seat +,,,,,American,Newark,American,Architecture,"Jelliff, John",United States,Window Cornice,Window cornice +,,,,,American,Newark,American,Architecture,"Jelliff, John",United States,Window Cornice,Window cornice +,,,,,American,Newark,American,Architecture,"Jelliff, John",United States,Window Cornice,Window cornice +,,,,,American,Chicago,American,Furniture,"Wright, Frank Lloyd",United States,"Window from Auldbrass Plantation near Yemassee, South Carolina",Window +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Wall Sconce,Wall sconce +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Wall Sconce,Wall sconce +,,,,,American,New York,American,Architecture,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Garden Landscape,Wall mural and fountain +,,,,,American,Chicago,American,Metal,"Wright, Frank Lloyd",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,Philadelphia|New York,American,Silver,"Reeves, Stephen|Richards, Samuel Jr.",United States|United States,Creampot,Cream pot +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort",United States,Vase,Vase +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Preparing and Cooking Cakes, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), bakers" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Cooking Cakes with Fat, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Preparing Dough, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sifting Meal, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Pounding Meal, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), cooking" +,,,,,American,New York,American,Metal,"Stourbridge Glass Company|Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Pitcher,Pitcher +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Pitcher,Pitcher +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Gifts from Western Asia, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), gifts" +,,,,,American|American,Cincinnati,American,Ceramics,"Valentien, Albert R.|Rookwood Pottery",United States,Vase,Vase +,,,,,American,,American,Natural Substances,"Wright, Frank Lloyd|Minic, Accessories ",United States,Vase,Vase +,,,,,Dutch,Delft,Dutch,Ceramics,"Brouwer, Justus|Porcelain, Axe The",Netherlands,Vase,Vase +,,,,,Dutch,Delft,Dutch,Ceramics,"Brouwer, Justus|Porcelain, Axe The",Netherlands,Vase,Vase +,,,,,American,Chicago,American,Metal,"Wright, Frank Lloyd",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Northampton County,,,,American,Ceramics,"Uhler, Andrew",United States,Plate,Plate +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Letter Opener,Letter opener +,,,McHenry,,,,American,Ceramics,Gates Potteries ,United States,Vase,Vase +,,,Staffordshire,,British,,British (American market),Ceramics,"Ridgway, John & William",England,Plate,Plate +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,McHenry,,,,American,Ceramics,"Gates Potteries |Gates, William Day",United States,Vase,Vase +,,,Montgomery County,,,,American,Ceramics,"Troxel, Henry",United States,Plate,Plate +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,Montgomery County,,,,American,Ceramics,"Neis, John",United States,Plate,Plate +,,,Montgomery County,,,,American,Ceramics,"Neis, John",United States,Plate,Plate +,,,,,American|American,Cincinnati,American,Ceramics,"McDonald, William Purcell|Rookwood Pottery",United States,Chief Joseph of the Nez Perce,Vase +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mellor, Venables & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mellor, Venables & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mellor, Venables & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wedgwood and Sons, Josiah",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wedgwood and Sons, Josiah",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mayer, Thomas",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mayer, Thomas",England,Plate,Plate +,,,Haute-Vienne,,French,Limoges,American,Ceramics,"Leonard, Anna B.|T & V",United States|France,Plate,Plate +,,,,,American|American,Cincinnati,American,Ceramics,"Nichols, Maria Longworth|Rookwood Pottery",United States,Aladdin Vase,Vase +,,,,,American,Buffalo,American,Ceramics,"Hunter, Dard|Roycroft ",United States,Vase,Vase +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Ridgway, Son & Co. William",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,,,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,,,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stevenson, & Williams Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Stevenson, Ralph",England,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Spinner, David",United States,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Spinner, David",United States,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Mumbouer, Conrad",United States,Plate,Plate +,,,Merseyside,,,Liverpool,,Ceramics,Sadler and Green ,England,Plate,Plate +,,,Northampton County,,,,American,Ceramics,"Roth, Heinrich",United States,Plate,Plate +,,,Montgomery County,,,,American,Ceramics,"Roudebuth, Henry",United States,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Rogers & Son John,England,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,Ridgway & Co. William,England|England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Wedgwood and Sons, Josiah",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,Bucks County,,,,American,Ceramics,"Spinner, David",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Mayer, Thomas",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"William, Adams & Sons",England,Cup Plate,Cup plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Clementson, Joseph",England,Cup Plate,Cup plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Challinor & Co. E.,England,Cup Plate,Cup plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Glass and Decorating Company|Tiffany Studios ",United States,Vase,Vase +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Bucks County,,,,American,Ceramics,"Mumbouer, Conrad",United States,Plate,Plate +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Furnaces",United States,Vase,Vase +,,,Northampton County,,,,American,Ceramics,"Stofflet, Heinrich",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,Berks County,,,,American,Ceramics,"Grimm, Solomon",United States,Plate,Plate +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,"Shaw, Anthony",England|England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Soup Plate,Soup plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Henshall, Williamson & Co. ",England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Jackson, Job & John",England,Plate,Plate +,,,,,American,Detroit,American,Ceramics,"Perry, Mary Chase|Pewabic Pottery ",United States,Vase,Vase +,,,Brooklyn,,,New York,American,Glass,Quezal Art Glass and Decorating Company ,United States,Vase,Vase +,,,,,American,Cincinnati,American,Ceramics,"Schmidt, Carl|Rookwood Pottery",United States,Vase,Vase +,,,Bucks County,,,,American,Ceramics,"Leidy, John I",United States,Plate,Plate +,,,,,American,,American,Architecture,"Wright, Frank Lloyd",Japan,"Urn from the Imperial Hotel, Tokyo, Japan",Urn +,,,Staffordshire|Staffordshire,,,Stoke-on-Trent|Stoke-on-Trent,British (American market),Ceramics,"Ashworth, & Bros. Ltd. G. L.",England|England,Plate,Plate +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Edwards J. & T.,England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Platter,Platter +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Clews, James and Ralph",England,Plate,Plate +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Plate,Plate +,,,,,American,Minneapolis,American,Glass,"Purcell, Feick and Elmslie |Elmslie, George Grant",United States,"Window from the J. C. Cross House, Minneapolis, Minnesota",Stained glass window +,,,,,American,Minneapolis,American,Glass,"Elmslie, George Grant|Purcell, Feick and Elmslie ",United States,"Window from the J. C. Cross House, Minneapolis, Minnesota",Stained glass window +,,,,,American,Minneapolis,American,Glass,"Elmslie, George Grant|Purcell, Feick and Elmslie ",United States,"Window from the J. C. Cross House, Minneapolis, Minnesota",Stained glass window +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,Providence,American,Silver,"Gorham Manufacturing Company|Maher, George Washington",United States,Knife,Knife +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,New York,American,Glass,"Tiffany Glass and Decorating Company|Tiffany, Louis Comfort",United States,Window,Window +,,,,,American,New York,American,Textiles,"Furman, Warner Williams Sarah",United States,Phebe Warner Coverlet,Coverlet +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Embroidered whitework coverlet,Coverlet +,,,,,German,Albany,American or German,Ceramics,"St. John, Olga|Rosenthal",United States|Germany,Plate,Plate +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,,,"American, born Germany",Manheim,American,Glass,"American Flint Glass Manufactory |Stiegel, Henry William",United States,Pocket bottle,Pocket bottle +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Winemaking, Tomb of Ipuy","Facsimile, Ipuy (TT 217), winemaking" +,,,,,"American, born Germany",Manheim,American,Glass,"Stiegel, Henry William|American Flint Glass Manufactory ",United States,Pocket bottle,Pocket bottle +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Saucer,Saucer +,,,,,American,,"American, Japanese",Ceramics,"Wright, Frank Lloyd|Noritake ",Japan,Saucer,Saucer +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Tray,Tray +,,,,,American,Boston,American,Silver,"Revere, Paul, Jr.|Revere, Paul Sr.",United States,Sauceboat,Sauceboat +,,,,,"American, born Germany",Elizabeth|Manheim,American,Glass,"American Flint Glass Manufactory |Stiegel, Henry William",United States|United States,Pocket bottle,Pocket bottle +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Cordial,Cordial +,,,,,British,Bennington,American,Ceramics,"Greatbach, Daniel|United States Pottery Company ",United States,Toby Jug,Toby jug +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Celery vase,Vase +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Goblet,Goblet +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Pitcher,Pitcher +,,,,,American,New York,American,Glass,Brooklyn Flint Glass Company|Stouvenel Joseph,United States,Decanter with stopper,Decanter +,,,,,American,Cambridge,American,Glass,"Doms, Francis|New England Glass Company ",United States,Decanter,Decanter +,,,,,French (active Britain)|American,Boston,American,Chordophone-Zither-plucked-harpsichord,"Dolmetsch, Arnold|Chickering & Sons",United States,Virginal,Virginal +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Match Box Holder,Match box holder +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Sadler, John",England,Tile,Tile +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,Providence,American,Silver,"Maher, George Washington|Gorham Manufacturing Company",United States,Fork,Fork +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sandal Maker, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), leather work, sandal" +,,,,,American,New York,American,Architecture,"Tiffany Studios |Tiffany, Louis Comfort",United States,Lintel,Lintel +,,,,,British,Jersey City,American,Ceramics,"Greatbach, Daniel|American Pottery Manufacturing Company ",United States,Teapot,Teapot +,,,,,British,Jersey City,American,Ceramics,"American Pottery Manufacturing Company |Greatbach, Daniel",United States,Teapot,Teapot +,,,Logan County,,,"Russelville, (""The Knob"")",American,Textiles,"Morton, Littlejohn Ellen|Morton, Bibb Margaret",United States,"Quilt, Star of Bethlehem pattern variation",Quilt +,,,,,British,Bennington,American,Ceramics,"Greatbach, Daniel|United States Pottery Company ",United States,Lioness Figure,Figure +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,Rogers & Son John,England,Teapot,Teapot +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Teacup and saucer,Teacup and saucer +,,,,,American,Brooklyn,American,Ceramics,"Müller, Karl L. H.|Union Porcelain Works ",United States,Teacup and saucer,Teacup and saucer +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Tea bowl,Tea bowl +,,,,,British,Bennington,American,Ceramics,"Greatbach, Daniel|Lyman, Fenton and Company |United States Pottery Company ",United States,Standing lion,Figure +,,,Sullivan County,,,Forestburgh,American,Textiles,"Ruddick, Susan Reed",United States,Wild Goose Chase Quilt,Quilt +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,Midwest ,American,,American,Furniture,"Wright, Frank Lloyd",United States,Light Fixture,Light fixture +,,,,,American,New York,American,Silver,"Groen, Jacob Marius",United States,Tankard,Tankard +,,,Sullivan County,,,Monticello,American,Textiles,"Trowbridge, Anna Susan Ruddick",United States,Nine Patch Quilt,Quilt +,,,,,American,New York,American,Furniture,"Davis, Alexander Jackson|Burns and Trainque ",United States,Library Table,Library table +,,,,,American,South Manchester,American,Textiles,"Cheney Brothers|Associated, Artists ",United States,Sample,Sample +,,,,,American,New York,American,Metal,"Tiffany Studios |Tiffany, Louis Comfort",United States,Letter Rack,Letter rack +,,,Suffolk County,,,Sag Harbor,American,Textiles,"Taft, Mary Malvina Cook",United States,Chintz appliquéd quilt,Quilt +,,,,,American,Brooklyn,American,Ceramics,"Union Porcelain Works |Müller, Karl L. H.",United States,Teapot,Teapot +,,,Staffordshire,,,,British (American market),Ceramics,"Wedgwood-Whieldon, partnership ",England,Teapot,Teapot +,,,Staffordshire,,,,British (American market),Ceramics,"Wedgwood-Whieldon, partnership ",England,Teapot,Teapot +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,Orange County,,,,American,Textiles,"Alexander, James",United States,Coverlet,Coverlet +,,,Bergen County,,American,,American,Textiles,"Haring, David Daniel",United States,Coverlet,Coverlet +,,,Merseyside,,,Liverpool,British,Ceramics,"Green, Guy",England,Tile,Tile +,,,,,American,Boston,American,Textiles,"Thomas, Mary Ann|Snow, Mrs. Deborah|Gore, John and Samuel",United States,Coat of Arms,Coat of Arms +,,,,,American,Philadelphia,American,Textiles,"Folwell, Samuel|Elizabeth Folwell's School",United States,Embroidered Picture,Embroidered picture +,,,,,American,Providence,American,Textiles,"Miss Balch's School|Bowler, Amy Harris",United States,Memorial to Metcalf and Samuel Bowler,Embroidered picture +,,,,,American,Newport,American,Textiles,"Wright, Mary|Osborn, Sarah",United States,Embroidered Picture,Embroidered picture +,,,Albany County,,,Cohoes,American,Textiles,"Samuels, Maria Holden",United States,Sampler,Sampler +,,,,,German,New York,American,Furniture,"Belter, J. H.",United States,Tête-à-tête,Tête-à-tête +,,,|,North India,French,Paris,,Jewelry,Cartier,France,Brooch,Brooch +,,,,,British,London,British,Silver,"Northcote, Thomas",England,Tea Spoon,Spoon +,,,,,British,London,British,Silver,"Northcote, Thomas",England,Tea Spoon,Spoon +,,,Montgomery County,,,Norriton Township,American,Textiles,"Metz, Leonard",United States,Coverlet,Coverlet +,,,,,American,Providence,American,Silver,"Gorham Manufacturing Company|Maher, George Washington",United States,Tea Spoon,Spoon +,,,Orange County,,,,American,Textiles,"Chapman, Jane Simonton",United States,Pillow Slip,Pillow slip +,,,,,American|American,New York,American,Textiles,"Wheeler, Candace|Cheney Brothers|Associated, Artists ",United States,Irises panel,Panel +,,,Staffordshire,,,Stoke-on-Trent,British (American market),Ceramics,"Stubbs, Joseph",England,Plate,Plate +,,,,,American,Philadelphia,American,Silver,"Wiltberger, Christian",United States,Teapot,Teapot +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,"Fishing and Fowling, from the Tomb of Ipuy","fishing and fowling, Facsimile, Ipuy (TT 217)" +reign of Ramesses II,"New Kingdom, Ramesside",Dynasty 19,,"Upper Egypt, Thebes",,,,,"Davies, Norman de Garis",Egypt,Ipuy and Wife Receive Offerings from Their Children (substantially restored),"Facsimile, restored, Ipuy (TT 217), offering, seated couple" +,,,Staffordshire,,British,,British (American market),Ceramics,"Wood & Sons, Enoch",England,Platter,Platter +,,,,,American,Chicago,American,Architecture,"Schneider, Kristian|Sullivan, Louis Henry",United States,"Ornament from the Scoville Building, Chicago",Ornament +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Paper Rack,Paper rack +,,,,,German,Augsburg,German,Glass-Stained,"Beck, Leonhard",Germany,Marriage Panel of Gabriel Weydacher and his wife Juliana Wemis with the Virgin and Child and Saints Barbara and Catherine,Panel +,,,,,French|Spanish,,French,Sculpture-Architectural,"Le Moiturier, Antoine|de la Huerta, Jean",France,Fragment from the Tomb of John the Fearless and Margaret of Austria,Tomb Fragment +,,,,,American,New York,American,Glass,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Grapevine Panel,Stained glass window +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Scene of Metal Workers, Tomb of Rekhmire","Facsimile, metal work, bellows, Rekhmire (TT 100)" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Metal Working, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), metal work" +,,,,,American,New York,American,Glass,"Tiffany Studios |Tiffany, Louis Comfort",United States,Grapevine Panel,Stained glass window +,,,,,American,Newark,American,Furniture,"Jelliff, John",United States,Overmantel Looking Glass,Looking glass +,,,,,American,Chicago,American,Architecture,"Sullivan, Louis Henry|Schneider, Kristian",United States,"Ornament from the Scoville Building, Chicago",Ornament +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Ramp Building Scene, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), ramp building" +reign of Ramesses I–Ramesses II,Twentieth Century; original New Kingdom,Dynasty 19,,"Upper Egypt, Thebes",,,,,"Wilkinson, Charles K.",Egypt,Cat Killing a Serpent,"Facsimile, Sennedjem, TT 1, cat, serpent" +,,,,,,Boston,American,Glass,"South Boston Flint Glass Works |Cains, Thomas|Phoenix Glass Works ",United States,Whale Oil Lamp,Whale oil lamp +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Moving a Stone Block, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stone masons, lever" +reign of Hatshepsut,Modern (model); New Kingdom (original),Dynasty 18,,"Upper Egypt, Thebes",,,,|,"Cornell, Howard I.",Egypt,Model of the Temple of Hatshepsut at Deir el-Bahri,"Temple of Hatshepsut, Deir el-Bahri, modern, model" +,,,,,Roman|British,London,British,Natural Substances,"Cicero, Marcus Tullius|Davies, T.",England,Book: Of the Nature of the Gods,Book +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Stone Cutters Measuring a Block, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stone cutting" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Stone Masons Sqaring a Block, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), stone masons" +,,,,Midwest United States,American,Chicago,,Silver,"Petterson, Studio",United States,Dish and Cover,Dish and cover +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sculptors at Work, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), sculptors" +,,,,,American,New York,American,Metal,"Tiffany, Louis Comfort|Tiffany Studios ",United States,Note Pad Holder,Note pad holder +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Nubians with a Giraffe and a Monkey, Tomb of Rekhmire","Facsimile, Nubians, giraffe, monkey Rekhmire (TT 100)" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Carpenter with Tools, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), carpenter" +,,,,,American,Philadelphia,American,Glass,"Gillinder and Sons, James",United States,Paperweight,Paperweight +,,,,,American,Philadelphia,American,Glass,"Gillinder and Sons, James",United States,Paperweight,Paperweight +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Carpenters at Work, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), carpenters" +,New Kingdom,Dynasty 18,,"Upper Egypt, Thebes",,,,,"Davies, Nina de Garis",Egypt,"Sawing a Plank, Tomb of Rekhmire","Facsimile, Rekhmire (TT 100), sawing" +,,,,,Scottish,New York,American,Furniture,"Phyfe, Duncan",United States,Pier Table,Pier table +,,,,,American,New York,American,Furniture,"Meeks, Joseph & Sons",United States,Pier Table,Pier table diff --git a/testdata/met_constraints.txt b/testdata/met/met_constraints.txt similarity index 100% rename from testdata/met_constraints.txt rename to testdata/met/met_constraints.txt diff --git a/tests/test_holoclean_repair.py b/tests/test_holoclean_repair.py index c2ae74fe9..53a0350e6 100644 --- a/tests/test_holoclean_repair.py +++ b/tests/test_holoclean_repair.py @@ -33,8 +33,8 @@ def test_hospital_with_init(): ).session # 2. Load training data and denial constraints. - hc.load_data('hospital', '../testdata/hospital.csv') - hc.load_dcs('../testdata/hospital_constraints.txt') + hc.load_data('hospital', '../testdata/hospital/hospital.csv') + hc.load_dcs('../testdata/hospital/hospital_constraints.txt') hc.ds.set_constraints(hc.get_dcs()) # 3. Detect erroneous cells using these two detectors. From 99c45f661d6d49527b07f3d96be63fe28fc0c410 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:18:18 -0400 Subject: [PATCH 02/48] Move active attributes to right after error detection and inside Dataset. Move correlations to separate module. --- dataset/dataset.py | 18 ++++++ detect/detect.py | 9 ++- detect/nulldetector.py | 3 +- detect/violationdetector.py | 4 +- domain/correlations.py | 51 +++++++++++++++ domain/domain.py | 124 +++++++++++------------------------- 6 files changed, 117 insertions(+), 92 deletions(-) create mode 100644 domain/correlations.py diff --git a/dataset/dataset.py b/dataset/dataset.py index f5eb3ef1a..784d5adaa 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -58,6 +58,10 @@ def __init__(self, name, env): self.single_attr_stats = {} # Domain stats for attribute pairs self.pair_attr_stats = {} + # Active attributes (attributes with errors) + self._active_attributes = None + # Attributes to train on + self.train_attrs = env["train_attrs"] # TODO(richardwu): load more than just CSV files def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): @@ -187,6 +191,20 @@ def get_attributes(self): raise Exception('ERROR No dataset loaded') return self.raw_data.get_attributes() + def get_active_attributes(self): + """ + get_active_attributes returns the attributes to be modeled. + These attributes correspond only to attributes that contain at least + one potentially erroneous cell, and if applicable, in the provided :param:`train_attrs` variable. + """ + if self._active_attributes is None: + raise Exception('ERROR no active attributes loaded. Run error detection first.') + + if self.train_attrs is None: + self.train_attrs = self.get_attributes() + + return sorted([attr for attr in self._active_attributes if attr in self.train_attrs]) + def get_cell_id(self, tuple_id, attr_name): """ get_cell_id returns cell ID: a unique ID for every cell. diff --git a/detect/detect.py b/detect/detect.py index 776443966..556f12305 100644 --- a/detect/detect.py +++ b/detect/detect.py @@ -33,11 +33,14 @@ def detect_errors(self, detectors): # Get unique errors only that might have been detected from multiple detectors. errors_df = pd.concat(errors, ignore_index=True).drop_duplicates().reset_index(drop=True) - errors_df['_cid_'] = errors_df.apply(lambda x: self.ds.get_cell_id(x['_tid_'], x['attribute']), axis=1) + if errors_df.shape[0]: + errors_df['_cid_'] = errors_df.apply(lambda x: self.ds.get_cell_id(x['_tid_'], x['attribute']), axis=1) logging.info("detected %d potentially erroneous cells", errors_df.shape[0]) # Store errors to db. self.store_detected_errors(errors_df) + # Store the active attributes to Dataset. + self.store_active_attributes(errors_df) status = "DONE with error detection." toc_total = time.clock() detect_time = toc_total - tic_total @@ -49,3 +52,7 @@ def store_detected_errors(self, errors_df): self.ds.generate_aux_table(AuxTables.dk_cells, errors_df, store=True) self.ds.aux_table[AuxTables.dk_cells].create_db_index(self.ds.engine, ['_cid_']) + def store_active_attributes(self, errors_df): + if errors_df.empty: + raise Exception("ERROR: Detected errors dataframe is empty.") + self.ds._active_attributes = sorted(errors_df['attribute'].unique()) diff --git a/detect/nulldetector.py b/detect/nulldetector.py index ae30b9276..eba50a2d3 100644 --- a/detect/nulldetector.py +++ b/detect/nulldetector.py @@ -26,9 +26,8 @@ def detect_noisy_cells(self): _tid_: entity ID attribute: attribute with NULL value for this entity """ - attributes = self.ds.get_attributes() errors = [] - for attr in attributes: + for attr in self.ds.get_attributes(): tmp_df = self.df[self.df[attr] == NULL_REPR]['_tid_'].to_frame() tmp_df.insert(1, "attribute", attr) errors.append(tmp_df) diff --git a/detect/violationdetector.py b/detect/violationdetector.py index 263ae8f4d..617eb9356 100644 --- a/detect/violationdetector.py +++ b/detect/violationdetector.py @@ -48,7 +48,9 @@ def detect_noisy_cells(self): attr_list = attrs[i] tmp_df = self.gen_tid_attr_output(res, attr_list) errors.append(tmp_df) - errors_df = pd.concat(errors, ignore_index=True).drop_duplicates().reset_index(drop=True) + errors_df = pd.concat(errors, ignore_index=True) + if errors_df.shape[0]: + errors_df = errors_df.drop_duplicates().reset_index(drop=True) return errors_df def to_sql(self, tbl, c): diff --git a/domain/correlations.py b/domain/correlations.py new file mode 100644 index 000000000..b8929d83e --- /dev/null +++ b/domain/correlations.py @@ -0,0 +1,51 @@ +from pyitlib import discrete_random_variable as drv + +from utils import NULL_REPR + +def compute_norm_cond_entropy_corr(data_df, attrs_from, attrs_to): + """ + Computes the correlations between attributes by calculating + the normalized conditional entropy between them. The conditional + entropy is asymmetric, therefore we need pairwise computation. + + The computed correlations are stored in a dictionary in the format: + { + attr_a: { cond_attr_i: corr_strength_a_i, + cond_attr_j: corr_strength_a_j, ... }, + attr_b: { cond_attr_i: corr_strength_b_i, ...} + } + + :return a dictionary of correlations + """ + corr = {} + # Compute pair-wise conditional entropy. + for x in attrs_from: + corr[x] = {} + for y in attrs_to: + # Set correlation to 1 for same attributes. + if x == y: + corr[x][y] = 1.0 + continue + + xy_df = data_df[[x, y]] + xy_df = xy_df.loc[~(xy_df[x] == NULL_REPR) & ~(xy_df[y] == NULL_REPR)] + x_vals = xy_df[x] + x_domain_size = x_vals.nunique() + + # Set correlation to 0.0 if entropy of x is 1 (only one possible value). + if x_domain_size == 1 or len(xy_df) == 0: + corr[x][y] = 0.0 + continue + + # Compute the conditional entropy H(x|y) = H(x,y) - H(y). + # H(x,y) denotes H(x U y). + # If H(x|y) = 0, then y determines x, i.e., y -> x. + # Use the domain size of x as a log base for normalization. + y_vals = xy_df[y] + + x_y_entropy = drv.entropy_conditional(x_vals, y_vals, base=x_domain_size).item() + + # The conditional entropy is 0 for strongly correlated attributes and 1 for + # completely independent attributes. We reverse this to reflect the correlation. + corr[x][y] = 1.0 - x_y_entropy + return corr diff --git a/domain/domain.py b/domain/domain.py index 55fbeee0f..193927271 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -1,14 +1,16 @@ +import collections +from functools import lru_cache import logging import pandas as pd import time import itertools import numpy as np -from pyitlib import discrete_random_variable as drv from tqdm import tqdm from dataset import AuxTables, CellStatus -from .estimators import NaiveBayes +from .estimators import * +from .correlations import compute_norm_cond_entropy_corr from utils import NULL_REPR @@ -25,17 +27,19 @@ def __init__(self, env, dataset, max_sample=5): self.weak_label_thresh = env["weak_label_thresh"] self.domain_thresh_2 = env["domain_thresh_2"] self.max_domain = env["max_domain"] + self.cor_strength = env["cor_strength"] + self.estimator_type = env["estimator_type"] + self.setup_complete = False - self.active_attributes = None self.domain = None self.total = None self.correlations = None self._corr_attrs = {} - self.cor_strength = env["cor_strength"] self.max_sample = max_sample self.single_stats = {} self.pair_stats = {} self.all_attrs = {} + self.domain_df = None def setup(self): """ @@ -51,60 +55,17 @@ def setup(self): toc = time.time() return status, toc - tic + # TODO(richardwu): move this to Dataset after loading data. def compute_correlations(self): """ compute_correlations memoizes to self.correlations; a data structure that contains pairwise correlations between attributes (values are treated as discrete categories). """ - self.correlations = self._compute_norm_cond_entropy_corr() - - def _compute_norm_cond_entropy_corr(self): - """ - Computes the correlations between attributes by calculating - the normalized conditional entropy between them. The conditional - entropy is asymmetric, therefore we need pairwise computation. - - The computed correlations are stored in a dictionary in the format: - { - attr_a: { cond_attr_i: corr_strength_a_i, - cond_attr_j: corr_strength_a_j, ... }, - attr_b: { cond_attr_i: corr_strength_b_i, ...} - } - - :return a dictionary of correlations - """ - data_df = self.ds.get_raw_data() - attrs = self.ds.get_attributes() - - corr = {} - # Compute pair-wise conditional entropy. - for x in attrs: - corr[x] = {} - x_vals = data_df[x] - x_domain_size = x_vals.nunique() - for y in attrs: - # Set correlation to 0.0 if entropy of x is 1 (only one possible value). - if x_domain_size == 1: - corr[x][y] = 0.0 - continue - - # Set correlation to 1 for same attributes. - if x == y: - corr[x][y] = 1.0 - continue - - # Compute the conditional entropy H(x|y) = H(x,y) - H(y). - # H(x,y) denotes H(x U y). - # If H(x|y) = 0, then y determines x, i.e., y -> x. - # Use the domain size of x as a log base for normalization. - y_vals = data_df[y] - x_y_entropy = drv.entropy_conditional(x_vals, y_vals, base=x_domain_size) - - # The conditional entropy is 0 for strongly correlated attributes and 1 for - # completely independent attributes. We reverse this to reflect the correlation. - corr[x][y] = 1.0 - x_y_entropy - return corr + logging.debug("Computing correlations...") + self.correlations = compute_norm_cond_entropy_corr(self.ds.get_raw_data(), + self.ds.get_attributes(), + self.ds.get_attributes()) def store_domains(self, domain): """ @@ -116,20 +77,17 @@ def store_domains(self, domain): _tid_: entity/tuple ID _cid_: cell ID _vid_: random variable ID (all cells with more than 1 domain value) - _ - """ if domain.empty: raise Exception("ERROR: Generated domain is empty.") - else: - self.ds.generate_aux_table(AuxTables.cell_domain, domain, store=True, index_attrs=['_vid_']) - self.ds.aux_table[AuxTables.cell_domain].create_db_index(self.ds.engine, ['_tid_']) - self.ds.aux_table[AuxTables.cell_domain].create_db_index(self.ds.engine, ['_cid_']) - query = "SELECT _vid_, _cid_, _tid_, attribute, a.rv_val, a.val_id from %s , unnest(string_to_array(regexp_replace(domain,\'[{\"\"}]\',\'\',\'gi\'),\'|||\')) WITH ORDINALITY a(rv_val,val_id)" % AuxTables.cell_domain.name - self.ds.generate_aux_table_sql(AuxTables.pos_values, query, index_attrs=['_tid_', 'attribute']) + self.ds.generate_aux_table(AuxTables.cell_domain, domain, store=True) + self.ds.aux_table[AuxTables.cell_domain].create_db_index(self.ds.engine, ['_vid_']) + self.ds.aux_table[AuxTables.cell_domain].create_db_index(self.ds.engine, ['_tid_']) + self.ds.aux_table[AuxTables.cell_domain].create_db_index(self.ds.engine, ['_cid_']) + query = "SELECT _vid_, _cid_, _tid_, attribute, a.rv_val, a.val_id from %s , unnest(string_to_array(regexp_replace(domain,\'[{\"\"}]\',\'\',\'gi\'),\'|||\')) WITH ORDINALITY a(rv_val,val_id)" % AuxTables.cell_domain.name + self.ds.generate_aux_table_sql(AuxTables.pos_values, query, index_attrs=['_tid_', 'attribute']) def setup_attributes(self): - self.active_attributes = self.get_active_attributes() total, single_stats, pair_stats = self.ds.get_statistics() self.total = total self.single_stats = single_stats @@ -164,23 +122,11 @@ def _pruned_pair_stats(self, pair_stats): # based on the co-occurrence probability threshold # domain_thresh_1. tau = float(self.domain_thresh_1*denominator) - top_cands = [val2 for (val2, count) in pair_stats[attr1][attr2][val1].items() if count > tau] + top_cands = [(val2, count/denominator) for (val2, count) in pair_stats[attr1][attr2][val1].items() if count > tau] out[attr1][attr2][val1] = top_cands return out - def get_active_attributes(self): - """ - get_active_attributes returns the attributes to be modeled. - These attributes correspond only to attributes that contain at least - one potentially erroneous cell. - """ - query = 'SELECT DISTINCT attribute as attribute FROM {}'.format(AuxTables.dk_cells.name) - result = self.ds.engine.execute_query(query) - if not result: - raise Exception("No attribute contains erroneous cells.") - # Sort the active attributes to maintain the order of the ids of random variable. - return sorted(itertools.chain(*result)) - + @lru_cache(maxsize=None) def get_corr_attributes(self, attr, thres): """ get_corr_attributes returns attributes from self.correlations @@ -190,17 +136,12 @@ def get_corr_attributes(self, attr, thres): :param attr: (string) the original attribute to get the correlated attributes for. :param thres: (float) correlation threshold (absolute) for returned attributes. """ - # Not memoized: find correlated attributes from correlation dictionary. - if (attr, thres) not in self._corr_attrs: - self._corr_attrs[(attr, thres)] = [] - - if attr in self.correlations: - attr_correlations = self.correlations[attr] - self._corr_attrs[(attr, thres)] = sorted([corr_attr - for corr_attr, corr_strength in attr_correlations.items() - if corr_attr != attr and corr_strength > thres]) - - return self._corr_attrs[(attr, thres)] + if attr not in self.correlations: + return [] + attr_correlations = self.correlations[attr] + return sorted([corr_attr + for corr_attr, corr_strength in attr_correlations.items() + if corr_attr != attr and corr_strength > thres]) def generate_domain(self): """ @@ -222,7 +163,7 @@ def generate_domain(self): domain: ||| separated string of domain values domain_size: length of domain init_value: initial value for this cell - init_value_idx: domain index of init_value + init_index: domain index of init_value fixed: 1 if a random sample was taken since no correlated attributes/top K values """ @@ -231,16 +172,23 @@ def generate_domain(self): "Call to setup active attributes. Error detection should be performed before setup.") logging.debug('generating initial set of un-pruned domain values...') + records = self.ds.get_raw_data().to_records() + self.all_attrs = list(records.dtype.names) + vid = 0 + domain_df = None + tic = time.clock() # Iterate over dataset rows. cells = [] vid = 0 records = self.ds.get_raw_data().to_records() self.all_attrs = list(records.dtype.names) + for row in tqdm(list(records)): tid = row['_tid_'] - for attr in self.active_attributes: + for attr in self.ds.get_active_attributes(): init_value, init_value_idx, dom = self.get_domain_cell(attr, row) + # We will use an estimator model for additional weak labelling # below, which requires an initial pruned domain first. # Weak labels will be trained on the init values. From da83103c76d789070ce28186bd7f6799c4bcb613 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:19:26 -0400 Subject: [PATCH 03/48] Remove 2.7 tests from Travis because of Python 3 features. --- .gitignore | 2 ++ .travis.yml | 1 - 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index c443411b9..6e29259e2 100644 --- a/.gitignore +++ b/.gitignore @@ -8,7 +8,9 @@ _static _templates .DS_store .venv +*.swo *.swp +*.swn *.pyc .cache/ diff --git a/.travis.yml b/.travis.yml index 4c30604b0..d546da49d 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,6 +1,5 @@ language: python python: - - "2.7" - "3.6" addons: From a340cac2be474bae66d956d36a41fef2feb70d3d Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:21:25 -0400 Subject: [PATCH 04/48] Refactor domain generation sort domain by co-occurrence probability and also domain generation for tuple embedding model. --- domain/domain.py | 272 +++++++++++++++++++++++++++++++---------------- 1 file changed, 180 insertions(+), 92 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index 193927271..9264a8469 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -49,8 +49,8 @@ def setup(self): tic = time.time() self.compute_correlations() self.setup_attributes() - domain = self.generate_domain() - self.store_domains(domain) + self.generate_domain() + self.store_domains(self.domain_df) status = "DONE with domain preparation." toc = time.time() return status, toc - tic @@ -241,128 +241,62 @@ def generate_domain(self): "fixed": cell_status}) vid += 1 domain_df = pd.DataFrame(data=cells).sort_values('_vid_') + logging.debug('domain size stats: %s', domain_df['domain_size'].describe()) logging.debug('DONE generating initial set of domain values in %.2f', time.clock() - tic) - # Skip estimator model since we do not require any weak labelling or domain - # pruning based on posterior probabilities. - if self.env['weak_label_thresh'] == 1 and self.env['domain_thresh_2'] == 0: - return domain_df - - # Run pruned domain values from correlated attributes above through - # posterior model for a naive probability estimation. - logging.debug('training posterior model for estimating domain value probabilities...') - tic = time.clock() - estimator = NaiveBayes(self.env, self.ds, domain_df, self.correlations) - logging.debug('DONE training posterior model in %.2fs', time.clock() - tic) - - # Predict probabilities for all pruned domain values. - logging.debug('predicting domain value probabilities from posterior model...') - tic = time.clock() - preds_by_cell = estimator.predict_pp_batch() - logging.debug('DONE predictions in %.2f secs, re-constructing cell domain...', time.clock() - tic) - - logging.debug('re-assembling final cell domain table...') - tic = time.clock() - # iterate through raw/current data and generate posterior probabilities for - # weak labelling - num_weak_labels = 0 - updated_domain_df = [] - for preds, row in tqdm(zip(preds_by_cell, domain_df.to_records())): - # Do not re-label single valued cells. - if row['fixed'] == CellStatus.SINGLE_VALUE.value: - updated_domain_df.append(row) - continue - - # prune domain if any of the values are above our domain_thresh_2 - preds = [[val, proba] for val, proba in preds if proba >= self.domain_thresh_2] or preds - - # cap the maximum # of domain values to self.max_domain based on probabilities. - domain_values = [val for val, proba in sorted(preds, key=lambda pred: pred[1], reverse=True)[:self.max_domain]] - - # ensure the initial value is included even if its probability is low. - if row['init_value'] not in domain_values and row['init_value'] != NULL_REPR: - domain_values.append(row['init_value']) - domain_values = sorted(domain_values) - # update our memoized domain values for this row again - row['domain'] = '|||'.join(domain_values) - row['domain_size'] = len(domain_values) - # update init index based on new domain - if row['init_value'] in domain_values: - row['init_index'] = domain_values.index(row['init_value']) - # update weak label index based on new domain - if row['weak_label'] != NULL_REPR: - row['weak_label_idx'] = domain_values.index(row['weak_label']) - - weak_label, weak_label_prob = max(preds, key=lambda pred: pred[1]) - - # Assign weak label if it is not the same as init AND domain value - # exceeds our weak label threshold. - if weak_label != row['init_value'] and weak_label_prob >= self.weak_label_thresh: - num_weak_labels += 1 - - weak_label_idx = domain_values.index(weak_label) - row['weak_label'] = weak_label - row['weak_label_idx'] = weak_label_idx - row['fixed'] = CellStatus.WEAK_LABEL.value - - updated_domain_df.append(row) - - # update our cell domain df with our new updated domain - domain_df = pd.DataFrame.from_records(updated_domain_df, columns=updated_domain_df[0].dtype.names).drop('index', axis=1).sort_values('_vid_') - logging.debug('DONE assembling cell domain table in %.2fs', time.clock() - tic) - - logging.info('number of (additional) weak labels assigned from posterior model: %d', num_weak_labels) - - logging.debug('DONE generating domain and weak labels') + self.domain_df = domain_df return domain_df def get_domain_cell(self, attr, row): """ get_domain_cell returns a list of all domain values for the given - entity (row) and attribute. The domain never has null as a possible value. + entity (row) and attribute. the domain never has null as a possible value. - We define domain values as values in 'attr' that co-occur with values + we define domain values as values in 'attr' that co-occur with values in attributes ('cond_attr') that are correlated with 'attr' at least in magnitude of self.cor_strength (init parameter). - For example: + for example: cond_attr | attr - H B <-- current row - H C - I D - H E + h b <-- current row + h c + i d + h e - This would produce [B,C,E] as domain values. + this would produce [b,c,e] as domain values. :return: (initial value of entity-attribute, domain values for entity-attribute). """ - domain = set() + domain = collections.OrderedDict() init_value = row[attr] correlated_attributes = self.get_corr_attributes(attr, self.cor_strength) - # Iterate through all correlated attributes and take the top K co-occurrence values + # iterate through all correlated attributes and take the top k co-occurrence values # for 'attr' with the current row's 'cond_attr' value. for cond_attr in correlated_attributes: - # Ignore correlations with index, tuple id or the same attribute. + # ignore correlations with index, tuple id or the same attribute. if cond_attr == attr or cond_attr == '_tid_': continue if not self.pair_stats[cond_attr][attr]: logging.warning("domain generation could not find pair_statistics between attributes: {}, {}".format(cond_attr, attr)) continue cond_val = row[cond_attr] - # Ignore co-occurrence with a NULL cond init value since we do not + # ignore co-occurrence with a null cond init value since we do not # store them. - # Also it does not make sense to retrieve the top co-occuring - # values with a NULL value. - # It is possible for cond_val to not be in pair stats if it only co-occurs - # with NULL values. + # also it does not make sense to retrieve the top co-occuring + # values with a null value. + # it is possible for cond_val to not be in pair stats if it only co-occurs + # with null values. if cond_val == NULL_REPR or cond_val not in self.pair_stats[cond_attr][attr]: continue - # Update domain with top co-occuring values with the cond init value. + # update domain with top co-occuring values with the cond init value. candidates = self.pair_stats[cond_attr][attr][cond_val] - domain.update(candidates) + for val, freq in candidates: + if val in domain and domain[val] > freq: + continue + domain[val] = freq # We should not have any NULLs since we do not store co-occurring NULL # values. @@ -370,7 +304,9 @@ def get_domain_cell(self, attr, row): # Add the initial value to the domain if it is not NULL. if init_value != NULL_REPR: - domain.add(init_value) + domain[init_value] = 1 + + domain = [val for (val, freq) in reversed(sorted(domain.items(), key=lambda t: t[1]))][:self.max_domain] # Convert to ordered list to preserve order. domain_lst = sorted(list(domain)) @@ -401,3 +337,155 @@ def get_random_domain(self, attr, cur_value): else: additional_values = [] return sorted(additional_values) + + def generate_domain_embedding(self, domain_attrs): + """ + Simple version of generate_domain (for TupleEmbedding) (no random + sampling). + + Generates domains for the attributes in domain_attrs. + + :return: DataFrame with columns + _tid_: entity/tuple ID + attribute: attribute name + _cid_: cell ID (one for every cell in the raw data in active attributes) + _vid_: random variable ID (one for every cell with a domain of at least size 2) + domain: ||| separated string of domain values + domain_size: length of domain + init_value: initial value for this cell + init_index: domain index of init_value + """ + self.compute_correlations() + self.setup_attributes() + + logging.debug('generating initial set of un-pruned domain values...') + records = self.ds.get_raw_data().to_records() + self.all_attrs = list(records.dtype.names) + vid = 0 + domain_df = None + + cells = [] + for row in tqdm(list(records)): + tid = row['_tid_'] + for attr in domain_attrs: + init_value, init_value_idx, dom = self.get_domain_cell(attr, row) + cid = self.ds.get_cell_id(tid, attr) + cells.append({"_tid_": tid, + "attribute": attr, + "_cid_": cid, + "_vid_": vid, + "domain": "|||".join(dom), + "domain_size": len(dom), + "init_value": init_value, + "init_index": init_value_idx, + }) + vid += 1 + + if domain_df is not None: + domain_df = pd.concat([domain_df, pd.DataFrame(data=cells)]).reset_index(drop=True) + else: + domain_df = pd.DataFrame(data=cells) + + domain_df = domain_df.sort_values('_vid_') + return domain_df + + def run_estimator(self): + """ + Runs weak labelling and domain pruning using estimator on domain + dataframe. + """ + self.domain_df = self._run_estimator() + self.store_domains(self.domain_df) + + def _run_estimator(self): + # Skip estimator model since we do not require any weak labelling or domain + # pruning based on estimator's posterior probabilities. + if self.env['estimator_type'] is None \ + or (self.env['weak_label_thresh'] == 1 \ + and self.env['domain_thresh_2'] == 0): + return self.domain_df + + domain_df = self.domain_df.sort_values('_vid_') + + # Run pruned domain values from correlated attributes above through + # estimator model for a naive probability estimation. + logging.debug('training estimator for estimating domain value probabilities...') + tic = time.clock() + + logging.debug('using estimator: %s', self.env['estimator_type']) + estimator = None + if self.env['estimator_type'] == 'NaiveBayes': + estimator = NaiveBayes(self.env, self.ds, domain_df, self.correlations) + elif self.env['estimator_type'] == 'Logistic': + estimator = Logistic(self.env, self.ds, domain_df) + elif self.env['estimator_type'] == 'TupleEmbedding': + estimator = TupleEmbedding(self.env, self.ds, domain_df) + else: + raise Exception('estimator_type must be one of {NaiveBayes, Logistic, TupleEmbedding}') + estimator.train(self.env['estimator_epochs'], self.env['estimator_batch_size']) + logging.debug('DONE training estimator in %.2fs', time.clock() - tic) + + # Predict probabilities for all pruned domain values. + logging.debug('predicting domain value probabilities from estimator...') + tic = time.clock() + preds_by_cell = estimator.predict_pp_batch() + logging.debug('DONE predictions in %.2f secs, re-constructing cell domain...', time.clock() - tic) + + logging.debug('re-assembling final cell domain table...') + tic = time.clock() + # iterate through raw/current data and generate posterior probabilities for + # weak labelling + num_weak_labels = 0 + updated_domain_df = [] + + # TODO(richardwu): we currently do not do anything with is_cat. + for (vid, is_cat, preds), row in tqdm(list(zip(preds_by_cell, domain_df.to_records()))): + # Do not re-label single valued cells. + if row['fixed'] == CellStatus.SINGLE_VALUE.value: + updated_domain_df.append(row) + continue + + # prune domain if any of the values are above our domain_thresh_2 + preds = [[val, proba] for val, proba in preds if proba >= self.domain_thresh_2] or preds + + # cap the maximum # of domain values to self.max_domain based on probabilities. + domain_values = [val for val, proba in sorted(preds, key=lambda pred: pred[1], reverse=True)[:self.max_domain]] + + # ensure the initial value is included even if its probability is low. + if row['init_value'] not in domain_values and row['init_value'] != NULL_REPR: + domain_values.append(row['init_value']) + domain_values = sorted(domain_values) + # update our memoized domain values for this row again + row['domain'] = '|||'.join(domain_values) + row['domain_size'] = len(domain_values) + # update init index based on new domain + if row['init_value'] in domain_values: + row['init_index'] = domain_values.index(row['init_value']) + # update weak label index based on new domain + if row['weak_label'] != NULL_REPR: + row['weak_label_idx'] = domain_values.index(row['weak_label']) + + weak_label, weak_label_prob = max(preds, key=lambda pred: pred[1]) + + # Assign weak label if it is not the same as init AND domain value + # exceeds our weak label threshold. + if weak_label != row['init_value'] and weak_label_prob >= self.weak_label_thresh: + num_weak_labels += 1 + + weak_label_idx = domain_values.index(weak_label) + row['weak_label'] = weak_label + row['weak_label_idx'] = weak_label_idx + row['fixed'] = CellStatus.WEAK_LABEL.value + + updated_domain_df.append(row) + + # update our cell domain df with our new updated domain + domain_df = pd.DataFrame.from_records(updated_domain_df, + columns=updated_domain_df[0].dtype.names)\ + .drop('index', axis=1).sort_values('_vid_') + logging.debug('DONE assembling cell domain table in %.2fs', time.clock() - tic) + + logging.info('number of (additional) weak labels assigned from estimator: %d', num_weak_labels) + + logging.debug('DONE generating domain and weak labels') + return domain_df From 96080c18f38b9c9f5135c6a6bf5cf068f695291f Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:23:20 -0400 Subject: [PATCH 05/48] Make co-occurrence featurizer only generate co-occurrence features for active attributes. Refactored domain to run estimator separately from domain generation. --- domain/domain.py | 4 +- holoclean.py | 27 ++++-- repair/featurize/occurattrfeat.py | 22 +++-- tests/test_holoclean_repair.py | 133 ++++++++++++------------------ 4 files changed, 94 insertions(+), 92 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index 9264a8469..7fb55720b 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -39,7 +39,6 @@ def __init__(self, env, dataset, max_sample=5): self.single_stats = {} self.pair_stats = {} self.all_attrs = {} - self.domain_df = None def setup(self): """ @@ -49,7 +48,7 @@ def setup(self): tic = time.time() self.compute_correlations() self.setup_attributes() - self.generate_domain() + self.domain_df = self.generate_domain() self.store_domains(self.domain_df) status = "DONE with domain preparation." toc = time.time() @@ -244,7 +243,6 @@ def generate_domain(self): logging.debug('domain size stats: %s', domain_df['domain_size'].describe()) logging.debug('DONE generating initial set of domain values in %.2f', time.clock() - tic) - self.domain_df = domain_df return domain_df def get_domain_cell(self, attr, row): diff --git a/holoclean.py b/holoclean.py index 6eb27180a..cef8ebbf5 100644 --- a/holoclean.py +++ b/holoclean.py @@ -138,7 +138,7 @@ (('-fn', '--feature-norm'), {'metavar': 'FEATURE_NORM', 'dest': 'feature_norm', - 'default': True, + 'default': False, 'type': bool, 'help': 'Normalize the features before training.'}), (('-wn', '--weight_norm'), @@ -147,10 +147,16 @@ 'default': False, 'type': bool, 'help': 'Normalize the weights after every forward pass during training.'}), + (('-et', '--estimator_type'), + {'metavar': 'ESTIMATOR_TYPE', + 'dest': 'estimator_type', + 'default': 'NaiveBayes', + 'type': str, + 'help': 'Which weak labelling and domain generation estimator to use. One of {NaiveBayes, Logistic, TupleEmbedding}.'}), (('-ee', '--estimator_epochs'), {'metavar': 'ESTIMATOR_EPOCHS', 'dest': 'estimator_epochs', - 'default': 3, + 'default': 10, 'type': int, 'help': 'Number of epochs to run the weak labelling and domain generation estimator.'}), (('-ebs', '--estimator_batch_size'), @@ -159,6 +165,12 @@ 'default': 32, 'type': int, 'help': 'Size of batch used in SGD in the weak labelling and domain generation estimator.'}), + (('-ta', '--train_attrs'), + {'metavar': 'TRAIN_ATTRS', + 'dest': 'train_attrs', + 'default': None, + 'type': list, + 'help': 'List of attributes to train and infer on. If None, train and infer on all columns. For example passing a list of one column allows one to train HoloClean on one column.'}), ] # Flags for Holoclean mode @@ -267,7 +279,6 @@ def __init__(self, env, name="session"): self.repair_engine = RepairEngine(env, self.ds) self.eval_engine = EvalEngine(env, self.ds) - def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): """ load_data takes the filepath to a CSV file to load as the initial dataset. @@ -309,10 +320,16 @@ def detect_errors(self, detect_list): logging.info(status) logging.debug('Time to detect errors: %.2f secs', detect_time) - def setup_domain(self): + def generate_domain(self): status, domain_time = self.domain_engine.setup() logging.info(status) - logging.debug('Time to setup the domain: %.2f secs', domain_time) + logging.debug('Time to generate the domain: %.2f secs', domain_time) + + def run_estimator(self): + """ + Uses estimator to weak label and prune domain. + """ + self.domain_engine.run_estimator() def repair_errors(self, featurizers): status, feat_time = self.repair_engine.setup_featurized_ds(featurizers) diff --git a/repair/featurize/occurattrfeat.py b/repair/featurize/occurattrfeat.py index 98db4b2d4..037b78eff 100644 --- a/repair/featurize/occurattrfeat.py +++ b/repair/featurize/occurattrfeat.py @@ -10,12 +10,20 @@ class OccurAttrFeaturizer(Featurizer): + """ + Generates co-occurrence features for + RV ATTR | COND ATTR + where RV ATTR are all attributes that are "active" i.e. those that + we want to learn for (in domain) and COND ATTR are all attributes in the + dataset. + """ def specific_setup(self): self.name = 'OccurAttrFeaturizer' if not self.setup_done: raise Exception('Featurizer {} is not properly setup.'.format(self.name)) + self.active_attrs = self.ds.get_active_attributes() + self.active_attr_to_idx = {attr: idx for idx, attr in enumerate(self.active_attrs)} self.all_attrs = self.ds.get_attributes() - self.attrs_number = len(self.ds.attr_to_idx) self.raw_data_dict = {} self.total = None self.single_stats = None @@ -46,13 +54,17 @@ def create_tensor(self): return combined def gen_feat_tensor(self, row, tuple): - tensor = torch.zeros(1, self.classes, self.attrs_number * self.attrs_number) + # We only generate co-occurrence features for cells that are 'active' or + # in our domain. Each active attribute will have co-occurrences with + # all other attributes, hence the following product. + tensor = torch.zeros(1, self.classes, len(self.active_attrs) * len(self.all_attrs)) rv_attr = row['attribute'] domain = row['domain'].split('|||') rv_domain_idx = {val: idx for idx, val in enumerate(domain)} # We should not have any NULLs in our domain. assert NULL_REPR not in rv_domain_idx - rv_attr_idx = self.ds.attr_to_idx[rv_attr] + rv_attr_idx = self.active_attr_to_idx[rv_attr] + # Iterate through all /given/ or /conditional/ attributes for attr in self.all_attrs: val = tuple[attr] @@ -70,9 +82,9 @@ def gen_feat_tensor(self, row, tuple): count2 = float(all_vals.get(rv_val, 0.0)) prob = count2 / count1 if rv_val in rv_domain_idx: - index = rv_attr_idx * self.attrs_number + attr_idx + index = rv_attr_idx * len(self.active_attrs) + attr_idx tensor[0][rv_domain_idx[rv_val]][index] = prob return tensor def feature_names(self): - return ["{} X {}".format(attr1, attr2) for attr1 in self.all_attrs for attr2 in self.all_attrs] + return ["{} | {}".format(attr1, attr2) for attr1 in self.active_attrs for attr2 in self.all_attrs] diff --git a/tests/test_holoclean_repair.py b/tests/test_holoclean_repair.py index 53a0350e6..d8330f1bb 100644 --- a/tests/test_holoclean_repair.py +++ b/tests/test_holoclean_repair.py @@ -6,8 +6,7 @@ TOL = 1e-9 - -def test_hospital_with_init(): +def template(featurizers, estimator_type): db_name = random_database() try: @@ -27,9 +26,8 @@ def test_hospital_with_init(): batch_size=1, verbose=True, timeout=3 * 60000, - feature_norm=False, - weight_norm=False, - print_fw=True + print_fw=True, + estimator_type=estimator_type, ).session # 2. Load training data and denial constraints. @@ -42,94 +40,71 @@ def test_hospital_with_init(): hc.detect_errors(detectors) # 4. Repair errors utilizing the defined features. - hc.setup_domain() - featurizers = [ - InitAttrFeaturizer(), - OccurAttrFeaturizer(), - FreqFeaturizer(), - ConstraintFeaturizer(), - ] - + hc.generate_domain() + hc.run_estimator() hc.repair_errors(featurizers) # 5. Evaluate the correctness of the results. - report = hc.evaluate(fpath='../testdata/hospital_clean.csv', + report = hc.evaluate(fpath='../testdata/hospital/hospital_clean.csv', tid_col='tid', attr_col='attribute', val_col='correct_val') - # We assert that our key metrics are exactly as tested for hospital. - # If these assertions ever fail in a new change, the results should - # be comparable if not better than before, unless a clear and correct - # reason can be given. - assert report.correct_repairs == 232 - assert report.total_repairs == 232 - assert abs(report.precision - 1.) < TOL - assert abs(report.recall - 232. / 509) < TOL - assert abs(report.repair_recall - 232. / 435) < TOL - assert report.total_repairs_grdt_correct == 0 + return report + finally: delete_database(db_name) -def test_hospital_without_init(): - db_name = random_database() +# We assert that our key metrics are exactly as tested for hospital. +# If these assertions ever fail in a new change, the results should +# be comparable if not better than before, unless a clear and correct +# reason can be given. - try: - # 1. Setup a HoloClean session. - hc = holoclean.HoloClean( - db_name='holo', - domain_thresh_1=0.0, - domain_thresh_2=0.0, - weak_label_thresh=0.99, - max_domain=10000, - cor_strength=0.6, - nb_cor_strength=0.8, - epochs=10, - weight_decay=0.01, - learning_rate=0.001, - threads=1, - batch_size=1, - verbose=True, - timeout=3 * 60000, - feature_norm=False, - weight_norm=False, - print_fw=True - ).session - - # 2. Load training data and denial constraints. - hc.load_data('hospital', '../testdata/hospital.csv') - hc.load_dcs('../testdata/hospital_constraints.txt') - hc.ds.set_constraints(hc.get_dcs()) +def test_hospital_with_init(): + report = template([InitAttrFeaturizer(), + OccurAttrFeaturizer(), + FreqFeaturizer(), + ConstraintFeaturizer()], 'NaiveBayes') - # 3. Detect erroneous cells using these two detectors. - detectors = [NullDetector(), ViolationDetector()] - hc.detect_errors(detectors) + assert report.correct_repairs == 232 + assert report.total_repairs == 232 + assert abs(report.precision - 1.) < TOL + assert abs(report.recall - 232. / 509) < TOL + assert abs(report.repair_recall - 232. / 435) < TOL + assert report.total_repairs_grdt_correct == 0 - # 4. Repair errors utilizing the defined features. - hc.setup_domain() - featurizers = [ - OccurAttrFeaturizer(), +def test_hospital_without_init(): + report = template([OccurAttrFeaturizer(), FreqFeaturizer(), - ConstraintFeaturizer(), - ] + ConstraintFeaturizer()], 'NaiveBayes') - hc.repair_errors(featurizers) + assert report.correct_repairs == 434 + assert report.total_repairs == 456 + assert abs(report.precision - 434. / 456) < TOL + assert abs(report.recall - 434. / 509) < TOL + assert abs(report.repair_recall - 434. / 435) < TOL + assert report.total_repairs_grdt_correct == 22 - # 5. Evaluate the correctness of the results. - report = hc.evaluate(fpath='../testdata/hospital_clean.csv', - tid_col='tid', - attr_col='attribute', - val_col='correct_val') +def test_hospital_logistic(): + report = template([OccurAttrFeaturizer(), + FreqFeaturizer(), + ConstraintFeaturizer()], 'Logistic') - # We assert that our key metrics are exactly as tested for hospital. - # If these assertions ever fail in a new change, the results should - # be comparable if not better than before, unless a clear and correct - # reason can be given. - assert report.correct_repairs == 434 - assert report.total_repairs == 456 - assert abs(report.precision - 434. / 456) < TOL - assert abs(report.recall - 434. / 509) < TOL - assert abs(report.repair_recall - 434. / 435) < TOL - assert report.total_repairs_grdt_correct == 22 - finally: - delete_database(db_name) + assert report.correct_repairs == 434 + assert report.total_repairs == 456 + assert abs(report.precision - 434. / 456) < TOL + assert abs(report.recall - 434. / 509) < TOL + assert abs(report.repair_recall - 434. / 435) < TOL + assert report.total_repairs_grdt_correct == 22 + +def test_hospital_embedding(): + report = template([OccurAttrFeaturizer(), + FreqFeaturizer(), + ConstraintFeaturizer()], 'TupleEmbedding') + + assert report.correct_repairs == 434 + assert report.total_repairs == 456 + assert abs(report.precision - 434. / 456) < TOL + assert abs(report.recall - 434. / 509) < TOL + assert abs(report.repair_recall - 434. / 435) < TOL + assert report.total_repairs_grdt_correct == 22 From 673a7791a1cdac5c4085e10e29aa1ae9a913f67d Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:25:21 -0400 Subject: [PATCH 06/48] Implemented TupleEmbedding model as an estimator. --- domain/estimator.py | 22 +- domain/estimators/__init__.py | 3 +- domain/estimators/logistic.py | 39 +- domain/estimators/naive_bayes.py | 40 +- domain/estimators/tuple_embedding.py | 1160 +++++++++++++++++++++++ examples/.gitignore | 2 - examples/holoclean_repair_example.py | 3 +- examples/holoclean_repair_example_db.py | 2 +- 8 files changed, 1200 insertions(+), 71 deletions(-) create mode 100644 domain/estimators/tuple_embedding.py delete mode 100644 examples/.gitignore diff --git a/domain/estimator.py b/domain/estimator.py index c781d3796..33a68af29 100644 --- a/domain/estimator.py +++ b/domain/estimator.py @@ -9,35 +9,27 @@ class Estimator: """ __metaclass__ = ABCMeta - def __init__(self, env, dataset): + def __init__(self, env, dataset, domain_df): """ :param env: (dict) dict containing environment/parameters settings. :param dataset: (Dataset) """ self.env = env self.ds = dataset + self.domain_df = domain_df.sort_values('_vid_') self.attrs = self.ds.get_attributes() @abstractmethod - def train(self, **kwargs): - raise NotImplementedError - - @abstractmethod - def predict_pp(self, row, attr, values): - """ - :param row: (namedtuple) current values of the target row. - :param attr: (str) attribute of row (i.e. cell) to generate posteriors for. - :param values: (list[str]) list of values (for this attr) to generate posteriors for. - - :return: iterator of tuples (value, proba) for each value in :param values: - """ + def train(self, num_epochs, batch_size): raise NotImplementedError @abstractmethod def predict_pp_batch(self): """ - predict_pp_batch is like predict_pp but with a batch of cells. + predict_pp_batch predicts the probabilities for a batch of cells corresponding + to the cells specified in domain_df. - :return: iterator of iterator of tuples (value, proba) (one iterator per cell/row in cell_domain_rows) + :return: iterator of (vid, is categorical (bool), [(value, proba)]) + for each random var in domain_df. """ raise NotImplementedError diff --git a/domain/estimators/__init__.py b/domain/estimators/__init__.py index e64e9a295..6631c2516 100644 --- a/domain/estimators/__init__.py +++ b/domain/estimators/__init__.py @@ -1,5 +1,6 @@ from .logistic import Logistic from .naive_bayes import NaiveBayes +from .tuple_embedding import TupleEmbedding -__all__ = ['Logistic', 'NaiveBayes'] +__all__ = ['Logistic', 'NaiveBayes', 'TupleEmbedding'] diff --git a/domain/estimators/logistic.py b/domain/estimators/logistic.py index ace20547b..7d377c571 100644 --- a/domain/estimators/logistic.py +++ b/domain/estimators/logistic.py @@ -23,21 +23,18 @@ class Logistic(Estimator, torch.nn.Module): # This is fine since we take only samples with high predicted probabilities. WEIGHT_DECAY = 0 - def __init__(self, env, dataset, domain_df, active_attrs): + def __init__(self, env, dataset, domain_df): """ :param dataset: (Dataset) original dataset :param domain_df: (DataFrame) currently populated domain dataframe. Required columns are: _vid_, _tid_, attribute, domain, domain_size, init_value - :param active_attrs: (list[str]) attributes that have random values """ torch.nn.Module.__init__(self) - Estimator.__init__(self, env, dataset) - - self.active_attrs = active_attrs + Estimator.__init__(self, env, dataset, domain_df) # Sorted records of the currently populated domain. This helps us # align the final predicted probabilities. - self.domain_records = domain_df.sort_values('_vid_')[['_vid_', '_tid_', 'attribute', 'domain', 'init_value']].to_records() + self.domain_records = self.domain_df[['_vid_', '_tid_', 'attribute', 'domain', 'init_value']].to_records() # self.dom maps tid --> attr --> list of domain values # we need to find the number of domain values we will be generating @@ -141,7 +138,7 @@ def forward(self, X): linear = X.matmul(self._W) + self._B return torch.sigmoid(linear) - def train(self, num_epochs=3, batch_size=32): + def train(self, num_epochs=10, batch_size=32): """ Trains the LR model. @@ -167,24 +164,6 @@ def train(self, num_epochs=3, batch_size=32): logging.debug('Logistic: average batch loss: %f', sum(batch_losses[-1 * batch_cnt:]) / batch_cnt) return batch_losses - def predict_pp(self, row, attr=None, values=None): - """ - predict_pp generates posterior probabilities for the domain values - corresponding to the cell/random variable row['_vid_']. - - That is: :param`attr` and :param`values` are ignored. - - predict_pp_batch is much faster for Logistic since it simply does - a one-pass of the batch feature tensor. - - :return: (list[2-tuple]) 2-tuples corresponding to (value, proba) - """ - start_idx, end_idx = self.vid_to_idxs[row['_vid_']] - pred_X = self._X[start_idx:end_idx] - pred_Y = self.forward(pred_X) - values = self.domain_records[row['_vid_']]['domain'].split('|||') - return zip(values, map(float, pred_Y)) - def predict_pp_batch(self): """ Performs batch prediction. @@ -193,7 +172,7 @@ def predict_pp_batch(self): for rec in self.domain_records: values = rec['domain'].split('|||') start_idx, end_idx = self.vid_to_idxs[rec['_vid_']] - yield zip(values, map(float, pred_Y[start_idx:end_idx])) + yield rec['_vid_'], True, zip(values, map(float, pred_Y[start_idx:end_idx])) class Featurizer: """ @@ -235,12 +214,12 @@ def __init__(self, dataset): computing it from data_df. """ self.ds = dataset + self.active_attrs = self.ds.get_active_attributes() self.attrs = self.ds.get_attributes() - self.attr_to_idx = {attr: idx for idx, attr in enumerate(self.attrs)} - self.n_attrs = len(self.attrs) + self.active_attr_to_idx = {attr: idx for idx, attr in enumerate(self.active_attrs)} def num_features(self): - return len(self.attrs) * len(self.attrs) + return len(self.active_attrs) * len(self.attrs) def setup(self): _, self.freq, self.cooccur_freq = self.ds.get_statistics() @@ -273,6 +252,6 @@ def create_tensor(self, row, attr, values): freq = self.freq[other_attr][row[other_attr]] fv = float(cooccur) / float(freq) - feat_idx = self.attr_to_idx[attr] * self.n_attrs + other_attr_idx + feat_idx = self.active_attr_to_idx[attr] * len(self.active_attrs) + other_attr_idx tensor[val_idx, feat_idx] = fv return tensor diff --git a/domain/estimators/naive_bayes.py b/domain/estimators/naive_bayes.py index 41edb2023..99f8c502d 100644 --- a/domain/estimators/naive_bayes.py +++ b/domain/estimators/naive_bayes.py @@ -1,3 +1,4 @@ +from functools import lru_cache import math from tqdm import tqdm @@ -15,10 +16,9 @@ class NaiveBayes(Estimator): probability is normalized over all values passed into predict_pp. """ def __init__(self, env, dataset, domain_df, correlations): - Estimator.__init__(self, env, dataset) + Estimator.__init__(self, env, dataset, domain_df) self._n_tuples, self._freq, self._cooccur_freq = self.ds.get_statistics() - self.domain_df = domain_df self._correlations = correlations self._cor_strength = self.env['nb_cor_strength'] self._corr_attrs = {} @@ -28,10 +28,10 @@ def __init__(self, env, dataset, domain_df, correlations): for row in self.ds.get_raw_data().to_records(): self._raw_records_by_tid[row['_tid_']] = row - def train(self): + def train(self, num_epochs=None, batch_size=None): pass - def predict_pp(self, row, attr, values): + def _predict_pp(self, row, attr, values): nb_score = [] correlated_attributes = self._get_corr_attributes(attr) for val1 in values: @@ -58,34 +58,32 @@ def predict_pp(self, row, attr, values): denom = sum(map(math.exp, [log_prob for _, log_prob in nb_score])) - for val, log_prob in nb_score: - yield (val, math.exp(log_prob) / denom) + def val_probas(): + for val, log_prob in nb_score: + yield val, math.exp(log_prob) / denom + + return val_probas() def predict_pp_batch(self): """ Performs batch prediction. - This technically invokes predict_pp underneath. - - Returns a List[List[Tuple]] where each List[Tuple] corresponds to - a cell (ordered by the order a cell appears in `self.domain_df` + Returns (vid, True, List[Tuple]) where each List[Tuple] corresponds to + a cell (ordered by the order a cell appears in self.domain_df during construction) and each Tuple is (val, proba) where val is the domain value and proba is the estimator's posterior probability estimate. """ for row in tqdm(self.domain_df.to_records()): - yield self.predict_pp(self._raw_records_by_tid[row['_tid_']], row['attribute'], row['domain'].split('|||')) + yield row['_vid_'], True, self._predict_pp(self._raw_records_by_tid[row['_tid_']], row['attribute'], row['domain'].split('|||')) + @lru_cache(maxsize=None) def _get_corr_attributes(self, attr): """ TODO: refactor this with Domain::get_corr_attributes(). """ - if (attr, self._cor_strength) not in self._corr_attrs: - self._corr_attrs[(attr, self._cor_strength)] = [] - - if attr in self._correlations: - attr_correlations = self._correlations[attr] - self._corr_attrs[(attr, self._cor_strength)] = [corr_attr - for corr_attr, corr_strength in attr_correlations.items() - if corr_attr != attr and corr_strength > self._cor_strength] - - return self._corr_attrs[(attr, self._cor_strength)] + if attr not in self._correlations: + return [] + attr_correlations = self._correlations[attr] + return sorted([corr_attr + for corr_attr, corr_strength in attr_correlations.items() + if corr_attr != attr and corr_strength > self._cor_strength]) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py new file mode 100644 index 000000000..eea853644 --- /dev/null +++ b/domain/estimators/tuple_embedding.py @@ -0,0 +1,1160 @@ +import logging +import pickle +import sys + +import pandas as pd +import numpy as np +import torch +from torch.optim import Adam +from torch.utils.data import Dataset, DataLoader, Sampler +from torch.nn import CrossEntropyLoss, Softmax, MSELoss +import torch.nn.functional as F +from tqdm import tqdm + +from dataset import AuxTables +from evaluate import EvalEngine +from ..estimator import Estimator +from utils import NULL_REPR + +NUMERICAL_SEP = "|" + +class LookupDataset(Dataset): + # Memoizes vectors (e.g. init vector, domain vector, negative indexes) + # for every sample indexed by idx. + class MemoizeVec: + # If other_dims is none, we have a variable size indexing structure + def __init__(self, n_samples, dtype, *other_dims): + self._variable = len(other_dims) == 0 or other_dims == (None,) + if self._variable: + self._vec = [None for _ in range(n_samples)] + else: + self._vec = torch.zeros(n_samples, *other_dims, dtype=dtype) + self._isset = torch.zeros(n_samples, dtype=torch.uint8) + + def __contains__(self, idx): + return self._isset[idx] != 0 + + # idx can be an integer, slice or a tuple or either + def __getitem__(self, idx): + if idx not in self: + raise IndexError("tried to access un-set value at index %d" % idx) + return self._vec[idx] + + # idx can be an integer, slice or a tuple or either + def __setitem__(self, idx, vec): + self._vec[idx] = vec + if isinstance(idx, tuple): + self._isset[idx[0]] = 1 + else: + self._isset[idx] = 1 + + def __init__(self, env, dataset, domain_df, + numerical_attrs, neg_sample, memoize): + """ + :param dataset: (Dataset) original dataset + :param domain_df: (DataFrame) dataframe containing VIDs and their + domain values we want to train on. VIDs not included in this + dataframe will not be trained on e.g. if you only want to + sub-select VIDs of certain attributes. + :param numerical_attrs: (list[str]) attributes to treat as numerical. + :param neg_sample: (bool) add negative examples for clean cells during training + :param memoize: (bool) memoize re-lookups on subsequent epochs. + """ + self.env = env + self.ds = dataset + self.memoize = memoize + self.inference_mode = False + + self._neg_sample = neg_sample + + # Init attrs/vals herein refers to attributes and values embedded to use + # as context during training. + # Train attrs/vals herein refers to the attributes/columns and possible values + # embedded to use as the targets during training. + # _cat_ refers to categorical attributes and _num_ refers to numerical + # attributes. + self._all_attrs = sorted(self.ds.get_attributes()) + self._numerical_attrs = numerical_attrs or [] + if not all(attr in self._all_attrs for attr in self._numerical_attrs): + logging.error('%s: numerical attributes %s must exist as a column in the data: %s', + type(self).__name__, + self._numerical_attrs, + self._all_attrs) + sys.exit(1) + # Attributes to derive context from + self._init_cat_attrs, self._init_num_attrs = self._split_cat_num_attrs(self._all_attrs) + self._n_init_cat_attrs, self._n_init_num_attrs = len(self._init_cat_attrs), len(self._init_num_attrs) + logging.debug('%s: init categorical attributes: %s', + type(self).__name__, + self._init_cat_attrs) + logging.debug('%s: init numerical attributes: %s', + type(self).__name__, + self._init_num_attrs) + # Attributes to train on (i.e. target columns). + self._train_attrs = sorted(domain_df['attribute'].unique()) + assert all(attr in self._all_attrs for attr in self._train_attrs) + + self._train_cat_attrs, self._train_num_attrs = self._split_cat_num_attrs(self._train_attrs) + self._n_train_cat_attrs, self._n_train_num_attrs = len(self._train_cat_attrs), len(self._train_num_attrs) + logging.debug('%s: train categorical attributes: %s', + type(self).__name__, + self._train_cat_attrs) + logging.debug('%s: train numerical attributes: %s', + type(self).__name__, + self._train_num_attrs) + + self._raw_data = self.ds.get_raw_data().copy() + + # Indexes assigned to attributes: first categorical then numerical. + self._init_attr_idxs = {attr: idx for idx, attr in enumerate(self._init_cat_attrs + self._init_num_attrs)} + self._train_attr_idxs = {attr: idx for idx, attr in enumerate(self._train_cat_attrs + self._train_num_attrs)} + + # Assign indices for every categorical value for both init values + # and training values. + # Assign index for every unique value-attr (init values, input) + self._init_val_idxs = {attr: {} for attr in self._init_cat_attrs} + # Assign index for every unique value-attr (train/possible values, target) + self._train_val_idxs = {attr: {} for attr in self._train_cat_attrs} + + self._train_idx_to_val = {0: NULL_REPR} + # Reserve the 0th index as placeholder for padding in domain_idx and + # for NULL values. + cur_init_idx = 1 + for row in self._raw_data.to_records(): + for attr in self._init_cat_attrs: + if row[attr] in self._init_val_idxs[attr]: + continue + + # Use special index 0 for NULL values + if row[attr] == NULL_REPR: + self._init_val_idxs[attr][row[attr]] = 0 + continue + + # Assign index for init values + self._init_val_idxs[attr][row[attr]] = cur_init_idx + cur_init_idx += 1 + + # Number of dimensions for each numerical attribute + self._num_attr_dim = {} + for attr in self._init_num_attrs: + attr_col = self._raw_data[attr] + fil_notnull = attr_col != NULL_REPR + fil_notnumeric = attr_col.str.contains('[^0-9.,]') + + notnull_attr_col = attr_col[fil_notnull] + attr_dims = notnull_attr_col.str.split(NUMERICAL_SEP).apply(len) + + attr_dim = attr_dims.values[0] + if not (attr_dims == attr_dim).all(): + logging.error('%s: values in attribute "%s" must be comma seprated with the same # of values (dimension) %d', + type(self).__name__, + attr, + attr_dim) + sys.exit(1) + + bad_numerics = fil_notnull & fil_notnumeric + if bad_numerics.sum(): + # Replace any values with non-numerical values with NULL + self._raw_data.loc[fil_notnull & fil_notnumeric, attr] = NULL_REPR + logging.warning('%s: replaced %d non-numerical values in attribute "%s" in RAW DATA as "%s" (NULL)', + type(self).__name__, + bad_numerics.sum(), + attr, + NULL_REPR) + + self._num_attr_dim[attr] = attr_dim + + cur_train_idx = 1 + for row in domain_df.to_records(): + val = row['init_value'] + attr = row['attribute'] + + # Handle numerical attributes differently + if attr in self._train_num_attrs: + # Check init value in domain dataframe has the right + # dimensions as the one detected in raw data + if len(val.split(NUMERICAL_SEP)) != self._num_attr_dim[attr]: + logging.error('%s: value "%s" in domain for vid %d for attribute "%s" must have %d ,-separate values', + type(self).__name__, + val, + row['_vid_'], + attr, + self._num_attr_dim[attr]) + continue + + # Assign index for train/possible values + if val in self._train_val_idxs[attr]: + continue + + # Use special index 0 for NULL values + if val == NULL_REPR: + self._train_val_idxs[attr][val] = 0 + continue + + # Assign index for train/domain values + self._train_val_idxs[attr][val] = cur_train_idx + self._train_idx_to_val[cur_train_idx] = val + cur_train_idx += 1 + + # Unique train values (their indexes) by attr + self._train_val_idxs_by_attr = {attr: torch.LongTensor([v for v in self._train_val_idxs[attr].values() if v != 0]) + for attr in self._train_cat_attrs} + + # Number of unique INIT attr-values + self.n_init_vals = cur_init_idx + self.n_train_vals = cur_train_idx + + self._raw_data_dict = self._raw_data.set_index('_tid_').to_dict('index') + + self._vid_to_idx = {vid: idx for idx, vid in enumerate(domain_df['_vid_'].values)} + self._train_records = domain_df[['_tid_', 'attribute', 'init_value', + 'init_index', 'domain', 'domain_size', 'is_clean']].to_records() + + # Maximum domain size + self._max_domain = int(domain_df['domain_size'].max()) + # Maximum dimension across all numerical attributes. + self._max_num_dim = 0 + self._total_num_dim = 0 + if len(self._num_attr_dim): + self._max_num_dim = max(self._num_attr_dim.values()) + self._total_num_dim = sum(self._num_attr_dim.values()) + + + # Dummy vectors + self._dummy_domain_mask = torch.zeros(self._max_domain, dtype=torch.float) + self._dummy_domain_idxs = torch.zeros(self._max_domain, dtype=torch.long) + self._dummy_target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float) + self._dummy_cat_target = torch.LongTensor([-1]) + + # Memoize certain lookups. + if memoize: + self._domain_idxs = self.MemoizeVec(len(self), torch.int64, self._max_domain) + self._init_cat_idxs = self.MemoizeVec(len(self), torch.int64, self._n_init_cat_attrs) + if self._total_num_dim > 0: + self._target_numvals = self.MemoizeVec(len(self), torch.float32, self._max_num_dim) + self._init_numvals = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs, self._max_num_dim) + self._init_nummask = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs) + self._neg_idxs = self.MemoizeVec(len(self), None, None) + + def _split_cat_num_attrs(self, attrs): + """ + Splits a list of attributes into their categorical and numerical groupings. + """ + cat_attrs = [attr for attr in attrs if attr not in self._numerical_attrs] + num_attrs = [attr for attr in attrs if attr in self._numerical_attrs] + return cat_attrs, num_attrs + + def __len__(self): + return len(self._train_records) + + def _get_neg_dom_idxs(self, idx): + if not self.memoize or idx not in self._neg_idxs: + cur = self._train_records[idx] + assert cur['attribute'] in self._train_cat_attrs + + # Value indices that are not in the domain + neg_idxs = torch.LongTensor(np.setdiff1d(self._train_val_idxs_by_attr[cur['attribute']], + self._get_domain_idxs(idx), + assume_unique=True)) + if not self.memoize: + return neg_idxs + self._neg_idxs[idx] = neg_idxs + return self._neg_idxs[idx] + + def _get_domain_idxs(self, idx): + if not self.memoize or idx not in self._domain_idxs: + cur = self._train_records[idx] + assert cur['attribute'] in self._train_cat_attrs + + # Domain values and their indexes (softmax indexes) + domain_idxs = torch.zeros(self._max_domain, dtype=torch.long) + + domain_idxs[:cur['domain_size']] = torch.LongTensor([self._train_val_idxs[cur['attribute']][val] + for val in cur['domain'].split('|||')]) + + if not self.memoize: + return domain_idxs + self._domain_idxs[idx,0:len(domain_idxs)] = domain_idxs + + return self._domain_idxs[idx] + + def _get_target_numvals(self, idx): + if not self.memoize or idx not in self._target_numvals: + cur = self._train_records[idx] + assert cur['attribute'] in self._train_num_attrs + + target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float32) + + # We can skip this if we are in inference mode and the current + # value is a nan value. + if not (self.inference_mode and cur['init_value'] == NULL_REPR): + target_numvals[:self._num_attr_dim[cur['attribute']]] = torch.FloatTensor( + np.array(cur['init_value'].split(NUMERICAL_SEP), dtype=np.float32)) + + if not self.memoize: + return target_numvals + self._target_numvals[idx,0:len(target_numvals)] = target_numvals + + return self._target_numvals[idx] + + + def _get_init_cat_idxs(self, idx): + """ + Note: implicitly assigns the 0th index/vector for init value of the current + attribute (i.e. target). + + This should not affect anything since we sum up the vectors whereby + the 0th vector is always the 0 vector. + + Returns init_cat_idxs: (n_init_cat_attrs) + """ + if self._n_init_cat_attrs == 0: + return torch.empty(0) + + if not self.memoize or idx not in self._init_cat_idxs: + cur = self._train_records[idx] + + init_cat_idxs = torch.LongTensor([self._init_val_idxs[attr][self._raw_data_dict[cur['_tid_']][attr]] + if attr != cur['attribute'] else 0 + for attr in self._init_cat_attrs]) + + if not self.memoize: + return init_cat_idxs + self._init_cat_idxs[idx] = init_cat_idxs + + return self._init_cat_idxs[idx] + + def _get_init_numvals(self, idx): + """ + Note: value AND mask are set to 0 if the attribute is the current + attribute (i.e. target) OR if the value is _nan_. + + Returns ( + init_numvals: (n_init_num_attrs, max_num_dim), + init_nummmask: (n_init_num_attrs), + ). + """ + if self._n_init_num_attrs == 0: + return torch.empty(0, 0), torch.empty(0) + + if not self.memoize or idx not in self._init_numvals: + cur = self._train_records[idx] + + init_numvals = torch.zeros(self._n_init_num_attrs, self._max_num_dim) + init_nummask = torch.ones(self._n_init_num_attrs) + for idx, attr in enumerate(self._init_num_attrs): + val_str = self._raw_data_dict[cur['_tid_']][attr] + if attr == cur['attribute'] or val_str == NULL_REPR: + init_nummask[idx] = 0. + continue + + attr_dim = self._num_attr_dim[attr] + init_numvals[idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(NUMERICAL_SEP))) + + if not self.memoize: + return init_numvals, init_nummask + self._init_numvals[idx] = init_numvals + self._init_nummask[idx] = init_nummask + + return self._init_numvals[idx], self._init_nummask[idx] + + def set_mode(self, inference_mode): + """ + inference_mode = True means to start inference (i.e. use KNN + for domain instead of random vectors, allows _nan_ target num vals). + """ + self.inference_mode = inference_mode + + def _get_cat_domain_target(self, idx): + """ + Returns (domain_idxs, domain_mask, target (scalar)) torch tensors for + categorical VIDs. + """ + cur = self._train_records[idx] + assert cur['attribute'] in self._train_cat_attrs + + domain_idxs = self._get_domain_idxs(idx) + dom_size = cur['domain_size'] + # Add negative samples to a most likely correct (clean) cell + if self._neg_sample and dom_size < self._max_domain and cur['is_clean']: + # It is faster not to memoize these. + neg_idxs = self._get_neg_dom_idxs(idx) + neg_sample = torch.LongTensor(np.random.choice(neg_idxs, + size=min(len(neg_idxs), self._max_domain - dom_size), + replace=False)) + + domain_idxs[dom_size:dom_size+len(neg_sample)] = neg_sample + dom_size += len(neg_sample) + + # Position of init in domain values (target) + target = cur['init_index'] + + # Mask out non-relevant values from padding (see below) + domain_mask = torch.zeros(self._max_domain, dtype=torch.float) + domain_mask[dom_size:] = -1 * 1e9 + + return domain_idxs, domain_mask, torch.LongTensor([target]) + + def __getitem__(self, vid): + """ + :param:`vid` is the desired VID. + + Returns (vid, + is_categorical, + attr_idx, + init_cat_idxs, + init_numvals, + init_nummask, + domain_idxs (if categorical), + domain_mask (if categorical), + target_numvals (if numerical), + cat_target (if categorical), + ) + + where if VID is not categorical/numerical, then the corresponding + vector are replaced with dummy vectors. + + target_numvals is 0-padded up to max_num_dim for concating. + """ + idx = self._vid_to_idx[vid] + cur = self._train_records[idx] + + is_categorical = torch.ByteTensor([int(cur['attribute'] in self._train_cat_attrs)]) + attr_idx = torch.LongTensor([self._train_attr_idxs[cur['attribute']]]) + init_cat_idxs = self._get_init_cat_idxs(idx) + init_numvals, init_nummask = self._get_init_numvals(idx) + + vid = torch.LongTensor([vid]) + + # NB: we always return tensors so we can stack them easily even if + # we index into dataset one-by-one. + + # Categorical VID + if cur['attribute'] in self._train_cat_attrs: + domain_idxs, domain_mask, target = self._get_cat_domain_target(idx) + return vid, \ + is_categorical, \ + attr_idx, \ + init_cat_idxs, \ + init_numvals, \ + init_nummask, \ + domain_idxs, \ + domain_mask, \ + self._dummy_target_numvals, \ + target + + # Numerical VID + target_numvals = self._get_target_numvals(idx) + return vid, \ + is_categorical, \ + attr_idx, \ + init_cat_idxs, \ + init_numvals, \ + init_nummask, \ + self._dummy_domain_idxs, \ + self._dummy_domain_mask, \ + target_numvals, \ + self._dummy_cat_target + + def domain_values(self, vid): + idx = self._vid_to_idx[vid] + cur = self._train_records[idx] + assert cur['attribute'] in self._train_cat_attrs + return cur['domain'].split('|||') + + def dump_state(self): + return {'init_val_idxs': self._init_val_idxs, + 'train_val_idxs': self._train_val_idxs, + 'init_attr_idxs': self._init_attr_idxs, + 'train_attr_idxs': self._train_attr_idxs, + 'init_cat_attrs': self._init_cat_attrs, + 'init_num_attrs': self._init_num_attrs, + 'train_cat_attrs': self._train_cat_attrs, + 'train_num_attrs': self._train_num_attrs, + 'num_attr_dim': self._num_attr_dim, + } + +class VidSampler(Sampler): + def __init__(self, domain_df, shuffle=True, train_only_clean=True): + # No NULLs and non-zero domain + domain_df = domain_df[domain_df['init_value'] != NULL_REPR] + + # Train on only clean cells + if train_only_clean: + self._vids = domain_df.loc[domain_df['is_clean'], '_vid_'] + else: + self._vids = domain_df['_vid_'].values + + if shuffle: + self._vids = np.random.permutation(self._vids) + + def __iter__(self): + return iter(self._vids.tolist()) + + def __len__(self): + return len(self._vids) + + +class TupleEmbedding(Estimator, torch.nn.Module): + WEIGHT_DECAY = 0. + INIT_BIAS = 0. + + def __init__(self, env, dataset, domain_df, + numerical_attrs=None, + memoize=False, + embed_size=10, + neg_sample=True, + validate_fpath=None, validate_tid_col=None, validate_attr_col=None, + validate_val_col=None): + """ + :param dataset: (Dataset) original dataset + :param domain_df: (DataFrame) dataframe containing domain values + :param numerical_attrs: (list[list[str]]) attributes/columns to treat as numerical. + A list of column names. Each column must consist of d-separated + values (for d-dimensional columns). For example the column + 2D column 'lat,long' must consist of all "123,456" values. + + Everything else will be treated as categorical. + + If None, treats everything as categorical. + :param neg_sample: (bool) add negative examples for clean cells during training + :param validate_fpath: (string) filepath to validation CSV + :param validate_tid_col: (string) column containing TID + :param validate_attr_col: (string) column containing attribute + :param validate_val_col: (string) column containing correct value + """ + torch.nn.Module.__init__(self) + Estimator.__init__(self, env, dataset, domain_df) + + train_attrs = self.env['train_attrs'] + + # Check is train attributes exist + if train_attrs is not None: + if not all(attr in self.ds.get_attributes() for attr in train_attrs): + logging.error('%s: all attributes specified to use for training %s must exist in dataset: %s', + type(self).__name__, + train_attrs, + self.ds.get_attributes()) + sys.exit(1) + + # Check is numerical attributes exist + if numerical_attrs is not None: + if not all(attr in self.ds.get_attributes() for attr in numerical_attrs): + logging.error('%s: all numerical attributes specified %s must exist in dataset: %s', + type(self).__name__, + numerical_attrs, + self.ds.get_attributes()) + sys.exit(1) + + # Remove domain/training cells without a domain + # TODO: relax for numerical + filter_empty_domain = self.domain_df['domain_size'] == 0 + if filter_empty_domain.sum(): + logging.warning('%s: removing %d cells with empty domains', + type(self).__name__, + filter_empty_domain.sum()) + self.domain_df = self.domain_df[~filter_empty_domain] + + # Convert non numerical init values in numerical attributes with _nan_. + if numerical_attrs is not None: + fil_attr = self.domain_df['attribute'].isin(numerical_attrs) + fil_notnull = self.domain_df['init_value'] != NULL_REPR + fil_notnumeric = self.domain_df['init_value'].str.contains('[^0-9.,]') + bad_numerics = fil_attr & fil_notnull & fil_notnumeric + if bad_numerics.sum(): + self.domain_df.loc[bad_numerics, 'init_value'] = NULL_REPR + logging.warning('%s: replaced %d non-numerical values in DOMAIN as "%s" (NULL)', + type(self).__name__, + bad_numerics.sum(), + NULL_REPR) + + # Add DK information to domain dataframe + if self.ds.aux_table[AuxTables.dk_cells] is not None: + df_dk = self.ds.aux_table[AuxTables.dk_cells].df + self.domain_df = self.domain_df.merge(df_dk, + on=['_tid_', 'attribute'], how='left', suffixes=('', '_dk')) + self.domain_df['is_clean'] = self.domain_df['_cid__dk'].isnull() + else: + self.domain_df['is_clean'] = True + + self.domain_df = self.domain_df[self.domain_df['attribute'].isin(train_attrs)] + self.domain_recs = self.domain_df.to_records() + + # Dataset + self._dataset = LookupDataset(env, dataset, self.domain_df, + numerical_attrs, neg_sample, memoize) + + if len(self._dataset._num_attr_dim) and max(self._dataset._num_attr_dim.values()) > embed_size: + logging.error("%s: maximum numeric value dimension %d must be <= embedding size %d", + type(self).__name__, + max(self._dataset._num_attr_dim.values()), + embed_size) + sys.exit(1) + + self._train_cat_attrs = self._dataset._train_cat_attrs + self._train_num_attrs = self._dataset._train_num_attrs + self._train_idx_to_val = self._dataset._train_idx_to_val + + # word2vec-like model. + + self._n_init_vals = self._dataset.n_init_vals + self._n_train_vals = self._dataset.n_train_vals + + self._n_init_cat_attrs = self._dataset._n_init_cat_attrs + self._n_init_num_attrs = self._dataset._n_init_num_attrs + self._n_init_attrs = self._n_init_cat_attrs + self._n_init_num_attrs + + self._n_train_cat_attrs = self._dataset._n_train_cat_attrs + self._n_train_num_attrs = self._dataset._n_train_num_attrs + self._n_train_attrs = self._n_train_cat_attrs + self._n_train_num_attrs + + self._max_domain = self._dataset._max_domain + self._max_num_dim = self._dataset._max_num_dim + self._embed_size = embed_size + + self.in_W = torch.nn.Parameter(torch.zeros(self._n_init_vals, self._embed_size)) + self.out_W = torch.nn.Parameter(torch.zeros(self._n_train_vals, self._embed_size)) + self.out_B = torch.nn.Parameter(torch.zeros(self._n_train_vals, 1)) + + # Bases vectors for numerical attributes and their spans. + + # We have a learnable 0 zero vector for every numerical attribute. + # We then have for each attribute of d dimension, d basis vectors where + # d <= embed_size. + # + # Note X_num_bases is a (# of attrs, max dimension, embed size) tensor: + # if an attr has dimension < max dimension then the padded vectors + # will not be trained nor used. + self.in_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) + self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size, self._max_num_dim)) + self.out_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) + self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) + + # Mask for _num_forward to restrict which dimensions are active for each attribute. + self.out_num_masks = torch.zeros(self._n_train_num_attrs, self._max_num_dim, dtype=torch.float32) + for idx, attr in enumerate(self._dataset._train_num_attrs): + dim = self._dataset._num_attr_dim[attr] + self.out_num_masks[idx,:dim] = 1. + + # logits fed into softmax used in weighted sum to combine + # dot products of in_W and out_W per attribute. + # Equivalent to choosing which input vectors to "focus" on. + # Each row corresponds to the logits per each attr/column we want + # to predict for and there are init_attr weights since we have + # init attrs to combine. + self.attr_W = torch.nn.Parameter(torch.zeros(self._n_train_attrs, + self._n_init_attrs)) + + # Initialize all but the first 0th vector embedding (reserved). + torch.nn.init.xavier_uniform_(self.in_W[1:]) + torch.nn.init.xavier_uniform_(self.out_W[1:]) + torch.nn.init.xavier_uniform_(self.out_B[1:]) + + if self._n_init_num_attrs > 0: + torch.nn.init.xavier_uniform_(self.in_num_zero_vecs) + torch.nn.init.xavier_uniform_(self.in_num_bases) + if self._n_train_num_attrs > 0: + torch.nn.init.xavier_uniform_(self.out_num_zero_vecs) + torch.nn.init.xavier_uniform_(self.out_num_bases) + + torch.nn.init.xavier_uniform_(self.attr_W) + + self._cat_loss = CrossEntropyLoss() + # TODO: we use MSE loss for all numerical attributes for now. + # Allow user to pass in their desired loss. + self._num_loss = MSELoss(reduction='mean') + self._optimizer = Adam(self.parameters(), lr=self.env['learning_rate'], weight_decay=self.WEIGHT_DECAY) + + + # Validation stuff + self._do_validation = False + if validate_fpath is not None \ + and validate_tid_col is not None \ + and validate_attr_col is not None \ + and validate_val_col is not None: + eengine = EvalEngine(self.env, self.ds) + eengine.load_data(self.ds.raw_data.name + '_tuple_embedding_validate', validate_fpath, + tid_col=validate_tid_col, + attr_col=validate_attr_col, + val_col=validate_val_col) + self._validate_df = self.domain_df.merge(eengine.clean_data.df, + left_on=['_tid_', 'attribute'], right_on=['_tid_', '_attribute_']) + + # Raise error if validation set has non-numerical values for numerical attrs + if numerical_attrs is not None: + fil_attr = self._validate_df['attribute'].isin(numerical_attrs) + fil_notnull = self._validate_df['_value_'] != NULL_REPR + fil_notnumeric = self._validate_df['_value_'].str.contains('[^0-9.,]') + bad_numerics = fil_attr & fil_notnull & fil_notnumeric + if bad_numerics.sum(): + logging.error('%s: validation dataframe contains %d non-numerical values in numerical attrs %s', + type(self).__name__, + bad_numerics.sum(), + numerical_attrs) + sys.exit(1) + + self._validate_recs = self._validate_df[['_vid_', 'init_value', '_value_', 'is_clean']] \ + .set_index('_vid_').to_dict('index') + self._validate_total_errs = (self._validate_df['init_value'] != self._validate_df['_value_']).sum() + self._validate_detected_errs = ((self._validate_df['init_value'] != self._validate_df['_value_']) & ~self._validate_df['is_clean']).sum() + self._do_validation = True + + def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, attr_idxs): + """ + Constructs the "context vector" by combining the init embedding vectors. + + init_cat_idxs: (batch, n_init_cat_attrs) + init_numvals: (batch, n_init_num_attrs, max_num_dim) + init_nummasks: (batch, n_init_num_attrs) + attr_idxs: (batch) + """ + init_cat_vecs = torch.zeros(init_cat_idxs.shape[0], 0, self._embed_size) + if self._n_init_cat_attrs: + # (batch, n_init_cat_attrs, embed size) + init_cat_vecs = self.in_W.index_select(0, init_cat_idxs.view(-1)).view(*init_cat_idxs.shape, self._embed_size) + + init_num_vecs = torch.zeros(init_numvals.shape[0], 0, self._embed_size) + if self._n_init_num_attrs: + # (batch, n_init_num_attrs, max_num_dim, 1) + init_numvals = init_numvals.unsqueeze(-1) + # in_num_bases is shape (n_init_num_attrs, embed_size, max_num_dim) + # (batch, n_init_num_attrs, embed_size, max_num_dim) + in_num_bases = self.in_num_bases.expand(init_numvals.shape[0], -1, -1, -1) + + # in_num_zero_vecs is shape (n_init_num_attrs, embed_size) + # (batch, n_init_num_attrs, embed_size) + init_num_vecs = in_num_bases.matmul(init_numvals).squeeze(-1) + self.in_num_zero_vecs.unsqueeze(0) + # (batch, n_init_num_attrs, embed_size) + init_num_vecs.mul_(init_nummasks.unsqueeze(-1)) + + # (batch, n_init_attrs, embed size) + init_vecs = torch.cat([init_cat_vecs, init_num_vecs], dim=1) + # Scale vectors to unit norm ALONG the embedding dimension. + # (batch, n_init_attrs, embed size) + init_vecs = F.normalize(init_vecs, p=2, dim=2) + + # (batch, 1, n_init_attrs) + attr_logits = self.attr_W.index_select(0, attr_idxs).unsqueeze(1) + # (batch, 1, n_init_attrs) + attr_weights = Softmax(dim=2)(attr_logits) + + # (batch, 1, embed size) + combined_init = attr_weights.matmul(init_vecs) + # (batch, embed size, 1) + combined_init = combined_init.view(combined_init.shape[0], combined_init.shape[2], 1) + + # (batch, embed size, 1) + return combined_init + + def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): + """ + combined_init: (batch, embed size, 1) + domain_idxs: (batch, max domain) + domain_masks: (batch, max domain) + cat_targets: (batch) + + Returns logits: (batch, max domain) + """ + # (batch, max domain, embed size) + domain_vecs = self.out_W.index_select(0, domain_idxs.view(-1)).view(*domain_idxs.shape, self._embed_size) + + # (batch, max domain, 1) + logits = domain_vecs.matmul(combined_init) + + # (batch, max domain, 1) + domain_biases = self.out_B.index_select(0, domain_idxs.view(-1)).view(*domain_idxs.shape, 1) + + # (batch, max domain, 1) + logits.add_(domain_biases) + # (batch, max domain) + logits = logits.squeeze(-1) + + + # Init bias + if self.INIT_BIAS != 0.: + logits.scatter_add_(1, cat_targets.unsqueeze(-1), + self.INIT_BIAS * torch.ones_like(cat_targets.unsqueeze(-1), dtype=torch.float32)) + + # Add mask to void out-of-domain indexes + # (batch, max domain) + logits.add_(domain_masks) + + return logits + + def _num_forward(self, combined_init, num_attr_idxs): + """ + combined_init: (batch, embed size, 1) + num_attr_idxs: (batch) + + Returns pred_numvals: (batch, max_num_dim) + """ + # (batch, embed size, max num dim) + out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs) + # (batch, max num dim) + out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs) + + """ + Use pseudo-inverse for regression + """ + # (batch, embed size, max num dim) + normed_out_num_bases = F.normalize(out_num_bases, p=2, dim=1) + + # mask out useless vectors + # (batch, embed size, max num dim) + normed_out_num_bases.mul_(out_num_masks.unsqueeze(1)) + + # Project combined_init onto basis vectors: + # That is given normalized basis vectors v_1,...v_n the projection + # of vector c is + # c' = \sum_{i=1}^n (c \cdot v_i) v_i + # (batch, embed size, max num dim) + # We perform the dot product by multiplying element-wise then + # summing ALONG THE EMBEDDING DIMENSION. + # We then project it back onto the normed basis vectors + projected_inits = (combined_init * normed_out_num_bases).sum(dim=1, keepdim=True) * normed_out_num_bases + # (batch, embed size, 1) + projected_inits = projected_inits.sum(dim=2, keepdim=True) + # Calculate pseudo-inverse of bases for all attributes in the current batch + unique_num_attr_idxs = num_attr_idxs.unique(sorted=True) + # (unique attrs, max_num_dim, embed size) + pinverse_num_bases = torch.stack([self.out_num_bases[idx].pinverse() for idx in unique_num_attr_idxs]) + # We need to find which index each attr_idx corresponds to in + # dim = 0 of inverse_num_bases. + # e.g. given + # unique_num_attr_idxs = [2,5,1] + # num_attr_idxs = [1,5,2,5,1] + # then temp = [[ 1, -3, 0, -3, 1], + # [ 4, 0, 3, 0, 4], + # [ 0, -4, -1, -4, 0]] + temp = unique_num_attr_idxs.unsqueeze(1) - num_attr_idxs.unsqueeze(0) + # e.g. temp = [[0, 0, 1], + # [0, 1, 0], + # [1, 0, 0], + # [0, 1, 0], + # [0, 0, 1]] + temp = (temp == 0).t() + assert temp.any(dim=1).all() + # e.g. num_attr_idxs_pinverses = [2, 1, 0, 1, 2] + # (batch) + num_attr_idxs_pinverses = temp.nonzero()[:,1] + # Apply (pseudo)-inverse to find real value again. + # That is for an attribute with d dimension and embedding size k, d <= k + # we have: + # V: k X d basis + # z: k X 1 zero vector + # r: d X 1 d-dimensional real value + # We map r into a k-dimensional vector c by + # Vr + z = c + # Now that we have c our k-dimensional context vector projected onto the span + # of V, we recover r by: + # r = V^{-1}(c - z) + # where V^{-1} is the pseudo-inverse. + # (batch, max_num_dim, embed size) + batch_pinverses = pinverse_num_bases.index_select(0, num_attr_idxs_pinverses) + + # (batch, embed size, 1) + out_num_zero_vecs = self.out_num_zero_vecs.index_select(0, num_attr_idxs).unsqueeze(-1) + + # (batch, max_num_dim) + pred_numvals = batch_pinverses.matmul(projected_inits - out_num_zero_vecs).squeeze(-1) + + # 0 out extraneous dimensions since extraneous targets are 0 + # (batch, max_num_dim) + pred_numvals.mul_(out_num_masks) + + return pred_numvals + + def forward(self, is_categorical, attr_idxs, + init_cat_idxs, init_numvals, init_nummasks, + domain_idxs, domain_masks, cat_targets): + """ + Performs one forward pass. + """ + # (batch, embed size, 1) + combined_init = self._get_combined_init_vec(init_cat_idxs, init_numvals, init_nummasks, attr_idxs) + + # (# of cat VIDs), (# of num VIDs) + # TODO: convert is_categorical to ByteTensor and use torch.mask_tensor + cat_mask, num_mask = is_categorical.nonzero().view(-1), (is_categorical == 0).nonzero().view(-1) + + cat_logits = torch.empty(0, self._max_domain) + if len(cat_mask): + cat_combined_init, domain_idxs, domain_masks, cat_targets = combined_init[cat_mask], \ + domain_idxs[cat_mask], \ + domain_masks[cat_mask], \ + cat_targets[cat_mask] + # (# of cat VIDs, max_domain) + cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks, cat_targets) + + pred_numvals = torch.empty(0, self._max_num_dim) + if len(num_mask): + num_combined_init, num_attr_idxs = combined_init[num_mask], \ + attr_idxs[num_mask] - self._n_train_cat_attrs # shift attribute indexes back to 0 + # (# of num VIDs, max_num_dim) + pred_numvals = self._num_forward(num_combined_init, num_attr_idxs) + + return cat_logits, pred_numvals + + def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., + shuffle=True, train_only_clean=True): + """ + :param num_epochs: (int) number of epochs to train for + :param batch_size: (int) size of batches + :param weight_entropy_lambda: (float) penalization strength for + weights assigned to other attributes for a given attribute. + A higher penalization strength means the model will depend + on more attributes instead of putting all weight on a few + attributes. Recommended values between 0 to 0.5. + :param shuffle: (bool) shuffle the dataset while training + :param train_only_clean: (bool) train only on clean cells not marked by + error detection + """ + + # Returns VIDs to train on. + sampler = VidSampler(self.domain_df, shuffle=shuffle, train_only_clean=train_only_clean) + + logging.debug("%s: training (lambda = %f) on %d cells (%d cells in total) in:\n1) %d categorical columns: %s\n2) %d numerical columns: %s", + type(self).__name__, + weight_entropy_lambda, + len(sampler), + self.domain_df.shape[0], + self._n_train_cat_attrs, + self._train_cat_attrs, + self._n_train_num_attrs, + self._train_num_attrs) + + batch_losses = [] + # Main training loop. + for epoch_idx in range(1, num_epochs+1): + logging.debug('%s: epoch %d of %d', type(self).__name__, epoch_idx, num_epochs) + batch_cnt = 0 + for vids, is_categorical, attr_idxs, \ + init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, \ + target_numvals, cat_targets \ + in tqdm(DataLoader(self._dataset, batch_size=batch_size, sampler=sampler)): + is_categorical = is_categorical.view(-1) + attr_idxs = attr_idxs.view(-1) + cat_targets = cat_targets.view(-1) + + cat_preds, numval_preds = self.forward(is_categorical, attr_idxs, + init_cat_idxs, init_numvals, init_nummasks, + domain_idxs, domain_masks, cat_targets) + + # Select out the appropriate targets + cat_targets = cat_targets[is_categorical.nonzero().view(-1)] + target_numvals = target_numvals[(is_categorical == 0).nonzero().view(-1)] + + assert cat_preds.shape[0] == cat_targets.shape[0] + assert numval_preds.shape == target_numvals.shape + + batch_loss = 0. + if cat_targets.shape[0] > 0: + batch_loss += self._cat_loss(cat_preds, cat_targets) + if target_numvals.shape[0] > 0: + batch_loss += self._num_loss(numval_preds, target_numvals) + + # Add the negative entropy of the attr_W to the cost: that is + # we maximize entropy of the logits of attr_W to encourage + # non-sparsity of logits. + if weight_entropy_lambda != 0.: + attr_weights = Softmax(dim=1)(self.attr_W).view(-1) + neg_attr_W_entropy = attr_weights.dot(attr_weights.log()) / self.attr_W.shape[0] + batch_loss.add_(weight_entropy_lambda * neg_attr_W_entropy) + + batch_losses.append(float(batch_loss)) + self.zero_grad() + batch_loss.backward() + + # Do not update weights for 0th reserved vectors. + if self.in_W._grad is not None: + self.in_W._grad[0].zero_() + if self.out_W._grad is not None: + self.out_W._grad[0].zero_() + if self.out_B._grad is not None: + self.out_B._grad[0].zero_() + + self._optimizer.step() + batch_cnt += 1 + + logging.debug('%s: average batch loss: %f', + type(self).__name__, + sum(batch_losses[-1 * batch_cnt:]) / batch_cnt) + + return batch_losses + + def dump_model(self, prefix): + """ + Dump this model's parameters and other metadata (e.g. attr-val to corresponding + index in embedding matrix) with the given :param:`prefix`. + """ + torch.save(self.state_dict(), '%s_sdict.pkl' % prefix) + pickle.dump(self._dataset.dump_state(), open('%s_ds_state.pkl' % prefix, 'wb')) + + def dump_predictions(self, prefix): + """ + Dump inference results to ":param:`prefix`_predictions.pkl". + """ + preds = self.predict_pp_batch() + + logging.debug('%s: constructing and dumping predictions...'. type(self).__name__) + results = [] + for ((vid, is_cat, pred), row) in zip(preds, self.domain_recs): + assert vid == row['_vid_'] + if is_cat: + max_val, max_proba = max(pred, key=lambda t: t[1]) + results.append({'tid': row['_tid_'], + 'vid': vid, + 'attribute': row['attribute'], + 'inferred_val': max_val, + 'proba': max_proba}) + else: + num_pred = NUMERICAL_SEP.join(map(str, pred)) + results.append({'tid': row['_tid_'], + 'vid': vid, + 'attribute': row['attribute'], + 'inferred_val': num_pred, + 'proba': -1}) + + results = pd.DataFrame(results) + + fpath = '{}_predictions.pkl'.format(prefix) + logging.debug('%s: dumping predictions to %s', type(self).__name__, fpath) + results.to_pickle(fpath) + + def validate(self): + ### Categorical + n_cat = 0 + n_cat_repair = 0 + # repairs on clean + DK cells + cor_repair = 0 + incor_repair = 0 + # repairs only on DK cells + cor_repair_dk = 0 + incor_repair_dk = 0 + + + ### Numerical + n_num = 0 + total_se = 0 + squared_resids = [] + + logging.debug('%s: running validation set...', type(self).__name__) + + validation_preds = self.predict_pp_batch(self._validate_df) + + for vid, is_cat, preds in tqdm(list(validation_preds)): + row = self._validate_recs[vid] + + if is_cat: + n_cat += 1 + + inf_val, inf_prob = max(preds, key=lambda t: t[1]) + + if row['init_value'] != inf_val: + n_cat_repair += 1 + # Correct val == inf val + if row['_value_'] == inf_val: + cor_repair += 1 + if not row['is_clean']: + cor_repair_dk += 1 + # Correct val != inf val + else: + incor_repair += 1 + if not row['is_clean']: + incor_repair_dk += 1 + continue + + # Numerical + n_num += 1 + cor_val = np.array(row['_value_'].split(NUMERICAL_SEP), dtype=np.float32) + assert cor_val.shape == preds.shape + sq_res = np.sum((cor_val - preds) ** 2) + squared_resids.append(sq_res) + total_se += sq_res + + if self._validate_total_errs == 0: + logging.warning('%s: total errors in validation set is 0', type(self).__name__) + if self._validate_detected_errs == 0: + logging.warning('%s: total detected errors in validation set is 0', type(self).__name__) + + val_res = {'precision': cor_repair / max(cor_repair + incor_repair, 1), + 'recall': cor_repair / max(self._validate_total_errs, 1), + 'dk_precision': cor_repair_dk / max(cor_repair_dk + incor_repair_dk, 1), + 'repair_recall': cor_repair_dk / max(self._validate_detected_errs, 1), + # 'dk_recall': cor_repair_dk / max(self._validate_total_errs, 1), + 'n_cat': n_cat, + 'n_num': n_num, + 'n_cat_repair': n_cat_repair, + 'total_se': total_se, + 'squared_resids': pd.Series(squared_resids), + } + + logging.debug("%s: # categorical: %d (repairs: %d), # numerical: %d", + type(self).__name__, val_res['n_cat'], val_res['n_cat_repair'], + val_res['n_num']) + logging.debug("%s: (Infer on all) Precision: %.2f, Recall: %.2f", + type(self).__name__, val_res['precision'], val_res['recall']) + logging.debug("%s: (Infer only on DK) Precision: %.2f, Repair Recall: %.2f", + type(self).__name__, val_res['dk_precision'], val_res['repair_recall']) + if val_res['n_num']: + logging.debug("%s: MSE: %.2f, RMSE: %2.f", type(self).__name__, + val_res['total_se'] / val_res['n_num'], + (val_res['total_se'] / val_res['n_num']) ** 0.5) + logging.debug("%s: Squared resids: %s", type(self).__name__, + val_res['squared_resids'].describe()) + + return val_res + + def predict_pp(self, row, attr=None, values=None): + raise NotImplementedError + + def predict_pp_batch(self, df=None): + """ + Performs batch prediction. + + df must have column '_vid_'. + One should only pass in VIDs that have been trained on (see + :param:`train_attrs`). + + Returns (vid, is_categorical, list[(value, proba)] OR real value (np.array)) + where if is_categorical = True then list[(value, proba)] is returned. + """ + if df is None: + df = self.domain_df + + logging.debug('%s: getting dataset indices...', type(self).__name__) + self._dataset.set_mode(inference_mode=True) + ds_tuples = [self._dataset[vid] for vid in df['_vid_'].values] + self._dataset.set_mode(inference_mode=False) + vids, is_categorical, attr_idxs, \ + init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, \ + target_numvals, cat_targets = map(torch.stack, list(zip(*ds_tuples))) + is_categorical = is_categorical.view(-1) + attr_idxs = attr_idxs.view(-1) + cat_targets = cat_targets.view(-1) + logging.debug('%s: done getting dataset indices.', type(self).__name__) + + logging.debug('%s: starting batch prediction...', type(self).__name__) + pred_cats, pred_nums = self.forward(is_categorical, attr_idxs, + init_cat_idxs, init_numvals, init_nummasks, + domain_idxs, domain_masks, cat_targets) + logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', + type(self).__name__, pred_cats.shape[0], pred_nums.shape[0]) + + pred_cat_idx = 0 + pred_num_idx = 0 + for idx, is_cat in enumerate(is_categorical): + vid = int(vids[idx, 0]) + if is_cat: + logits = pred_cats[pred_cat_idx] + pred_cat_idx += 1 + yield vid, bool(is_cat), zip(self._dataset.domain_values(vid), map(float, Softmax(dim=0)(logits))) + continue + + # Real valued prediction + dim = self.out_num_masks[attr_idxs[idx] - self._n_train_cat_attrs].nonzero().max() + pred_num = pred_nums[pred_num_idx][:dim+1] + pred_num_idx += 1 + yield vid, False, pred_num.detach().numpy() diff --git a/examples/.gitignore b/examples/.gitignore deleted file mode 100644 index d6dd4a1bf..000000000 --- a/examples/.gitignore +++ /dev/null @@ -1,2 +0,0 @@ -# Ignore local test scripts. -test*.py diff --git a/examples/holoclean_repair_example.py b/examples/holoclean_repair_example.py index fb46e0a67..90a3a871f 100644 --- a/examples/holoclean_repair_example.py +++ b/examples/holoclean_repair_example.py @@ -31,7 +31,8 @@ hc.detect_errors(detectors) # 4. Repair errors utilizing the defined features. -hc.setup_domain() +hc.generate_domain() +hc.run_estimator() featurizers = [ OccurAttrFeaturizer(), FreqFeaturizer(), diff --git a/examples/holoclean_repair_example_db.py b/examples/holoclean_repair_example_db.py index ba8c46533..954b40e11 100644 --- a/examples/holoclean_repair_example_db.py +++ b/examples/holoclean_repair_example_db.py @@ -38,7 +38,7 @@ hc.detect_errors([error_loader]) # 4. Repair errors utilizing the defined features. -hc.setup_domain() +hc.generate_domain() featurizers = [ OccurAttrFeaturizer(), FreqFeaturizer(), From 78849ede30c5b975e7a717138f132748677808f5 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 10:25:42 -0400 Subject: [PATCH 07/48] Always load clean/ground truth as strings since we load/store raw data as strings. --- evaluate/eval.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/evaluate/eval.py b/evaluate/eval.py index cf6a8361c..3e517b562 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -50,19 +50,19 @@ def __init__(self, env, dataset): def load_data(self, name, fpath, tid_col, attr_col, val_col, na_values=None): tic = time.clock() try: - raw_data = pd.read_csv(fpath, na_values=na_values, encoding='utf-8') + raw_data = pd.read_csv(fpath, na_values=na_values, dtype=str, encoding='utf-8') # We drop any ground truth values that are NULLs since we follow # the closed-world assumption (if it's not there it's wrong). # TODO: revisit this once we allow users to specify which # attributes may be NULL. raw_data.dropna(subset=[val_col], inplace=True) - raw_data.fillna(NULL_REPR, inplace=True) raw_data.rename({tid_col: '_tid_', attr_col: '_attribute_', val_col: '_value_'}, axis='columns', inplace=True) raw_data = raw_data[['_tid_', '_attribute_', '_value_']] + raw_data['_tid_'] = raw_data['_tid_'].astype(int) # Normalize string to whitespaces. raw_data['_value_'] = raw_data['_value_'].str.strip().str.lower() self.clean_data = Table(name, Source.DF, df=raw_data) @@ -312,11 +312,10 @@ def log_weak_label_stats(self): "w. label = init", "w. label = grdth", "w. label = inferred", "infer = grdth", "count"]) df_stats = df_stats.sort_values(list(df_stats.columns)).reset_index(drop=True) - logging.debug("weak label statistics:") pd.set_option('display.max_columns', None) pd.set_option('display.max_rows', len(df_stats)) pd.set_option('display.max_colwidth', -1) - logging.debug("%s", df_stats) + logging.debug("weak label statistics:\n%s", df_stats) pd.reset_option('display.max_columns') pd.reset_option('display.max_rows') pd.reset_option('display.max_colwidth') From 44afd2df826d19ee7e6da29af8153033341d68d7 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 5 Apr 2019 19:42:59 -0400 Subject: [PATCH 08/48] Added featurizer for learned embeddings from TupleEmbedding model. --- dataset/dataset.py | 20 +++ domain/domain.py | 2 + domain/estimators/tuple_embedding.py | 209 +++++++++++++++++++------ examples/holoclean_repair_example.py | 2 +- holoclean.py | 6 + repair/featurize/__init__.py | 5 +- repair/featurize/embeddingfeat.py | 75 +++++++++ repair/featurize/featurized_dataset.py | 5 +- repair/featurize/featurizer.py | 10 +- 9 files changed, 275 insertions(+), 59 deletions(-) create mode 100644 repair/featurize/embeddingfeat.py diff --git a/dataset/dataset.py b/dataset/dataset.py index 784d5adaa..bea3ed735 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -63,6 +63,10 @@ def __init__(self, name, env): # Attributes to train on self.train_attrs = env["train_attrs"] + # Embedding model for learned embedding vectors of domain values and + # tuple context + self._embedding_model = None + # TODO(richardwu): load more than just CSV files def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): """ @@ -336,3 +340,19 @@ def get_repaired_dataset(self): toc = time.clock() total_time = toc - tic return status, total_time + + def load_embedding_model(self, model): + """ + Memoize the TupleEmbedding model for retrieving learned embeddings + later (e.g. in EmbeddingFeaturizer). + """ + self._embedding_model = model + + def get_embedding_model(self): + """ + Retrieve the memoized embedding model. + """ + if self._embedding_model is None: + raise Exception("cannot retrieve embedding model: it was never trained and loaded!") + return self._embedding_model + diff --git a/domain/domain.py b/domain/domain.py index 7fb55720b..d2c8681d3 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -418,6 +418,8 @@ def _run_estimator(self): estimator = Logistic(self.env, self.ds, domain_df) elif self.env['estimator_type'] == 'TupleEmbedding': estimator = TupleEmbedding(self.env, self.ds, domain_df) + # Memoize embedding model for later use (e.g. in featurizers). + self.ds.load_embedding_model(estimator) else: raise Exception('estimator_type must be one of {NaiveBayes, Logistic, TupleEmbedding}') estimator.train(self.env['estimator_epochs'], self.env['estimator_batch_size']) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index eea853644..471cc54cc 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -207,7 +207,7 @@ def __init__(self, env, dataset, domain_df, self._raw_data_dict = self._raw_data.set_index('_tid_').to_dict('index') self._vid_to_idx = {vid: idx for idx, vid in enumerate(domain_df['_vid_'].values)} - self._train_records = domain_df[['_tid_', 'attribute', 'init_value', + self._train_records = domain_df[['_vid_', '_tid_', 'attribute', 'init_value', 'init_index', 'domain', 'domain_size', 'is_clean']].to_records() # Maximum domain size @@ -375,8 +375,9 @@ def _get_cat_domain_target(self, idx): domain_idxs = self._get_domain_idxs(idx) dom_size = cur['domain_size'] - # Add negative samples to a most likely correct (clean) cell - if self._neg_sample and dom_size < self._max_domain and cur['is_clean']: + # During training, add negative samples to a most likely correct (clean) cell + if not self.inference_mode and self._neg_sample \ + and dom_size < self._max_domain and cur['is_clean']: # It is faster not to memoize these. neg_idxs = self._get_neg_dom_idxs(idx) neg_sample = torch.LongTensor(np.random.choice(neg_idxs, @@ -399,16 +400,19 @@ def __getitem__(self, vid): """ :param:`vid` is the desired VID. - Returns (vid, - is_categorical, - attr_idx, - init_cat_idxs, - init_numvals, - init_nummask, - domain_idxs (if categorical), - domain_mask (if categorical), - target_numvals (if numerical), - cat_target (if categorical), + In parenthese is the size of the tensor. torch.DataLoader will stack these + into (batch size, *tensor size). + + Returns (vid: (1), + is_categorical: (1), + attr_idx: (1), + init_cat_idxs: (n_init_cat_attrs), + init_numvals: (n_init_num_attrs, max num dim), + init_nummask: (n_init_num_attrs), + domain_idxs (if categorical): (max domain), + domain_mask (if categorical): (max domain), + target_numvals (if numerical): (max num dim), + cat_target (if categorical): (1), ) where if VID is not categorical/numerical, then the corresponding @@ -418,6 +422,7 @@ def __getitem__(self, vid): """ idx = self._vid_to_idx[vid] cur = self._train_records[idx] + assert cur['_vid_'] == vid is_categorical = torch.ByteTensor([int(cur['attribute'] in self._train_cat_attrs)]) attr_idx = torch.LongTensor([self._train_attr_idxs[cur['attribute']]]) @@ -502,7 +507,6 @@ class TupleEmbedding(Estimator, torch.nn.Module): def __init__(self, env, dataset, domain_df, numerical_attrs=None, memoize=False, - embed_size=10, neg_sample=True, validate_fpath=None, validate_tid_col=None, validate_attr_col=None, validate_val_col=None): @@ -526,6 +530,7 @@ def __init__(self, env, dataset, domain_df, torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) + self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] # Check is train attributes exist @@ -584,11 +589,11 @@ def __init__(self, env, dataset, domain_df, self._dataset = LookupDataset(env, dataset, self.domain_df, numerical_attrs, neg_sample, memoize) - if len(self._dataset._num_attr_dim) and max(self._dataset._num_attr_dim.values()) > embed_size: + if len(self._dataset._num_attr_dim) and max(self._dataset._num_attr_dim.values()) > self._embed_size: logging.error("%s: maximum numeric value dimension %d must be <= embedding size %d", type(self).__name__, max(self._dataset._num_attr_dim.values()), - embed_size) + self._embed_size) sys.exit(1) self._train_cat_attrs = self._dataset._train_cat_attrs @@ -610,7 +615,6 @@ def __init__(self, env, dataset, domain_df, self._max_domain = self._dataset._max_domain self._max_num_dim = self._dataset._max_num_dim - self._embed_size = embed_size self.in_W = torch.nn.Parameter(torch.zeros(self._n_init_vals, self._embed_size)) self.out_W = torch.nn.Parameter(torch.zeros(self._n_train_vals, self._embed_size)) @@ -631,6 +635,7 @@ def __init__(self, env, dataset, domain_df, self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) # Mask for _num_forward to restrict which dimensions are active for each attribute. + # Hadamard/elementwise multiply this mask. self.out_num_masks = torch.zeros(self._n_train_num_attrs, self._max_num_dim, dtype=torch.float32) for idx, attr in enumerate(self._dataset._train_num_attrs): dim = self._dataset._num_attr_dim[attr] @@ -706,7 +711,7 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att init_cat_idxs: (batch, n_init_cat_attrs) init_numvals: (batch, n_init_num_attrs, max_num_dim) init_nummasks: (batch, n_init_num_attrs) - attr_idxs: (batch) + attr_idxs: (batch, 1) """ init_cat_vecs = torch.zeros(init_cat_idxs.shape[0], 0, self._embed_size) if self._n_init_cat_attrs: @@ -734,7 +739,7 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att init_vecs = F.normalize(init_vecs, p=2, dim=2) # (batch, 1, n_init_attrs) - attr_logits = self.attr_W.index_select(0, attr_idxs).unsqueeze(1) + attr_logits = self.attr_W.index_select(0, attr_idxs.view(-1)).unsqueeze(1) # (batch, 1, n_init_attrs) attr_weights = Softmax(dim=2)(attr_logits) @@ -751,7 +756,7 @@ def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): combined_init: (batch, embed size, 1) domain_idxs: (batch, max domain) domain_masks: (batch, max domain) - cat_targets: (batch) + cat_targets: (batch, 1) Returns logits: (batch, max domain) """ @@ -772,8 +777,8 @@ def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): # Init bias if self.INIT_BIAS != 0.: - logits.scatter_add_(1, cat_targets.unsqueeze(-1), - self.INIT_BIAS * torch.ones_like(cat_targets.unsqueeze(-1), dtype=torch.float32)) + logits.scatter_add_(1, cat_targets, + self.INIT_BIAS * torch.ones_like(cat_targets, dtype=torch.float32)) # Add mask to void out-of-domain indexes # (batch, max domain) @@ -784,14 +789,14 @@ def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): def _num_forward(self, combined_init, num_attr_idxs): """ combined_init: (batch, embed size, 1) - num_attr_idxs: (batch) + num_attr_idxs: (batch, 1) Returns pred_numvals: (batch, max_num_dim) """ # (batch, embed size, max num dim) - out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs) + out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs.view(-1)) # (batch, max num dim) - out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs) + out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs.view(-1)) """ Use pseudo-inverse for regression @@ -822,11 +827,11 @@ def _num_forward(self, combined_init, num_attr_idxs): # dim = 0 of inverse_num_bases. # e.g. given # unique_num_attr_idxs = [2,5,1] - # num_attr_idxs = [1,5,2,5,1] + # num_attr_idxs = [[1,5,2,5,1]] # then temp = [[ 1, -3, 0, -3, 1], # [ 4, 0, 3, 0, 4], # [ 0, -4, -1, -4, 0]] - temp = unique_num_attr_idxs.unsqueeze(1) - num_attr_idxs.unsqueeze(0) + temp = unique_num_attr_idxs.unsqueeze(1) - num_attr_idxs.t() # e.g. temp = [[0, 0, 1], # [0, 1, 0], # [1, 0, 0], @@ -853,7 +858,7 @@ def _num_forward(self, combined_init, num_attr_idxs): batch_pinverses = pinverse_num_bases.index_select(0, num_attr_idxs_pinverses) # (batch, embed size, 1) - out_num_zero_vecs = self.out_num_zero_vecs.index_select(0, num_attr_idxs).unsqueeze(-1) + out_num_zero_vecs = self.out_num_zero_vecs.index_select(0, num_attr_idxs.view(-1)).unsqueeze(-1) # (batch, max_num_dim) pred_numvals = batch_pinverses.matmul(projected_inits - out_num_zero_vecs).squeeze(-1) @@ -869,32 +874,63 @@ def forward(self, is_categorical, attr_idxs, domain_idxs, domain_masks, cat_targets): """ Performs one forward pass. + + is_categorical: (batch, 1) + attr_idxs: (batch, 1) + cat_targets: (batch, 1) """ # (batch, embed size, 1) - combined_init = self._get_combined_init_vec(init_cat_idxs, init_numvals, init_nummasks, attr_idxs) + combined_init = self._get_combined_init_vec(init_cat_idxs, init_numvals, + init_nummasks, attr_idxs) # (# of cat VIDs), (# of num VIDs) - # TODO: convert is_categorical to ByteTensor and use torch.mask_tensor - cat_mask, num_mask = is_categorical.nonzero().view(-1), (is_categorical == 0).nonzero().view(-1) + cat_mask, num_mask = self._cat_num_masks(is_categorical) cat_logits = torch.empty(0, self._max_domain) if len(cat_mask): - cat_combined_init, domain_idxs, domain_masks, cat_targets = combined_init[cat_mask], \ - domain_idxs[cat_mask], \ - domain_masks[cat_mask], \ - cat_targets[cat_mask] + cat_combined_init, domain_idxs, domain_masks, cat_targets = \ + combined_init[cat_mask], \ + domain_idxs[cat_mask], \ + domain_masks[cat_mask], \ + cat_targets[cat_mask] # (# of cat VIDs, max_domain) cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks, cat_targets) pred_numvals = torch.empty(0, self._max_num_dim) if len(num_mask): num_combined_init, num_attr_idxs = combined_init[num_mask], \ - attr_idxs[num_mask] - self._n_train_cat_attrs # shift attribute indexes back to 0 + self._num_attr_idxs(is_categorical, attr_idxs) # (# of num VIDs, max_num_dim) pred_numvals = self._num_forward(num_combined_init, num_attr_idxs) return cat_logits, pred_numvals + def _cat_num_masks(self, is_categorical): + """ + is_categorical: (batch, 1) + """ + # TODO: convert is_categorical to ByteTensor and use torch.mask_tensor + cat_mask, num_mask = is_categorical.view(-1).nonzero().view(-1),\ + (is_categorical.view(-1) == 0).nonzero().view(-1) + return cat_mask, num_mask + + def _num_attr_idxs(self, is_categorical, attr_idxs): + """ + Returns the 0-indexed numerical attribute indexes from a batch of + attribute indexes. + + is_categorical: (batch, 1) + attr_idxs: (batch, 1) + + Returns tensor of shape (# of numerical examples, 1) + """ + _, num_mask = self._cat_num_masks(is_categorical) + # shift attribute indexes back to 0 + num_attr_idxs = attr_idxs[num_mask] - self._n_train_cat_attrs + + # (# of numerical examples, 1) + return num_attr_idxs + def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., shuffle=True, train_only_clean=True): """ @@ -933,17 +969,15 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., domain_idxs, domain_masks, \ target_numvals, cat_targets \ in tqdm(DataLoader(self._dataset, batch_size=batch_size, sampler=sampler)): - is_categorical = is_categorical.view(-1) - attr_idxs = attr_idxs.view(-1) - cat_targets = cat_targets.view(-1) cat_preds, numval_preds = self.forward(is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, domain_idxs, domain_masks, cat_targets) # Select out the appropriate targets - cat_targets = cat_targets[is_categorical.nonzero().view(-1)] - target_numvals = target_numvals[(is_categorical == 0).nonzero().view(-1)] + cat_mask, num_mask = self._cat_num_masks(is_categorical) + cat_targets = cat_targets.view(-1)[cat_mask] + target_numvals = target_numvals[num_mask] assert cat_preds.shape[0] == cat_targets.shape[0] assert numval_preds.shape == target_numvals.shape @@ -983,6 +1017,86 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., return batch_losses + def _get_dataset_vecs(self, vids): + """ + Returns the vectors from Dataset for the given VIDs that has been + reshaped to be in the proper format for forward. + + Returns (vids, + is_categorical, + attr_idxs, + init_cat_idxs, + init_numvals, + init_nummasks, + domain_idxs, + domain_masks, + target_numvals, + cat_targets, + ) + """ + self._dataset.set_mode(inference_mode=True) + ds_tuples = [self._dataset[vid] for vid in vids] + self._dataset.set_mode(inference_mode=False) + + return tuple(map(torch.stack, list(zip(*ds_tuples)))) + + def get_context_vecs(self, vids): + """ + Returns (# of vids, embed_size) context DETACHED pytorch tensors for + the given VIDs. + """ + _, _, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, \ + _, _, _, _ = self._get_dataset_vecs(vids) + + # (# of vids, embed_size, 1) + context_vec = self._get_combined_init_vec(init_cat_idxs, init_numvals, init_nummasks, attr_idxs) + # (# of vids, embed_size) + return context_vec.squeeze(-1).detach() + + def get_target_vecs(self, vids): + """ + Returns a (# of vids, max domain values, embed_size) the target + DETACHED pytorch tensors for each domain value for each VID. + + Note for each VID the domain target vectors are padded up to the maximum + domain size. + """ + _, is_categorical, attr_idxs, _, _, _, \ + domain_idxs, _, target_numvals, _ = self._get_dataset_vecs(vids) + + # (# of cats), (# of num) + cat_masks, num_masks = self._cat_num_masks(is_categorical) + + # TODO: should we also return the biases? + # (batch, max_domain, embed_size) + target_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ + .view(*domain_idxs.shape, self._embed_size) + + # Replace the target vectors with our numerical spanned vector if + # we have numerical values. + if len(num_masks): + # (# of num, 1) + num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) + + # (batch, embed_size, max num dim) + out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs.view(-1)) + # (batch, max num dim) + out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs.view(-1)) + # (batch, embed_size, max num dim) + out_num_bases.mul_(out_num_masks.unsqueeze(1)) + + # (batch, embed_size, 1) + num_vecs = out_num_bases.matmul(target_numvals.unsqueeze(-1)) + # (batch, 1, embed_size) + num_vecs = num_vecs.view(-1, 1, self._embed_size) + # (batch, self._max_domain, embed_size) + num_vecs = num_vecs.expand(-1, self._max_domain, -1) + + target_vecs[num_masks] = num_vecs[num_masks] + + # (batch, max_domain, embed_size) + return target_vecs.detach() + def dump_model(self, prefix): """ Dump this model's parameters and other metadata (e.g. attr-val to corresponding @@ -1124,16 +1238,10 @@ def predict_pp_batch(self, df=None): df = self.domain_df logging.debug('%s: getting dataset indices...', type(self).__name__) - self._dataset.set_mode(inference_mode=True) - ds_tuples = [self._dataset[vid] for vid in df['_vid_'].values] - self._dataset.set_mode(inference_mode=False) vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ domain_idxs, domain_masks, \ - target_numvals, cat_targets = map(torch.stack, list(zip(*ds_tuples))) - is_categorical = is_categorical.view(-1) - attr_idxs = attr_idxs.view(-1) - cat_targets = cat_targets.view(-1) + target_numvals, cat_targets = self._get_dataset_vecs(df['_vid_'].values) logging.debug('%s: done getting dataset indices.', type(self).__name__) logging.debug('%s: starting batch prediction...', type(self).__name__) @@ -1145,7 +1253,8 @@ def predict_pp_batch(self, df=None): pred_cat_idx = 0 pred_num_idx = 0 - for idx, is_cat in enumerate(is_categorical): + + for idx, is_cat in enumerate(is_categorical.view(-1)): vid = int(vids[idx, 0]) if is_cat: logits = pred_cats[pred_cat_idx] @@ -1154,7 +1263,7 @@ def predict_pp_batch(self, df=None): continue # Real valued prediction - dim = self.out_num_masks[attr_idxs[idx] - self._n_train_cat_attrs].nonzero().max() + dim = self.out_num_masks[attr_idxs[idx,0] - self._n_train_cat_attrs].nonzero().max() pred_num = pred_nums[pred_num_idx][:dim+1] pred_num_idx += 1 yield vid, False, pred_num.detach().numpy() diff --git a/examples/holoclean_repair_example.py b/examples/holoclean_repair_example.py index 90a3a871f..bdd7dd1a0 100644 --- a/examples/holoclean_repair_example.py +++ b/examples/holoclean_repair_example.py @@ -7,7 +7,7 @@ db_name='holo', domain_thresh_1=0.0, domain_thresh_2=0.0, - weak_label_thresh=0.99, + weak_label_thresh=0.90, max_domain=10000, cor_strength=0.6, nb_cor_strength=0.8, diff --git a/holoclean.py b/holoclean.py index cef8ebbf5..d694a5000 100644 --- a/holoclean.py +++ b/holoclean.py @@ -165,6 +165,12 @@ 'default': 32, 'type': int, 'help': 'Size of batch used in SGD in the weak labelling and domain generation estimator.'}), + (('-ees', '--estimator_embedding_size'), + {'metavar': 'ESTIMATOR_EMBEDDING_SIZE', + 'dest': 'estimator_embedding_size', + 'default': 10, + 'type': int, + 'help': 'If embeding_type = TupleEmbedding, uses this for the embedding size of the learned embedding vectors.'}), (('-ta', '--train_attrs'), {'metavar': 'TRAIN_ATTRS', 'dest': 'train_attrs', diff --git a/repair/featurize/__init__.py b/repair/featurize/__init__.py index 86ce86768..89d684513 100644 --- a/repair/featurize/__init__.py +++ b/repair/featurize/__init__.py @@ -6,6 +6,7 @@ from .initsimfeat import InitSimFeaturizer from .langmodelfeat import LangModelFeaturizer from .occurattrfeat import OccurAttrFeaturizer +from .embeddingfeat import EmbeddingFeaturizer __all__ = ['ConstraintFeaturizer', 'FeaturizedDataset', @@ -14,4 +15,6 @@ 'InitAttrFeaturizer', 'InitSimFeaturizer', 'LangModelFeaturizer', - 'OccurAttrFeaturizer'] + 'OccurAttrFeaturizer', + 'EmbeddingFeaturizer', + ] diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py new file mode 100644 index 000000000..8fe5f28bf --- /dev/null +++ b/repair/featurize/embeddingfeat.py @@ -0,0 +1,75 @@ +import logging +import sys + +import torch + +from .featurizer import Featurizer +from dataset import AuxTables +from domain.estimators import TupleEmbedding + + +class EmbeddingFeaturizer(Featurizer): + """ + Featurizer that wraps the learned vectors from a TupleEmbedding model + cached in Dataset. + + Takes in two optional parameters (if estimator_type != TupleEmbedding i.e. + if estimator is not the TupleEmbedding estimator): + epochs (int): # of epochs to run + batch_size (int): batch size + """ + DEFAULT_EPOCHS = 10 + DEFAULT_BATCH_SIZE = 32 + + def specific_setup(self): + self.name = 'EmbeddingFeaturizer' + + if self.env['estimator_type'] != 'TupleEmbedding': + logging.debug('%s: training TupleEmbedding model since it was not used as an estimator', + self.name) + + epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) + batch_size = self.addn_kwargs.get('epochs', self.DEFAULT_BATCH_SIZE) + + domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_') + self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df) + self.embedding_model.train(epochs, batch_size) + + logging.debug('%s: done training TupleEmbedding model.') + else: + logging.debug('%s: retrieving embedding vectors learned from TupleEmbedding estimator', + self.name) + self.embedding_model = self.ds.get_embedding_model() + + def create_tensor(self): + """ + For a batch of vids, returns a batch of learned embeddings for each of its + domain values. + + That is returns a (batch, max domain, 2 * embed_size) tensor where + the first embed_size features are the context vectors (same for a given + batch) and the second embed_size features are the "target" vectors (unique + for each domain value). + """ + vids = self.ds.aux_table[AuxTables.cell_domain].df['_vid_'].sort_values() + + # (# of vids, embed_size) + context_vecs = self.embedding_model.get_context_vecs(vids) + # (# of vids, max domain, embed_size) + target_vecs = self.embedding_model.get_target_vecs(vids) + # (# of vids, max domain, embed_size) + context_vecs = context_vecs.unsqueeze(1).expand(*target_vecs.shape) + + # Verify the non-zero target_vectors correspond to the # of domain + # values actually in each VID. + assert ((target_vecs != 0).all(dim=2).sum(dim=1).detach().numpy() \ + == self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_')['domain_size'].values).all() + + # (# of vids, max domain, 2 * embed_size) + combined_vecs = torch.cat([context_vecs, target_vecs], dim=2) + + return combined_vecs + + def feature_names(self): + return ["Context_%d" % idx for idx in range(self.env['estimator_embedding_size'])] \ + + ["Target_%d" % idx for idx in range(self.env['estimator_embedding_size'])] diff --git a/repair/featurize/featurized_dataset.py b/repair/featurize/featurized_dataset.py index e4478ff9b..b5533bce1 100644 --- a/repair/featurize/featurized_dataset.py +++ b/repair/featurize/featurized_dataset.py @@ -18,9 +18,8 @@ def __init__(self, dataset, env, featurizers): self.ds = dataset self.env = env self.total_vars, self.classes = self.ds.get_domain_info() - self.processes = self.env['threads'] for f in featurizers: - f.setup_featurizer(self.ds, self.processes, self.env['batch_size']) + f.setup_featurizer(self.env, self.ds) logging.debug('featurizing training data...') tensors = [f.create_tensor() for f in featurizers] self.featurizer_info = [FeatInfo(featurizer.name, @@ -32,7 +31,7 @@ def __init__(self, dataset, env, featurizers): tensor = torch.cat(tensors, 2) self.tensor = tensor - logging.debug('DONE featurization.') + logging.debug('DONE featurization. Feature tensor size: %s', self.tensor.shape) if self.env['debug_mode']: weights_df = pd.DataFrame(self.tensor.reshape(-1, self.tensor.shape[-1]).numpy()) diff --git a/repair/featurize/featurizer.py b/repair/featurize/featurizer.py index 15569f850..9b562f4a9 100644 --- a/repair/featurize/featurizer.py +++ b/repair/featurize/featurizer.py @@ -5,18 +5,20 @@ class Featurizer: __metaclass__ = ABCMeta - def __init__(self, learnable=True, init_weight=1.0): + def __init__(self, learnable=True, init_weight=1.0, **kwargs): self.name = None self.setup_done = False self.learnable = learnable self.init_weight = init_weight + self.addn_kwargs = kwargs - def setup_featurizer(self, dataset, processes=20, batch_size=32): + def setup_featurizer(self, env, dataset): + self.env = env self.ds = dataset self.total_vars, self.classes = self.ds.get_domain_info() # only create a pool if processes > 1 - self._pool = Pool(processes) if processes > 1 else None - self._batch_size = batch_size + self._pool = Pool(env['threads']) if env['threads'] > 1 else None + self._batch_size = env['batch_size'] self.setup_done = True self.specific_setup() From a6e545300697d78cffc7e22d5c605493bdf9f4eb Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sun, 7 Apr 2019 15:57:14 -0400 Subject: [PATCH 09/48] Support multiple layers during repair and made TupleEmbedding dump/load more sophisticated. --- domain/domain.py | 2 +- domain/estimators/tuple_embedding.py | 139 +++++++++++++---- evaluate/eval.py | 13 +- examples/holoclean_repair_example.py | 3 +- holoclean.py | 6 + repair/featurize/embeddingfeat.py | 36 +++-- repair/learn/learn.py | 225 ++++++++++++++++----------- repair/repair.py | 4 +- 8 files changed, 281 insertions(+), 147 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index d2c8681d3..e3bff3aa1 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -241,7 +241,7 @@ def generate_domain(self): vid += 1 domain_df = pd.DataFrame(data=cells).sort_values('_vid_') logging.debug('domain size stats: %s', domain_df['domain_size'].describe()) - logging.debug('DONE generating initial set of domain values in %.2f', time.clock() - tic) + logging.debug('DONE generating initial set of domain values in %.2fs', time.clock() - tic) return domain_df diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 471cc54cc..7f53fb09b 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1,4 +1,5 @@ import logging +import os import pickle import sys @@ -116,7 +117,6 @@ def __init__(self, env, dataset, domain_df, # Assign index for every unique value-attr (train/possible values, target) self._train_val_idxs = {attr: {} for attr in self._train_cat_attrs} - self._train_idx_to_val = {0: NULL_REPR} # Reserve the 0th index as placeholder for padding in domain_idx and # for NULL values. cur_init_idx = 1 @@ -193,7 +193,6 @@ def __init__(self, env, dataset, domain_df, # Assign index for train/domain values self._train_val_idxs[attr][val] = cur_train_idx - self._train_idx_to_val[cur_train_idx] = val cur_train_idx += 1 # Unique train values (their indexes) by attr @@ -219,22 +218,31 @@ def __init__(self, env, dataset, domain_df, self._max_num_dim = max(self._num_attr_dim.values()) self._total_num_dim = sum(self._num_attr_dim.values()) + self._init_dummies() + self._init_memoize_vecs() + def _init_dummies(self): # Dummy vectors - self._dummy_domain_mask = torch.zeros(self._max_domain, dtype=torch.float) - self._dummy_domain_idxs = torch.zeros(self._max_domain, dtype=torch.long) - self._dummy_target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float) + self._dummy_domain_mask = torch.zeros(self._max_domain, + dtype=torch.float) + self._dummy_domain_idxs = torch.zeros(self._max_domain, + dtype=torch.long) + self._dummy_target_numvals = torch.zeros(self._max_num_dim, + dtype=torch.float) self._dummy_cat_target = torch.LongTensor([-1]) + def _init_memoize_vecs(self): # Memoize certain lookups. - if memoize: - self._domain_idxs = self.MemoizeVec(len(self), torch.int64, self._max_domain) - self._init_cat_idxs = self.MemoizeVec(len(self), torch.int64, self._n_init_cat_attrs) - if self._total_num_dim > 0: - self._target_numvals = self.MemoizeVec(len(self), torch.float32, self._max_num_dim) - self._init_numvals = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs, self._max_num_dim) - self._init_nummask = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs) - self._neg_idxs = self.MemoizeVec(len(self), None, None) + if not self.memoize: + return + self._domain_idxs = self.MemoizeVec(len(self), torch.int64, self._max_domain) + self._init_cat_idxs = self.MemoizeVec(len(self), torch.int64, self._n_init_cat_attrs) + self._neg_idxs = self.MemoizeVec(len(self), None, None) + + if self._total_num_dim > 0: + self._target_numvals = self.MemoizeVec(len(self), torch.float32, self._max_num_dim) + self._init_numvals = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs, self._max_num_dim) + self._init_nummask = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs) def _split_cat_num_attrs(self, attrs): """ @@ -467,17 +475,38 @@ def domain_values(self, vid): assert cur['attribute'] in self._train_cat_attrs return cur['domain'].split('|||') - def dump_state(self): - return {'init_val_idxs': self._init_val_idxs, - 'train_val_idxs': self._train_val_idxs, - 'init_attr_idxs': self._init_attr_idxs, - 'train_attr_idxs': self._train_attr_idxs, - 'init_cat_attrs': self._init_cat_attrs, - 'init_num_attrs': self._init_num_attrs, - 'train_cat_attrs': self._train_cat_attrs, - 'train_num_attrs': self._train_num_attrs, - 'num_attr_dim': self._num_attr_dim, - } + def _state_attrs(self): + """ + Attributes/local vars to dump as state. Basically everything + used when __getitem__ is invoked. + """ + return ['_vid_to_idx', + '_train_records', + '_raw_data_dict', + '_max_domain', + '_max_num_dim', + '_init_val_idxs', + '_train_val_idxs', + '_init_attr_idxs', + '_train_attr_idxs', + '_init_cat_attrs', + '_init_num_attrs', + '_train_cat_attrs', + '_train_num_attrs', + '_num_attr_dim', + '_n_init_cat_attrs', + '_n_init_num_attrs', + '_train_val_idxs_by_attr', + ] + + def get_state(self): + return {attr: getattr(self, attr) for attr in self._state_attrs()} + + def load_state(self, state): + for attr, val in state.items(): + setattr(self, attr, val) + self._init_dummies() + self._init_memoize_vecs() class VidSampler(Sampler): def __init__(self, domain_df, shuffle=True, train_only_clean=True): @@ -598,7 +627,6 @@ def __init__(self, env, dataset, domain_df, self._train_cat_attrs = self._dataset._train_cat_attrs self._train_num_attrs = self._dataset._train_num_attrs - self._train_idx_to_val = self._dataset._train_idx_to_val # word2vec-like model. @@ -1055,8 +1083,9 @@ def get_context_vecs(self, vids): def get_target_vecs(self, vids): """ - Returns a (# of vids, max domain values, embed_size) the target - DETACHED pytorch tensors for each domain value for each VID. + Returns a (# of vids, max domain values, embed_size + 1) the target + DETACHED pytorch tensors for each domain value for each VID (+1 for + bias). Note for each VID the domain target vectors are padded up to the maximum domain size. @@ -1094,16 +1123,59 @@ def get_target_vecs(self, vids): target_vecs[num_masks] = num_vecs[num_masks] - # (batch, max_domain, embed_size) + # TODO: mask/handle numeric bias. Note this should still select + # the 0th bias which is 0 + # (batch, max_domain, 1) + target_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ + .view(*domain_idxs.shape, 1) + + # (batch, max_domain, embed_size + 1) + target_vecs = torch.cat([target_vecs, target_bias], dim=-1) + # (batch, max_domain, embed_size + 1) return target_vecs.detach() + def _model_fpaths(self, prefix): + return '%s_sdict.pkl' % prefix, '%s_ds_state.pkl' % prefix + def dump_model(self, prefix): """ - Dump this model's parameters and other metadata (e.g. attr-val to corresponding - index in embedding matrix) with the given :param:`prefix`. + Dump this model's parameters and other metadata (e.g. attr-val to + corresponding index in embedding matrix) with the given + :param:`prefix`. + + When loading the model one must use the same domain DF. """ - torch.save(self.state_dict(), '%s_sdict.pkl' % prefix) - pickle.dump(self._dataset.dump_state(), open('%s_ds_state.pkl' % prefix, 'wb')) + sdict_fpath, ds_fpath = self._model_fpaths(prefix) + logging.debug('%s: saving model to %s and %s', + type(self).__name__, sdict_fpath, ds_fpath) + + torch.save(self.state_dict(), sdict_fpath) + with open(ds_fpath, 'wb') as f: + pickle.dump(self._dataset.get_state(), f) + + def load_model(self, prefix): + """ + Tries to load the parameters and state from the given dump prefix. + Note this EmbeddingModel must be initialized with the same domain DF + (otherwise it does not make sense to load the same parameters). + + Returns whether the model could be loaded. + """ + sdict_fpath, ds_fpath = self._model_fpaths(prefix) + + if not os.path.exists(sdict_fpath) or not os.path.exists(ds_fpath): + logging.warning('%s: cannot load model from prefix %s', + type(self).__name__, + prefix) + return False + + logging.debug('%s: loading saved model from %s and %s', + type(self).__name__, sdict_fpath, ds_fpath) + + self.load_state_dict(torch.load(sdict_fpath)) + with open(ds_fpath, 'rb') as f: + self._dataset.load_state(pickle.load(f)) + return True def dump_predictions(self, prefix): """ @@ -1111,7 +1183,8 @@ def dump_predictions(self, prefix): """ preds = self.predict_pp_batch() - logging.debug('%s: constructing and dumping predictions...'. type(self).__name__) + logging.debug('%s: constructing and dumping predictions...'. + type(self).__name__) results = [] for ((vid, is_cat, pred), row) in zip(preds, self.domain_recs): assert vid == row['_vid_'] diff --git a/evaluate/eval.py b/evaluate/eval.py index 3e517b562..c159d71b8 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -276,10 +276,7 @@ def log_weak_label_stats(self): select (t3._tid_ is NULL) as clean, (t1.fixed) as status, - (t4._tid_ is NOT NULL) as inferred, (t1.init_value = t2._value_) as init_eq_grdth, - (t1.init_value = t4.rv_value) as init_eq_infer, - (t1.weak_label = t1.init_value) as wl_eq_init, (t1.weak_label = t2._value_) as wl_eq_grdth, (t1.weak_label = t4.rv_value) as wl_eq_infer, (t2._value_ = t4.rv_value) as infer_eq_grdth, @@ -292,10 +289,7 @@ def log_weak_label_stats(self): group by clean, status, - inferred, init_eq_grdth, - init_eq_infer, - wl_eq_init, wl_eq_grdth, wl_eq_infer, infer_eq_grdth @@ -307,15 +301,14 @@ def log_weak_label_stats(self): res = self.ds.engine.execute_query(query) df_stats = pd.DataFrame(res, - columns=["is_clean", "cell_status", "is_inferred", - "init = grdth", "init = inferred", - "w. label = init", "w. label = grdth", "w. label = inferred", + columns=["is_clean", "cell_status", + "init = grdth", "wlabel = grdth", "wlabel = infer", "infer = grdth", "count"]) df_stats = df_stats.sort_values(list(df_stats.columns)).reset_index(drop=True) pd.set_option('display.max_columns', None) pd.set_option('display.max_rows', len(df_stats)) pd.set_option('display.max_colwidth', -1) - logging.debug("weak label statistics:\n%s", df_stats) + logging.debug("weak label statistics: (cell_status: 0 - none, 1 - wlabelled, 2 - single value)\n%s", df_stats) pd.reset_option('display.max_columns') pd.reset_option('display.max_rows') pd.reset_option('display.max_colwidth') diff --git a/examples/holoclean_repair_example.py b/examples/holoclean_repair_example.py index bdd7dd1a0..99d7abd44 100644 --- a/examples/holoclean_repair_example.py +++ b/examples/holoclean_repair_example.py @@ -7,11 +7,10 @@ db_name='holo', domain_thresh_1=0.0, domain_thresh_2=0.0, - weak_label_thresh=0.90, + weak_label_thresh=0.99, max_domain=10000, cor_strength=0.6, nb_cor_strength=0.8, - epochs=10, weight_decay=0.01, learning_rate=0.001, threads=1, diff --git a/holoclean.py b/holoclean.py index d694a5000..f069f250e 100644 --- a/holoclean.py +++ b/holoclean.py @@ -63,6 +63,12 @@ 'default': 45, 'type': int, 'help': 'The seed to be used for torch.'}), + (('-ls', '--layer_sizes'), + {'metavar': 'LAYER_SIZES', + 'dest': 'layer_sizes', + 'default': [1], + 'type': list, + 'help': 'List of layer sizes of the final FC layers. Last layer must have output size of 1. For example for a hidden layer of size 200 one can specify [200,1].'}), (('-l', '--learning-rate'), {'metavar': 'LEARNING_RATE', 'dest': 'learning_rate', diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 8fe5f28bf..6269bd58c 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -1,4 +1,6 @@ import logging +import os +import pandas as pd import sys import torch @@ -31,11 +33,23 @@ def specific_setup(self): epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) batch_size = self.addn_kwargs.get('epochs', self.DEFAULT_BATCH_SIZE) + logging.debug('%s: training with %d epochs and %d batch size', + self.name, + epochs, + batch_size) + domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_') self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df) - self.embedding_model.train(epochs, batch_size) - logging.debug('%s: done training TupleEmbedding model.') + dump_prefix = self.addn_kwargs.get('dump_prefix', None) + if dump_prefix is None \ + or not self.embedding_model.load_model(dump_prefix): + self.embedding_model.train(epochs, batch_size) + + if dump_prefix is not None: + self.embedding_model.dump_model(dump_prefix) + + logging.debug('%s: done training TupleEmbedding model.', self.name) else: logging.debug('%s: retrieving embedding vectors learned from TupleEmbedding estimator', self.name) @@ -46,30 +60,32 @@ def create_tensor(self): For a batch of vids, returns a batch of learned embeddings for each of its domain values. - That is returns a (batch, max domain, 2 * embed_size) tensor where + That is returns a (batch, max domain, 2 * embed_size + 1) tensor where the first embed_size features are the context vectors (same for a given - batch) and the second embed_size features are the "target" vectors (unique - for each domain value). + batch) and the next embed_size features are the "target" vectors (unique + for each domain value), and the last feature is the bias for + the target vector. """ vids = self.ds.aux_table[AuxTables.cell_domain].df['_vid_'].sort_values() # (# of vids, embed_size) context_vecs = self.embedding_model.get_context_vecs(vids) - # (# of vids, max domain, embed_size) + # (# of vids, max domain, embed_size + 1) target_vecs = self.embedding_model.get_target_vecs(vids) # (# of vids, max domain, embed_size) - context_vecs = context_vecs.unsqueeze(1).expand(*target_vecs.shape) + context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) # Verify the non-zero target_vectors correspond to the # of domain # values actually in each VID. - assert ((target_vecs != 0).all(dim=2).sum(dim=1).detach().numpy() \ + assert ((target_vecs != 0).all(dim=2).sum(dim=1).detach().numpy() == self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_')['domain_size'].values).all() - # (# of vids, max domain, 2 * embed_size) + # (# of vids, max domain, 2 * embed_size + 1) combined_vecs = torch.cat([context_vecs, target_vecs], dim=2) return combined_vecs def feature_names(self): return ["Context_%d" % idx for idx in range(self.env['estimator_embedding_size'])] \ - + ["Target_%d" % idx for idx in range(self.env['estimator_embedding_size'])] + + ["Target_%d" % idx for idx in range(self.env['estimator_embedding_size'])] \ + + ["Target_bias"] diff --git a/repair/learn/learn.py b/repair/learn/learn.py index d7f3b247b..90c404aeb 100644 --- a/repair/learn/learn.py +++ b/repair/learn/learn.py @@ -1,12 +1,9 @@ import logging -import math import torch from torch import optim -from torch.autograd import Variable -from torch.nn import Parameter, ParameterList +from torch.nn import Parameter, ParameterList, ReLU from torch.nn.functional import softmax -from torch.optim.lr_scheduler import ReduceLROnPlateau from tqdm import tqdm import numpy as np @@ -15,104 +12,143 @@ class TiedLinear(torch.nn.Module): """ TiedLinear is a linear layer with shared parameters for features between (output) classes that takes as input a tensor X with dimensions - (batch size) X (output_dim) X (in_features) + (batch size) X (max_domain) X (total # of features) where: - output_dim is the desired output dimension/# of classes - in_features are the features with shared weights across the classes + max_domain is the desired output dimension/# of classes """ - def __init__(self, env, feat_info, output_dim, bias=False): + def __init__(self, env, feat_info, max_domain, layer_sizes, bias=False): + """ + feat_info (list[FeatInfo]): list of FeatInfo namedtuples for each + featurizer + max_domain (int): number of domain values (e.g. max domain) + bias (bool): use bias on the first layer per feature. + layer_sizes (list[int]): Output size of each linear layer. Last layer + should have an output size of 1. E.g. [200, 1]. + """ + assert layer_sizes and layer_sizes[-1] == 1 + super(TiedLinear, self).__init__() self.env = env - # Init parameters - self.in_features = 0.0 - self.weight_list = ParameterList() - if bias: - self.bias_list = ParameterList() - else: - self.register_parameter('bias', None) - self.output_dim = output_dim + self.act = ReLU() + + self.max_domain = max_domain self.bias_flag = bias - # Iterate over featurizer info list - for feat_entry in feat_info: - learnable = feat_entry.learnable - feat_size = feat_entry.size - init_weight = feat_entry.init_weight - self.in_features += feat_size - feat_weight = Parameter(init_weight*torch.ones(1, feat_size), requires_grad=learnable) - if learnable: - self.reset_parameters(feat_weight) - self.weight_list.append(feat_weight) - if bias: - feat_bias = Parameter(torch.zeros(1, feat_size), requires_grad=learnable) - if learnable: - self.reset_parameters(feat_bias) - self.bias_list.append(feat_bias) - - def reset_parameters(self, tensor): - stdv = 1. / math.sqrt(tensor.size(0)) - tensor.data.uniform_(-stdv, stdv) - - def concat_weights(self): - self.W = torch.cat([t for t in self.weight_list],-1) - # Normalize weights. - if self.env['weight_norm']: - self.W = self.W.div(self.W.norm(p=2)) - # expand so we can do matrix multiplication with each cell and their max # of domain values - self.W = self.W.expand(self.output_dim, -1) + + # Create first layer: this layer is special since some weights + # cannot be learned. + self.first_layer_weights = ParameterList() + for feat in feat_info: + weight = Parameter(feat.init_weight*torch.ones(feat.size, + layer_sizes[0]), + requires_grad=feat.learnable) + if feat.learnable: + torch.nn.init.xavier_uniform_(weight) + self.first_layer_weights.append(weight) + if self.bias_flag: - self.B = torch.cat([t.expand(self.output_dim, -1) for t in self.bias_list],-1) + self.first_layer_bias = Parameter(torch.zeros(1, sum(f.size for f in feat_info))) + torch.nn.init.xavier_uniform_(self.first_layer_bias) + + # Create subsequent layers. + self.other_weights = ParameterList() + self.other_biases = ParameterList() + for in_dim, out_dim in zip(layer_sizes[:-1], layer_sizes[1:]): + weight = Parameter(torch.zeros(in_dim, out_dim)) + # (max_domain, out_dim) + bias = Parameter(torch.zeros(1, out_dim)) + + # Randomly initialize weights. + torch.nn.init.xavier_uniform_(weight) + torch.nn.init.xavier_uniform_(bias) + + self.other_weights.append(weight) + self.other_biases.append(bias) + + logging.debug("training model with first layer size: %s", + list(map(str, [w.shape for w in self.first_layer_weights]))) + if len(self.other_weights): + logging.debug("training model with additional hidden layers of size: %s", + list(map(str, [w.shape for w in self.other_weights]))) def forward(self, X, index, mask): - # Concatenates different featurizer weights - need to call during every pass. - self.concat_weights() - output = X.mul(self.W) + """ + Performs one forward pass and outputs the logits of size + (batch, max_domain) + + X: (batch, # of classes, total # of features) + index: (batch) + mask: (batch, # of classes) + """ + # Multiply through the first layer. + # (batch, # of classes, layers_size[0]) + output = X.matmul(torch.cat([t for t in self.first_layer_weights], + dim=0)) if self.bias_flag: - output += self.B - output = output.sum(2) + output.add_(self.first_layer_bias.expand(self.max_domain, -1)) + + for idx, (weight, bias) in enumerate(zip(self.other_weights, + self.other_biases)): + # Apply activation on all but last layer. + output = self.act(output) + # (batch, # of classes, in_dim) --> (batch, # of classes, out_dim) + output = output.matmul(weight) + bias.expand(self.max_domain, -1) + # output should now be (batch, # of classes, 1) + + # (batch, # of classes) + output = output.squeeze(-1) + # Add our mask so that invalid domain classes for a given variable/VID # has a large negative value, resulting in a softmax probability # of de facto 0. + # (batch, # of classes) output.index_add_(0, index, mask) return output class RepairModel: - def __init__(self, env, feat_info, output_dim, bias=False): + def __init__(self, env, feat_info, max_domain, bias=False, layer_sizes=[1]): + """ + feat_info (list[FeatInfo]): featurizer information + max_domain (int): maximum domain size i.e. output dimension + """ self.env = env - # A list of tuples (name, is_featurizer_learnable, featurizer_output_size, init_weight, feature_names (list)) self.feat_info = feat_info - self.output_dim = output_dim - self.model = TiedLinear(self.env, feat_info, output_dim, bias) + self.max_domain = max_domain + self.model = TiedLinear(self.env, feat_info, max_domain, + bias=bias, layer_sizes=layer_sizes) self.featurizer_weights = {} def fit_model(self, X_train, Y_train, mask_train): - n_examples, n_classes, n_features = X_train.shape - + """ + X_train: (batch, # of classes (domain size), total # of features) + Y_train: (batch, 1) + mask_train: (batch, # of classes) + """ loss = torch.nn.CrossEntropyLoss() - trainable_parameters = filter(lambda p: p.requires_grad, self.model.parameters()) + trainable_parameters = filter(lambda p: p.requires_grad, + self.model.parameters()) if self.env['optimizer'] == 'sgd': - optimizer = optim.SGD(trainable_parameters, lr=self.env['learning_rate'], momentum=self.env['momentum'], + optimizer = optim.SGD(trainable_parameters, + lr=self.env['learning_rate'], + momentum=self.env['momentum'], weight_decay=self.env['weight_decay']) else: - optimizer = optim.Adam(trainable_parameters, lr=self.env['learning_rate'], weight_decay=self.env['weight_decay']) - - # lr_sched = ReduceLROnPlateau(optimizer, 'min', verbose=True, eps=1e-5, patience=5) + optimizer = optim.Adam(trainable_parameters, + lr=self.env['learning_rate'], + weight_decay=self.env['weight_decay']) batch_size = self.env['batch_size'] epochs = self.env['epochs'] - for i in tqdm(range(epochs)): + for epoch_idx in tqdm(range(1, epochs + 1)): cost = 0. - num_batches = n_examples // batch_size + num_batches = X_train.shape[0] // batch_size for k in range(num_batches): start, end = k * batch_size, (k + 1) * batch_size - cost += self.__train__(loss, optimizer, X_train[start:end], Y_train[start:end], mask_train[start:end]) - - # Y_pred = self.__predict__(X_train, mask_train) - # train_loss = loss.forward(Y_pred, Variable(Y_train, requires_grad=False).squeeze(1)) - # logging.debug('overall training loss: %f', train_loss) - # lr_sched.step(train_loss) + cost += self.__train__(loss, optimizer, X_train[start:end], + Y_train[start:end], + mask_train[start:end]) if self.env['verbose']: # Compute and print accuracy at the end of epoch @@ -120,9 +156,8 @@ def fit_model(self, X_train, Y_train, mask_train): Y_pred = self.__predict__(X_train, mask_train) Y_assign = Y_pred.data.numpy().argmax(axis=1) logging.debug("Epoch %d, cost = %f, acc = %.2f%%", - i + 1, cost / num_batches, - 100. * np.mean(Y_assign == grdt)) - + epoch_idx, cost / num_batches, + 100. * np.mean(Y_assign == grdt)) def infer_values(self, X_pred, mask_pred): logging.info('inferring on %d examples (cells)', X_pred.shape[0]) @@ -130,45 +165,55 @@ def infer_values(self, X_pred, mask_pred): return output def __train__(self, loss, optimizer, X_train, Y_train, mask_train): - X_var = Variable(X_train, requires_grad=False) - Y_var = Variable(Y_train, requires_grad=False) - mask_var = Variable(mask_train, requires_grad=False) - - index = torch.LongTensor(range(X_var.size()[0])) - index_var = Variable(index, requires_grad=False) + """ + X_train: (batch, # of classes (domain size), total # of features) + Y_train: (batch, 1) + mask_train: (batch, # of classes) + """ + index = torch.LongTensor(range(X_train.size()[0])) - optimizer.zero_grad() # Fully-connected layer with shared parameters between output classes # for linear combination of input features. # Mask makes invalid output classes have a large negative value so # to zero out softmax probability. - fx = self.model.forward(X_var, index_var, mask_var) - # loss is CrossEntropyLoss: combines log softmax + Negative log likelihood loss. + fx = self.model.forward(X_train, index, mask_train) + # loss is CrossEntropyLoss: combines log softmax + Negative log + # likelihood loss. # Y_Var is just a single 1D tensor with value (0 - 'class' - 1) i.e. # index of the correct class ('class' = max domain) - # fx is a tensor of length 'class' the linear activation going in the softmax. - output = loss.forward(fx, Y_var.squeeze(1)) + # fx is a tensor of length 'class' the linear activation going in the + # softmax. + output = loss.forward(fx, Y_train.squeeze(1)) + + optimizer.zero_grad() output.backward() optimizer.step() + cost = output.item() return cost def __predict__(self, X_pred, mask_pred): - X_var = Variable(X_pred, requires_grad=False) - index = torch.LongTensor(range(X_var.size()[0])) - index_var = Variable(index, requires_grad=False) - mask_var = Variable(mask_pred, requires_grad=False) - fx = self.model.forward(X_var, index_var, mask_var) + """ + X_pred: (batch, # of classes (domain size), total # of features) + Y_pred: (batch, 1) + """ + index = torch.LongTensor(range(X_pred.size()[0])) + fx = self.model.forward(X_pred, index, mask_pred) output = softmax(fx, 1) return output def get_featurizer_weights(self, feat_info): report = "" for i, f in enumerate(feat_info): - this_weight = self.model.weight_list[i].data.numpy()[0] - weight_str = "\n".join("{name} {weight}".format(name=name, weight=weight) + # TODO: fix this since we now have 200 weights (second layer size) + # per feature + this_weight = self.model.first_layer_weights[i].data\ + .numpy().mean(axis=1) + weight_str = "\n".join("{name} {weight}".format(name=name, + weight=weight) for name, weight in - zip(f.feature_names, map(str, np.around(this_weight, 3)))) + zip(f.feature_names, + map(str, np.around(this_weight, 3)))) feat_name = f.name feat_size = f.size max_w = max(this_weight) diff --git a/repair/repair.py b/repair/repair.py index cea79a076..49ff18fe0 100644 --- a/repair/repair.py +++ b/repair/repair.py @@ -25,7 +25,9 @@ def setup_repair_model(self): tic = time.clock() feat_info = self.feat_dataset.featurizer_info output_dim = self.feat_dataset.classes - self.repair_model = RepairModel(self.env, feat_info, output_dim, bias=self.env['bias']) + self.repair_model = RepairModel(self.env, feat_info, output_dim, + bias=self.env['bias'], + layer_sizes=self.env['layer_sizes']) toc = time.clock() status = "DONE setting up repair model." setup_time = toc - tic From 8b2e076f6d36e6c7a530b83253e656440ea59eb5 Mon Sep 17 00:00:00 2001 From: stoke Date: Wed, 3 Apr 2019 01:30:57 -0400 Subject: [PATCH 10/48] Quantization and handling of numerical/mixed data. --- dataset/__init__.py | 4 +- dataset/dataset.py | 57 ++++- dataset/quantization.py | 45 ++++ dataset/table.py | 13 +- detect/detector.py | 2 +- detect/nulldetector.py | 1 + detect/violationdetector.py | 41 ++- domain/domain.py | 34 ++- domain/estimators/naive_bayes.py | 3 +- domain/estimators/tuple_embedding.py | 1 + evaluate/eval.py | 335 +++++++++++++++++-------- holoclean.py | 35 ++- repair/featurize/constraintfeat.py | 69 ++--- repair/featurize/featurized_dataset.py | 6 +- repair/featurize/occurattrfeat.py | 7 +- 15 files changed, 471 insertions(+), 182 deletions(-) create mode 100644 dataset/quantization.py diff --git a/dataset/__init__.py b/dataset/__init__.py index 28ba174da..8f5b72bc3 100644 --- a/dataset/__init__.py +++ b/dataset/__init__.py @@ -1,5 +1,7 @@ from .dataset import Dataset from .dataset import AuxTables from .dataset import CellStatus +from .dataset import Source +from .dataset import Table -__all__ = ['Dataset', 'AuxTables', 'CellStatus'] +__all__ = ['Dataset', 'AuxTables', 'CellStatus', 'Table', 'Source'] diff --git a/dataset/dataset.py b/dataset/dataset.py index bea3ed735..1932e2bab 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -67,8 +67,16 @@ def __init__(self, name, env): # tuple context self._embedding_model = None + # Numerical attribute list, all strings + self.numerical_attrs = None + self.categorical_attrs = None + + self.quantized_data = None + self.do_quantization = False + # TODO(richardwu): load more than just CSV files - def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): + def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, + exclude_attr_cols=None, numerical_attrs=None): """ load_data takes a CSV file of the initial data, adds tuple IDs (_tid_) to each row to uniquely identify an 'entity', and generates unique @@ -86,16 +94,23 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): :param src_col: (str) if not None, for fusion tasks specifies the column containing the source for each "mention" of an entity. + :param exclude_attr_cols: + :param numerical_attrs: """ tic = time.clock() try: # Do not include TID and source column as trainable attributes - exclude_attr_cols = ['_tid_'] + if exclude_attr_cols is None: + exclude_attr_cols = ['_tid_'] + else: + exclude_attr_cols.append('_tid_') if src_col is not None: exclude_attr_cols.append(src_col) # Load raw CSV file/data into a Postgres table 'name' (param). - self.raw_data = Table(name, Source.FILE, na_values=na_values, exclude_attr_cols=exclude_attr_cols, fpath=fpath) + self.raw_data = Table(name, Source.FILE, na_values=na_values, + exclude_attr_cols=exclude_attr_cols, fpath=fpath, + numerical_attrs=numerical_attrs) df = self.raw_data.df # Add _tid_ column to dataset that uniquely identifies an entity. @@ -108,13 +123,30 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): # use entity IDs as _tid_'s directly df.rename({entity_col: '_tid_'}, axis='columns', inplace=True) + self.numerical_attrs = numerical_attrs or [] + all_attrs = self.raw_data.get_attributes() + self.categorical_attrs = [attr for attr in all_attrs if attr not in self.numerical_attrs] + + # Now df is all in str type, make a copy of df and then + # 1. replace the null values in categorical data + # 2. make the numerical attrs as float + # 3. store the correct type into db (categorical->str, numerical->float) + df_correct_type = df.copy() + for attr in self.categorical_attrs: + df_correct_type.loc[df_correct_type[attr].isnull(), attr] = NULL_REPR + for attr in self.numerical_attrs: + df_correct_type[attr] = df_correct_type[attr].astype(float) + + df_correct_type.to_sql(self.raw_data.name, self.engine.engine, if_exists='replace', index=False, + index_label=None) + + # for df, which is all str # Use NULL_REPR to represent NULL values df.fillna(NULL_REPR, inplace=True) - - logging.info("Loaded %d rows with %d cells", self.raw_data.df.shape[0], self.raw_data.df.shape[0] * self.raw_data.df.shape[1]) + logging.info("Loaded %d rows with %d cells", self.raw_data.df.shape[0], + self.raw_data.df.shape[0] * self.raw_data.df.shape[1]) # Call to store to database - self.raw_data.store_to_db(self.engine.engine) status = 'DONE Loading {fname}'.format(fname=os.path.basename(fpath)) # Generate indexes on attribute columns for faster queries @@ -186,6 +218,15 @@ def get_raw_data(self): raise Exception('ERROR No dataset loaded') return self.raw_data.df + def get_quantized_data(self): + """ + get_quantized_data returns a pandas.DataFrame containing the data after quantization + :return: the data after quantization in pandas.DataFrame + """ + if self.quantized_data is None: + raise Exception('ERROR No dataset quantized') + return self.quantized_data.df + def get_attributes(self): """ get_attributes return the trainable/learnable attributes (i.e. exclude meta @@ -279,7 +320,7 @@ def get_stats_single(self, attr): """ # need to decode values into unicode strings since we do lookups via # unicode strings from Postgres - data_df = self.get_raw_data() + data_df = self.get_quantized_data() if self.do_quantization else self.get_raw_data() return data_df[[attr]].loc[data_df[attr] != NULL_REPR].groupby([attr]).size().to_dict() def get_stats_pair(self, first_attr, second_attr): @@ -290,7 +331,7 @@ def get_stats_pair(self, first_attr, second_attr): : frequency (# of entities) where first_attr= AND second_attr= Filters out NULL values so no entries in the dictionary would have NULLs. """ - data_df = self.get_raw_data() + data_df = self.get_quantized_data() if self.do_quantization else self.get_raw_data() tmp_df = data_df[[first_attr, second_attr]]\ .loc[(data_df[first_attr] != NULL_REPR) & (data_df[second_attr] != NULL_REPR)]\ .groupby([first_attr, second_attr])\ diff --git a/dataset/quantization.py b/dataset/quantization.py new file mode 100644 index 000000000..01c4fb746 --- /dev/null +++ b/dataset/quantization.py @@ -0,0 +1,45 @@ +import time + +from sklearn.cluster import KMeans +from utils import NULL_REPR + + +# TODO(stoke):currently do only 1D data, +# will quantize N-dimensional data +def quantize_km(df_raw, bin_number_dict, numerical_attrs): + """ + Kmeans clustering using sklearn + https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html + Currently do 1D clustering + :param df_raw: pandas.dataframe + :param bin_number_dict: a dict existing requested number of bins for each numerical attrs, + the numerical attrs not in this dict will not do quantization + :param numerical_attrs: str list, containing all numerical attrs in df_raw + :return: pandas.dataframe after quantization + """ + tic = time.time() + df_quantized = df_raw.copy() + + for col in numerical_attrs: + if col not in bin_number_dict: + continue + df_col = df_quantized.loc[df_quantized[col] != NULL_REPR, [col]].astype(float) + df_col = df_col.reset_index(drop=True) + + bin_number = bin_number_dict[col] + n_clusters = min(bin_number, df_col[col].nunique()) + + km = KMeans(n_clusters=n_clusters) + km.fit(df_col) + + label_pred = km.labels_ + centroids = km.cluster_centers_ + + def quantize_row(row): + # row.name can get index, but index is larger than the length + return str(centroids[label_pred[row.name], 0]) + df_quantized.loc[df_quantized[col] != NULL_REPR, col] = df_col.apply(quantize_row, axis=1).values + + status = "DONE with quantization" + toc = time.time() + return status, toc - tic, df_quantized diff --git a/dataset/table.py b/dataset/table.py index 6ecab6613..4fca8b782 100644 --- a/dataset/table.py +++ b/dataset/table.py @@ -16,7 +16,8 @@ class Table: A wrapper class for Dataset Tables. """ def __init__(self, name, src, na_values=None, exclude_attr_cols=['_tid_'], - fpath=None, df=None, schema_name=None, table_query=None, db_engine=None): + fpath=None, df=None, schema_name=None, table_query=None, db_engine=None, + numerical_attrs=None): """ :param name: (str) name to assign to dataset. :param na_values: (str or list[str]) values to interpret as NULL. @@ -46,16 +47,20 @@ def __init__(self, name, src, na_values=None, exclude_attr_cols=['_tid_'], if fpath is None: raise Exception("ERROR while loading table. File path for CSV file name expected. Please provide param.") # TODO(richardwu): use COPY FROM instead of loading this into memory - # TODO(richardwu): No support for numerical values. To be added. self.df = pd.read_csv(fpath, dtype=str, na_values=na_values, encoding='utf-8') + + # handle numerical values + numerical_attrs = numerical_attrs or [] # Normalize the dataframe: drop null columns, convert to lowercase strings, and strip whitespaces. for attr in self.df.columns.values: if self.df[attr].isnull().all(): logging.warning("Dropping the following null column from the dataset: '%s'", attr) self.df.drop(labels=[attr], axis=1, inplace=True) continue - if attr not in exclude_attr_cols: - self.df[attr] = self.df[attr].str.strip().str.lower() + if attr in exclude_attr_cols: + continue + + self.df[attr] = self.df[attr].str.strip().str.lower() elif src == Source.DF: if df is None: raise Exception("ERROR while loading table. Dataframe expected. Please provide param.") diff --git a/detect/detector.py b/detect/detector.py index 0969fd9ec..27f1cfbcb 100644 --- a/detect/detector.py +++ b/detect/detector.py @@ -30,4 +30,4 @@ def detect_noisy_cells(self): :return dataframe for the dk_cell """ - raise NotImplementedError \ No newline at end of file + raise NotImplementedError diff --git a/detect/nulldetector.py b/detect/nulldetector.py index eba50a2d3..342f83c03 100644 --- a/detect/nulldetector.py +++ b/detect/nulldetector.py @@ -31,6 +31,7 @@ def detect_noisy_cells(self): tmp_df = self.df[self.df[attr] == NULL_REPR]['_tid_'].to_frame() tmp_df.insert(1, "attribute", attr) errors.append(tmp_df) + errors_df = pd.concat(errors, ignore_index=True) return errors_df diff --git a/detect/violationdetector.py b/detect/violationdetector.py index 617eb9356..684caaea8 100644 --- a/detect/violationdetector.py +++ b/detect/violationdetector.py @@ -5,7 +5,8 @@ from .detector import Detector unary_template = Template('SELECT t1._tid_ FROM "$table" as t1 WHERE $cond') -multi_template = Template('SELECT t1._tid_ FROM "$table" as t1 WHERE $cond1 $c EXISTS (SELECT t2._tid_ FROM "$table" as t2 WHERE $cond2)') +multi_template = Template('SELECT t1._tid_ FROM "$table" as t1 WHERE $cond1 $c EXISTS (' + 'SELECT t2._tid_ FROM "$table" as t2 WHERE $cond2 AND $cond3)') class ViolationDetector(Detector): @@ -45,12 +46,17 @@ def detect_noisy_cells(self): errors = [] for i in range(len(attrs)): res = results[i] + if not res: + continue attr_list = attrs[i] tmp_df = self.gen_tid_attr_output(res, attr_list) errors.append(tmp_df) - errors_df = pd.concat(errors, ignore_index=True) - if errors_df.shape[0]: - errors_df = errors_df.drop_duplicates().reset_index(drop=True) + + errors_df = None + if errors: + errors_df = pd.concat(errors, ignore_index=True) + if errors_df.shape[0]: + errors_df = errors_df.drop_duplicates().reset_index(drop=True) return errors_df def to_sql(self, tbl, c): @@ -82,15 +88,25 @@ def gen_mult_query(self, tbl, c): raise Exception("ERROR in violation detector. Cannot ground mult-tuple template.") cond1 = " AND ".join(cond1_preds) cond2 = " AND ".join(cond2_preds) - a = ','.join(c.components) - a = [] - for b in c.components: - a.append("'"+b+"'") - a = ','.join(a) + + """ + if a = '_nan_' then it should not violate the DC: A->B + """ + categorical_attrs = [comp for comp in c.components if comp in self.ds.categorical_attrs] + cond3_preds = [] + for t_name in c.tuple_names: + for attr in categorical_attrs: + cond3_preds.append('{alias}."{attr}"!=\'_nan_\''.format(alias=t_name, attr=attr)) + cond3 = "TRUE" + if cond3_preds: + cond3 = " AND ".join(cond3_preds) + if cond1 != '': - query = multi_template.substitute(table=tbl, cond1=cond1, c='AND', cond2=cond2) + query = multi_template.substitute(table=tbl, cond1=cond1, c='AND', + cond2=cond2, cond3=cond3) else: - query = multi_template.substitute(table=tbl, cond1=cond1, c='', cond2=cond2) + query = multi_template.substitute(table=tbl, cond1=cond1, c='', + cond2=cond2, cond3=cond3) return query def gen_tid_attr_output(self, res, attr_list): @@ -99,5 +115,6 @@ def gen_tid_attr_output(self, res, attr_list): tid = int(tuple[0]) for attr in attr_list: errors.append({'_tid_': tid, 'attribute': attr}) - error_df = pd.DataFrame(data=errors) + + error_df = pd.DataFrame(data=errors) return error_df diff --git a/domain/domain.py b/domain/domain.py index e3bff3aa1..39e68c139 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -46,6 +46,7 @@ def setup(self): 'cell_domain', 'pos_values'). """ tic = time.time() + self.do_quantization = False self.compute_correlations() self.setup_attributes() self.domain_df = self.generate_domain() @@ -62,9 +63,11 @@ def compute_correlations(self): discrete categories). """ logging.debug("Computing correlations...") - self.correlations = compute_norm_cond_entropy_corr(self.ds.get_raw_data(), - self.ds.get_attributes(), - self.ds.get_attributes()) + data_df = self.ds.get_quantized_data() if self.do_quantization \ + else self.ds.get_raw_data() + self.correlations = compute_norm_cond_entropy_corr(data_df, + self.ds.get_attributes(), + self.ds.get_attributes()) def store_domains(self, domain): """ @@ -171,18 +174,17 @@ def generate_domain(self): "Call to setup active attributes. Error detection should be performed before setup.") logging.debug('generating initial set of un-pruned domain values...') - records = self.ds.get_raw_data().to_records() - self.all_attrs = list(records.dtype.names) - vid = 0 - domain_df = None - tic = time.clock() # Iterate over dataset rows. cells = [] vid = 0 - records = self.ds.get_raw_data().to_records() + raw_df = self.ds.get_quantized_data() if self.do_quantization else self.ds.get_raw_data() + records = raw_df.to_records() self.all_attrs = list(records.dtype.names) + # TODO(stoke): generate the label indicating whether it is clean + # dk_dict = self.ds.aux_table[AuxTables.dk_cells].df[['_tid_', 'attribute']].to_dict() + for row in tqdm(list(records)): tid = row['_tid_'] for attr in self.ds.get_active_attributes(): @@ -227,17 +229,20 @@ def generate_domain(self): # not be modified by the estimator. cell_status = CellStatus.SINGLE_VALUE.value + dom_vals = "|||".join(dom) cells.append({"_tid_": tid, "attribute": attr, "_cid_": cid, "_vid_": vid, - "domain": "|||".join(dom), + "domain": dom_vals, "domain_size": len(dom), "init_value": init_value, "init_index": init_value_idx, "weak_label": init_value, "weak_label_idx": init_value_idx, - "fixed": cell_status}) + "fixed": cell_status, + # TODO: "is_dk": (tid, attr) in dk_dict, + }) vid += 1 domain_df = pd.DataFrame(data=cells).sort_values('_vid_') logging.debug('domain size stats: %s', domain_df['domain_size'].describe()) @@ -444,6 +449,8 @@ def _run_estimator(self): if row['fixed'] == CellStatus.SINGLE_VALUE.value: updated_domain_df.append(row) continue + # TODO(stoke): for clean cells, weak labels should always be their init values. + # Do not re-label clean cells. # prune domain if any of the values are above our domain_thresh_2 preds = [[val, proba] for val, proba in preds if proba >= self.domain_thresh_2] or preds @@ -452,8 +459,9 @@ def _run_estimator(self): domain_values = [val for val, proba in sorted(preds, key=lambda pred: pred[1], reverse=True)[:self.max_domain]] # ensure the initial value is included even if its probability is low. - if row['init_value'] not in domain_values and row['init_value'] != NULL_REPR: - domain_values.append(row['init_value']) + init_val = row['init_value'] + if init_val not in domain_values and init_val != NULL_REPR: + domain_values.append(init_val) domain_values = sorted(domain_values) # update our memoized domain values for this row again row['domain'] = '|||'.join(domain_values) diff --git a/domain/estimators/naive_bayes.py b/domain/estimators/naive_bayes.py index 99f8c502d..6b9b3faf7 100644 --- a/domain/estimators/naive_bayes.py +++ b/domain/estimators/naive_bayes.py @@ -25,7 +25,8 @@ def __init__(self, env, dataset, domain_df, correlations): # TID to raw data tuple for prediction. self._raw_records_by_tid = {} - for row in self.ds.get_raw_data().to_records(): + raw_df = self.ds.get_quantized_data() if self.ds.do_quantization else self.ds.get_raw_data() + for row in raw_df.to_records(): self._raw_records_by_tid[row['_tid_']] = row def train(self, num_epochs=None, batch_size=None): diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 7f53fb09b..42e0c12fe 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -533,6 +533,7 @@ class TupleEmbedding(Estimator, torch.nn.Module): WEIGHT_DECAY = 0. INIT_BIAS = 0. + # TODO: replace numerical_attrs references with self.ds.numerical_attrs def __init__(self, env, dataset, domain_df, numerical_attrs=None, memoize=False, diff --git a/evaluate/eval.py b/evaluate/eval.py index c159d71b8..57f7d804f 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -10,10 +10,13 @@ from dataset.table import Table, Source from utils import NULL_REPR -EvalReport = namedtuple('EvalReport', ['precision', 'recall', 'repair_recall', - 'f1', 'repair_f1', 'detected_errors', 'total_errors', 'correct_repairs', - 'total_repairs', - 'total_repairs_grdt', 'total_repairs_grdt_correct', 'total_repairs_grdt_incorrect']) +report_name_list = ['precision', 'recall', 'repair_recall', + 'f1', 'repair_f1', 'detected_errors', 'total_errors', 'correct_repairs', 'total_repairs', + 'total_repairs_grdt', 'total_repairs_grdt_correct', 'total_repairs_grdt_incorrect', + 'rms'] + +EvalReport = namedtuple('EvalReport', report_name_list) +EvalReport.__new__.__defaults__ = (0,) * len(report_name_list) errors_template = Template('SELECT count(*) ' \ 'FROM "$init_table" as t1, "$grdt_table" as t2 ' \ @@ -42,6 +45,16 @@ ' AND errors._value_ = repairs.rv_value') +""" +Calculates RMS error for the given attribute. +""" +rms_template = Template('SELECT SQRT(AVG(POWER(grdt._value_::NUMERIC -repairs.rv_value::NUMERIC, 2))) FROM ' + '"$grdt_table" as grdt, $inf_dom as repairs ' + 'WHERE grdt._tid_ = repairs._tid_ ' + ' AND grdt._attribute_ = repairs.attribute' + ' AND grdt._attribute_ IN $attrs_list') + + class EvalEngine: def __init__(self, env, dataset): self.env = env @@ -63,8 +76,14 @@ def load_data(self, name, fpath, tid_col, attr_col, val_col, na_values=None): inplace=True) raw_data = raw_data[['_tid_', '_attribute_', '_value_']] raw_data['_tid_'] = raw_data['_tid_'].astype(int) + # Normalize string to whitespaces. - raw_data['_value_'] = raw_data['_value_'].str.strip().str.lower() + categorical_attrs = self.ds.categorical_attrs + if categorical_attrs: + cat_cells = raw_data['_attribute_'].isin(categorical_attrs) + raw_data.loc[cat_cells, '_value_'] = \ + raw_data.loc[cat_cells, '_value_'].astype(str).str.strip().str.lower() + self.clean_data = Table(name, Source.DF, df=raw_data) self.clean_data.store_to_db(self.ds.engine.engine) self.clean_data.create_db_index(self.ds.engine, ['_tid_']) @@ -77,63 +96,110 @@ def load_data(self, name, fpath, tid_col, attr_col, val_col, na_values=None): load_time = toc - tic return status, load_time - def evaluate_repairs(self): - self.compute_total_repairs() - self.compute_total_repairs_grdt() - self.compute_total_errors() - self.compute_detected_errors() - self.compute_correct_repairs() - prec = self.compute_precision() - rec = self.compute_recall() - rep_recall = self.compute_repairing_recall() - f1 = self.compute_f1() - rep_f1 = self.compute_repairing_f1() - - if self.env['verbose']: - self.log_weak_label_stats() - - return prec, rec, rep_recall, f1, rep_f1 - - def eval_report(self): + def eval_report(self, attr=None): """ Returns an EvalReport named tuple containing the experiment results. + :param attr: if attr is not None, compute results for attr: + if attr is numerical, then only report rms + if attr is categorical, then report precision, recall etc. + if attr is None, compute results for all attrs """ tic = time.clock() - try: - prec, rec, rep_recall, f1, rep_f1 = self.evaluate_repairs() - report = "Precision = %.2f, Recall = %.2f, Repairing Recall = %.2f, F1 = %.2f, Repairing F1 = %.2f, Detected Errors = %d, Total Errors = %d, Correct Repairs = %d, Total Repairs = %d, Total Repairs on correct cells (Grdth present) = %d, Total Repairs on incorrect cells (Grdth present) = %d" % ( - prec, rec, rep_recall, f1, rep_f1, - self.detected_errors, self.total_errors, self.correct_repairs, - self.total_repairs, self.total_repairs_grdt_correct, self.total_repairs_grdt_incorrect) - eval_report = EvalReport(prec, rec, rep_recall, f1, rep_f1, self.detected_errors, self.total_errors, - self.correct_repairs, self.total_repairs, self.total_repairs_grdt, - self.total_repairs_grdt_correct, self.total_repairs_grdt_incorrect) - except Exception as e: - logging.error("ERROR generating evaluation report %s" % e) - raise + eval_report_dict = {} + # attr is not None and is numerical + # or attr is None(query on all attrs) and no categorical + if attr is None or attr in self.ds.numerical_attrs: + eval_report_dict['rms'] = self.compute_rms(attr) + + if attr is None or attr in self.ds.categorical_attrs: + # if attr in self.ds.categorical_attrs or attr is None + # attr is not None and is categorical + # attr is None and should query on all + correct_repairs = self.compute_correct_repairs(attr) + total_repairs = self.compute_total_repairs(attr) + detected_errors = self.compute_detected_errors(attr) + total_errors = self.compute_total_errors(attr) + total_repairs_grdt_correct, total_repairs_grdt_incorrect, \ + total_repairs_grdt = self.compute_total_repairs_grdt(attr) + + eval_report_dict['detected_errors'] = detected_errors + eval_report_dict['total_errors'] = total_errors + eval_report_dict['correct_repairs'] = correct_repairs + eval_report_dict['total_repairs'] = total_repairs + eval_report_dict['total_repairs_grdt'] = total_repairs_grdt + eval_report_dict['total_repairs_grdt_correct'] = total_repairs_grdt_correct + eval_report_dict['total_repairs_grdt_incorrect'] = total_repairs_grdt_incorrect + + eval_report_dict['precision'] = self.compute_precision(correct_repairs, total_repairs_grdt) + eval_report_dict['recall'] = self.compute_recall(correct_repairs, total_errors) + eval_report_dict['repair_recall'] = self.compute_repairing_recall(correct_repairs, detected_errors) + eval_report_dict['f1'] = self.compute_f1(correct_repairs, total_errors, total_repairs_grdt) + eval_report_dict['repair_f1'] = self.compute_repairing_f1(correct_repairs, detected_errors, + total_repairs_grdt) + + report = EvalReport(**eval_report_dict) + report_str = "Precision = %.2f, Recall = %.2f, Repairing Recall = %.2f, " \ + "F1 = %.2f, Repairing F1 = %.2f, Detected Errors = %d, " \ + "Total Errors = %d, Correct Repairs = %d, Total Repairs = %d, " \ + "Total Repairs on correct cells (Grdth present) = %d, " \ + "Total Repairs on incorrect cells (Grdth present) = %d, " \ + "RMS = %.2f" % (report.precision, report.recall, report.repair_recall, report.f1, report.repair_f1, + report.detected_errors, report.total_errors, report.correct_repairs, + report.total_repairs, + report.total_repairs_grdt_correct, report.total_repairs_grdt_incorrect, + report.rms) + + if attr: + report_str = "# Attribute:{};{}".format(attr, report_str) toc = time.clock() report_time = toc - tic - return report, report_time, eval_report + return report_str, report_time, report + + """ + All these compute_xxx methods are aimed at categorical attributes + All numerical attrs should not be involved in computing precision, recall, etc. + """ + def get_categorical_clause(self, attr): + """ + Get where condition on which attr should be queried + :param attr: if attr is None, generate condition on all categorical attrs + :return: str type attr_clause showing: 'AND t1.attribute = attr' to only do query on target attr + if attr is None, then 'AND (t1.attribute = attr1 OR t1.attribute = attr2 ...) for all categorical attrs + """ + query_attrs = [attr] if attr else self.ds.categorical_attrs + query_attrs_str = ["\'{}\'".format(attr) for attr in query_attrs] + categorical_where = 't1.attribute IN (%s)' % ','.join(query_attrs_str) - def compute_total_repairs(self): + return categorical_where + + def compute_total_repairs(self, attr=None): """ compute_total_repairs memoizes the number of repairs: the # of cells that were inferred and where the inferred value is not equal to the initial value. + :param attr: if attr is not None, it must be categorical """ + assert attr is None or attr in self.ds.categorical_attrs + if not self.ds.categorical_attrs: + return 0. + # do not query on numerical attrs (when attr is None, indicating we want query on all categorical attrs) + # if there are no numerical attrs, then no condition should be added, just query on all attributes + attr_clause = self.get_categorical_clause(attr) if self.ds.numerical_attrs else "TRUE" query = "SELECT count(*) FROM " \ " (SELECT _vid_ " \ " FROM {} as t1, {} as t2 " \ " WHERE t1._tid_ = t2._tid_ " \ " AND t1.attribute = t2.attribute " \ - " AND t1.init_value != t2.rv_value) AS t".format(AuxTables.cell_domain.name, - AuxTables.inf_values_dom.name) + " AND t1.init_value != t2.rv_value " \ + " AND {}) AS t".format(AuxTables.cell_domain.name, + AuxTables.inf_values_dom.name, + attr_clause) res = self.ds.engine.execute_query(query) - self.total_repairs = float(res[0][0]) + return res[0][0] - def compute_total_repairs_grdt(self): + def compute_total_repairs_grdt(self, attr=None): """ compute_total_repairs_grdt memoizes the number of repairs for cells that are specified in the clean/ground truth data. Otherwise repairs @@ -141,134 +207,207 @@ def compute_total_repairs_grdt(self): We also distinguish between repairs on correct cells and repairs on incorrect cells (correct cells are cells where init == ground truth). + :param attr: if attr is not None, it must be categorical """ + + assert attr is None or attr in self.ds.categorical_attrs + if not self.ds.categorical_attrs: + return 0. + # do not query on numerical attrs (when attr is None, indicating we want query on all categorical attrs) + # if there are no numerical attrs, then no condition should be added, just query on all attributes + attr_clause = self.get_categorical_clause(attr) if self.ds.numerical_attrs else "TRUE" + query = """ - SELECT - (t1.init_value = t3._value_) AS is_correct, - count(*) - FROM {} as t1, {} as t2, {} as t3 - WHERE t1._tid_ = t2._tid_ - AND t1.attribute = t2.attribute - AND t1.init_value != t2.rv_value - AND t1._tid_ = t3._tid_ - AND t1.attribute = t3._attribute_ - GROUP BY is_correct - """.format(AuxTables.cell_domain.name, - AuxTables.inf_values_dom.name, - self.clean_data.name) + SELECT + (t1.init_value = t3._value_) AS is_correct, + count(*) + FROM {} as t1, {} as t2, {} as t3 + WHERE t1._tid_ = t2._tid_ + AND t1.attribute = t2.attribute + AND t1.init_value != t2.rv_value + AND t1._tid_ = t3._tid_ + AND t1.attribute = t3._attribute_ + AND {} + GROUP BY is_correct + """.format(AuxTables.cell_domain.name, + AuxTables.inf_values_dom.name, + self.clean_data.name, + attr_clause) + res = self.ds.engine.execute_query(query) # Memoize the number of repairs on correct cells and incorrect cells. # Since we do a GROUP BY we need to check which row of the result # corresponds to the correct/incorrect counts. - self.total_repairs_grdt_correct, self.total_repairs_grdt_incorrect = 0, 0 - self.total_repairs_grdt = 0 + total_repairs_grdt_correct, total_repairs_grdt_incorrect = 0, 0 if not res: - return + return 0, 0, 0 if res[0][0]: correct_idx, incorrect_idx = 0, 1 else: correct_idx, incorrect_idx = 1, 0 if correct_idx < len(res): - self.total_repairs_grdt_correct = float(res[correct_idx][1]) + total_repairs_grdt_correct = float(res[correct_idx][1]) if incorrect_idx < len(res): - self.total_repairs_grdt_incorrect = float(res[incorrect_idx][1]) - self.total_repairs_grdt = self.total_repairs_grdt_correct + self.total_repairs_grdt_incorrect + total_repairs_grdt_incorrect = float(res[incorrect_idx][1]) + total_repairs_grdt = total_repairs_grdt_correct + total_repairs_grdt_incorrect + + return total_repairs_grdt_correct, total_repairs_grdt_incorrect, total_repairs_grdt - def compute_total_errors(self): + def compute_total_errors(self, attr=None): """ compute_total_errors memoizes the number of cells that have a wrong initial value: requires ground truth data. + :param attr: if attr is not None, it must be categorical """ + assert attr is None or attr in self.ds.categorical_attrs + if not self.ds.categorical_attrs: + return 0. + queries = [] total_errors = 0.0 - for attr in self.ds.get_attributes(): + + query_attrs = [attr] if attr else self.ds.categorical_attrs + for attr in query_attrs: query = errors_template.substitute(init_table=self.ds.raw_data.name, grdt_table=self.clean_data.name, attr=attr) queries.append(query) results = self.ds.engine.execute_queries(queries) - for res in results: + + for i in range(len(results)): + res = results[i] total_errors += float(res[0][0]) - self.total_errors = total_errors - def compute_detected_errors(self): + return total_errors + + def compute_detected_errors(self, attr=None): """ compute_detected_errors memoizes the number of error cells that were detected in error detection: requires ground truth. This value is always equal or less than total errors (see compute_total_errors). + :param attr: if attr is not None, it must be categorical """ + assert attr is None or attr in self.ds.categorical_attrs + if not self.ds.categorical_attrs: + return 0. + # do not query on numerical attrs (when attr is None, indicating we want query on all categorical attrs) + # if there are no numerical attrs, then no condition should be added, just query on all attributes + attr_clause = self.get_categorical_clause(attr) if self.ds.numerical_attrs else "TRUE" + query = "SELECT count(*) FROM " \ " (SELECT _vid_ " \ - " FROM %s as t1, %s as t2, %s as t3 " \ - " WHERE t1._tid_ = t2._tid_ AND t1._cid_ = t3._cid_ " \ - " AND t1.attribute = t2._attribute_ " \ - " AND t1.init_value != t2._value_) AS t" \ - % (AuxTables.cell_domain.name, self.clean_data.name, AuxTables.dk_cells.name) + " FROM {} as t1, {} as t2, {} as t3 " \ + " WHERE t1._tid_ = t2._tid_ " \ + " AND t1._cid_ = t3._cid_ " \ + " AND t1.attribute = t2._attribute_ " \ + " AND t1.init_value != t2._value_ " \ + " AND {}) AS t".format(AuxTables.cell_domain.name, + self.clean_data.name, + AuxTables.dk_cells.name, + attr_clause) res = self.ds.engine.execute_query(query) - self.detected_errors = float(res[0][0]) + return float(res[0][0]) - def compute_correct_repairs(self): + def compute_correct_repairs(self, attr=None): """ compute_correct_repairs memoizes the number of error cells that were correctly inferred. This value is always equal or less than total errors (see compute_total_errors). + :param attr： if attr is not None, it must be categorical """ + assert attr is None or attr in self.ds.categorical_attrs + if not self.ds.categorical_attrs: + return 0. + queries = [] correct_repairs = 0.0 - for attr in self.ds.get_attributes(): - query = correct_repairs_template.substitute(init_table=self.ds.raw_data.name, grdt_table=self.clean_data.name, + + query_attrs = [attr] if attr else self.ds.categorical_attrs + for attr in query_attrs: + query = correct_repairs_template.substitute(init_table=self.ds.raw_data.name, + grdt_table=self.clean_data.name, attr=attr, inf_dom=AuxTables.inf_values_dom.name) queries.append(query) results = self.ds.engine.execute_queries(queries) - for res in results: + + for i in range(len(results)): + res = results[i] correct_repairs += float(res[0][0]) - self.correct_repairs = correct_repairs - def compute_recall(self): + return correct_repairs + + def compute_rms(self, attr=None): + """ + Should check all the dk_cells in numerical attributes + compute RMS error for all dk_cells in numerical attributes + :return: + """ + assert attr is None or attr in self.ds.numerical_attrs + if not self.ds.numerical_attrs: + return 0. + + query_attrs = [attr] if attr else self.ds.numerical_attrs + query_attrs_str = ["\'{}\'".format(attr) for attr in query_attrs] + query_attrs_sql = '(%s)' % ','.join(query_attrs_str) + query = rms_template.substitute(grdt_table=self.clean_data.name, inf_dom=AuxTables.inf_values_dom.name, + attrs_list=query_attrs_sql) + res = self.ds.engine.execute_query(query) + + return res[0][0] + + @staticmethod + def compute_recall(correct_repairs, total_errors): """ Computes the recall (# of correct repairs / # of total errors). """ - if self.total_errors == 0: + if total_errors == 0: return 0 - return self.correct_repairs / self.total_errors + return correct_repairs / total_errors - def compute_repairing_recall(self): + @staticmethod + def compute_repairing_recall(correct_repairs, detected_errors): """ Computes the _repairing_ recall (# of correct repairs / # of total _detected_ errors). """ - if self.detected_errors == 0: + if detected_errors == 0: return 0 - return self.correct_repairs / self.detected_errors + return correct_repairs / detected_errors - def compute_precision(self): + @staticmethod + def compute_precision(correct_repairs, total_repairs_grdt): """ Computes precision (# correct repairs / # of total repairs w/ ground truth) """ - if self.total_repairs_grdt == 0: - return 0 - return self.correct_repairs / self.total_repairs_grdt - - def compute_f1(self): - prec = self.compute_precision() - rec = self.compute_recall() - if prec+rec == 0: + if total_repairs_grdt == 0: return 0 - f1 = 2*(prec*rec)/(prec+rec) + return correct_repairs / total_repairs_grdt + + @staticmethod + def compute_f1(correct_repairs, total_errors, total_repairs_grdt): + prec = EvalEngine.compute_precision(correct_repairs, total_repairs_grdt) + rec = EvalEngine.compute_recall(correct_repairs, total_errors) + if prec + rec == 0: + f1 = 0 + else: + f1 = 2 * (prec * rec) / (prec + rec) return f1 - def compute_repairing_f1(self): - prec = self.compute_precision() - rec = self.compute_repairing_recall() - if prec+rec == 0: - return 0 - f1 = 2*(prec*rec)/(prec+rec) + @staticmethod + def compute_repairing_f1(correct_repairs, detected_errors, total_repairs_grdt): + prec = EvalEngine.compute_precision(correct_repairs, total_repairs_grdt) + rec = EvalEngine.compute_repairing_recall(correct_repairs, detected_errors) + if prec == 0 and rec == 0: + f1 = 0 + else: + f1 = 2 * (prec * rec) / (prec + rec) + return f1 def log_weak_label_stats(self): diff --git a/holoclean.py b/holoclean.py index f069f250e..0b4197f7a 100644 --- a/holoclean.py +++ b/holoclean.py @@ -5,12 +5,14 @@ import torch import numpy as np -from dataset import Dataset +from dataset import Dataset, Table, Source from dcparser import Parser from domain import DomainEngine from detect import DetectEngine from repair import RepairEngine from evaluate import EvalEngine +from dataset.quantization import quantize_km +from utils import NULL_REPR logging.basicConfig(format="%(asctime)s - [%(levelname)5s] - %(message)s", datefmt='%H:%M:%S') root_logger = logging.getLogger() @@ -291,7 +293,8 @@ def __init__(self, env, name="session"): self.repair_engine = RepairEngine(env, self.ds) self.eval_engine = EvalEngine(env, self.ds) - def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): + def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, + exclude_attr_cols=None, numerical_attrs=None): """ load_data takes the filepath to a CSV file to load as the initial dataset. @@ -305,12 +308,16 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None): :param src_col: (str) if not None, for fusion tasks specifies the column containing the source for each "mention" of an entity. + :param exclude_attr_cols: (str list) + :param numerical_attrs: (str list) """ status, load_time = self.ds.load_data(name, fpath, na_values=na_values, entity_col=entity_col, - src_col=src_col) + src_col=src_col, + exclude_attr_cols=exclude_attr_cols, + numerical_attrs=numerical_attrs) logging.info(status) logging.debug('Time to load dataset: %.2f secs', load_time) @@ -332,6 +339,28 @@ def detect_errors(self, detect_list): logging.info(status) logging.debug('Time to detect errors: %.2f secs', detect_time) + def setup_quantization_dict(self, do_quantization, bin_number_dict): + self.do_quantization = do_quantization + self.ds.do_quantization = self.do_quantization + self.domain_engine.do_quantization = self.do_quantization + + status, quantize_time, quantized_data = \ + quantize_km(self.ds.get_raw_data(), bin_number_dict, self.ds.numerical_attrs) + + name = self.ds.raw_data.name + '_quantized' + self.ds.quantized_data = Table(name, Source.DF, df=quantized_data) + + # Do similar thing to store the correct type into db + df_correct_type = quantized_data.copy() + for attr in self.ds.numerical_attrs: + df_correct_type.loc[df_correct_type[attr] == NULL_REPR, attr] = np.nan + df_correct_type[attr] = df_correct_type[attr].astype(float) + df_correct_type.to_sql(name, self.ds.engine.engine, if_exists='replace', index=False, + index_label=None) + + logging.info(status) + logging.debug('Time to quantize the dataset: %.2f secs' % quantize_time) + def generate_domain(self): status, domain_time = self.domain_engine.setup() logging.info(status) diff --git a/repair/featurize/constraintfeat.py b/repair/featurize/constraintfeat.py index 8dfdb37ff..a7a64d266 100644 --- a/repair/featurize/constraintfeat.py +++ b/repair/featurize/constraintfeat.py @@ -17,7 +17,7 @@ 'WHERE t1._tid_ = t2._tid_ ' ' AND t2.attribute = \'$rv_attr\' ' ' AND $orig_predicates ' - ' AND t2.rv_val $operation $rv_val ' + ' AND t2.rv_val::$cast_type $operation $rv_val ' 'GROUP BY _vid_, val_id') # binary_template is used for constraints where the current predicate @@ -29,7 +29,7 @@ ' AND $join_rel._tid_ = t3._tid_ ' ' AND t3.attribute = \'$rv_attr\' ' ' AND $orig_predicates ' - ' AND t3.rv_val $operation $rv_val ' + ' AND t3.rv_val::$cast_type $operation $rv_val ' 'GROUP BY _vid_, val_id') # ex_binary_template is used as a fallback for binary_template in case @@ -43,7 +43,7 @@ ' FROM "$init_table" AS $other_rel ' ' WHERE $join_rel._tid_ != $other_rel._tid_ ' ' AND $orig_predicates ' - ' AND t3.rv_val $operation $rv_val)') + ' AND t3.rv_val::$cast_type $operation $rv_val)') def gen_feat_tensor(violations, total_vars, classes): @@ -61,13 +61,13 @@ class ConstraintFeaturizer(Featurizer): def specific_setup(self): self.name = 'ConstraintFeaturizer' self.constraints = self.ds.constraints - self.init_table_name = self.ds.raw_data.name + self.table_name = self.ds.quantized_data.name if self.ds.do_quantization else self.ds.raw_data.name def create_tensor(self): queries = self.generate_relaxed_sql() results = self.ds.engine.execute_queries_w_backup(queries) tensors = self._apply_func(partial(gen_feat_tensor, total_vars=self.total_vars, classes=self.classes), results) - combined = torch.cat(tensors,2) + combined = torch.cat(tensors, 2) combined = F.normalize(combined, p=2, dim=1) return combined @@ -83,7 +83,7 @@ def generate_relaxed_sql(self): query_list.extend(queries) return query_list - def execute_queries(self,queries): + def execute_queries(self, queries): return self.ds.engine.execute_queries_w_backup(queries) def relax_unary_predicate(self, predicate): @@ -101,6 +101,7 @@ def relax_unary_predicate(self, predicate): const = comp if comp.startswith('\'') else '"{}"'.format(comp) return attr, op, const + # TODO(stoke): symmetric problem when > or < def relax_binary_predicate(self, predicate, rel_idx): """ relax_binary_predicate returns the attribute, operation, and @@ -140,12 +141,13 @@ def gen_unary_queries(self, constraint): if len(orig_cnf) == 0: orig_cnf = 'TRUE' rv_attr, op, rv_val = self.relax_unary_predicate(predicates[k]) - query = unary_template.substitute(init_table=self.init_table_name, - pos_values=AuxTables.pos_values.name, - orig_predicates=orig_cnf, - rv_attr=rv_attr, - operation=op, - rv_val=rv_val) + cast_type = 'NUMERIC' + if rv_attr in self.ds.categorical_attrs: + cast_type = 'TEXT' + + query = unary_template.substitute(init_table=self.table_name, pos_values=AuxTables.pos_values.name, + orig_predicates=orig_cnf, rv_attr=rv_attr, operation=op, + rv_val=rv_val, cast_type=cast_type) queries.append((query, '')) return queries @@ -162,34 +164,33 @@ def gen_binary_queries(self, constraint): is_binary, join_rel, other_rel = self.get_binary_predicate_join_rel(predicates[k]) if not is_binary: rv_attr, op, rv_val = self.relax_unary_predicate(predicates[k]) - query = binary_template.substitute(init_table=self.init_table_name, - pos_values=AuxTables.pos_values.name, - join_rel=join_rel[0], - orig_predicates=orig_cnf, - rv_attr=rv_attr, - operation=op, - rv_val=rv_val) + cast_type = 'NUMERIC' + if rv_attr in self.ds.categorical_attrs: + cast_type = 'TEXT' + query = binary_template.substitute(init_table=self.table_name, + pos_values=AuxTables.pos_values.name, join_rel=join_rel[0], + orig_predicates=orig_cnf, rv_attr=rv_attr, operation=op, + rv_val=rv_val, cast_type=cast_type) queries.append((query, '')) else: for idx, rel in enumerate(join_rel): rv_attr, op, rv_val = self.relax_binary_predicate(predicates[k], idx) + + cast_type = 'NUMERIC' + if rv_attr in self.ds.categorical_attrs: + cast_type = 'TEXT' # count # of queries - query = binary_template.substitute(init_table=self.init_table_name, - pos_values=AuxTables.pos_values.name, - join_rel=rel, - orig_predicates=orig_cnf, - rv_attr=rv_attr, - operation=op, - rv_val=rv_val) + query = \ + binary_template.substitute(init_table=self.table_name, + pos_values=AuxTables.pos_values.name, join_rel=rel, + orig_predicates=orig_cnf, rv_attr=rv_attr, operation=op, + rv_val=rv_val, cast_type=cast_type) # fallback 0-1 query instead of count - ex_query = ex_binary_template.substitute(init_table=self.init_table_name, - pos_values=AuxTables.pos_values.name, - join_rel=rel, - orig_predicates=orig_cnf, - rv_attr=rv_attr, - operation=op, - rv_val=rv_val, - other_rel=other_rel[idx]) + ex_query = \ + ex_binary_template.substitute(init_table=self.table_name, + pos_values=AuxTables.pos_values.name, join_rel=rel, + orig_predicates=orig_cnf, rv_attr=rv_attr, operation=op, + rv_val=rv_val, other_rel=other_rel[idx], cast_type=cast_type) queries.append((query, ex_query)) return queries diff --git a/repair/featurize/featurized_dataset.py b/repair/featurize/featurized_dataset.py index b5533bce1..c9dda2ab0 100644 --- a/repair/featurize/featurized_dataset.py +++ b/repair/featurize/featurized_dataset.py @@ -73,9 +73,9 @@ def generate_weak_labels(self): FROM {cell_domain} AS t1 LEFT JOIN {dk_cells} AS t2 ON t1._cid_ = t2._cid_ WHERE weak_label != '{null_repr}' AND (t2._cid_ is NULL OR t1.fixed != {cell_status}); """.format(cell_domain=AuxTables.cell_domain.name, - dk_cells=AuxTables.dk_cells.name, - null_repr=NULL_REPR, - cell_status=CellStatus.NOT_SET.value) + dk_cells=AuxTables.dk_cells.name, + null_repr=NULL_REPR, + cell_status=CellStatus.NOT_SET.value) res = self.ds.engine.execute_query(query) if len(res) == 0: raise Exception("No weak labels available. Reduce pruning threshold.") diff --git a/repair/featurize/occurattrfeat.py b/repair/featurize/occurattrfeat.py index 037b78eff..f266d1dde 100644 --- a/repair/featurize/occurattrfeat.py +++ b/repair/featurize/occurattrfeat.py @@ -1,6 +1,3 @@ -import logging - -import pandas as pd import torch from tqdm import tqdm @@ -31,7 +28,8 @@ def specific_setup(self): self.setup_stats() def setup_stats(self): - self.raw_data_dict = self.ds.raw_data.df.set_index('_tid_').to_dict('index') + raw_df = self.ds.get_quantized_data() if self.ds.do_quantization else self.ds.get_raw_data() + self.raw_data_dict = raw_df.set_index('_tid_').to_dict('index') total, single_stats, pair_stats = self.ds.get_statistics() self.total = float(total) self.single_stats = single_stats @@ -61,6 +59,7 @@ def gen_feat_tensor(self, row, tuple): rv_attr = row['attribute'] domain = row['domain'].split('|||') rv_domain_idx = {val: idx for idx, val in enumerate(domain)} + # We should not have any NULLs in our domain. assert NULL_REPR not in rv_domain_idx rv_attr_idx = self.active_attr_to_idx[rv_attr] From 116e656402361cb5c9a0d2810df8cc46a76a2cd3 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sun, 7 Apr 2019 20:21:45 -0400 Subject: [PATCH 11/48] Improved validation logging and fixed a few bugs. --- domain/domain.py | 2 +- domain/estimators/tuple_embedding.py | 27 ++++++++++++++++++++++----- evaluate/eval.py | 20 ++++++++++---------- 3 files changed, 33 insertions(+), 16 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index 39e68c139..6e64063c9 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -34,6 +34,7 @@ def __init__(self, env, dataset, max_sample=5): self.domain = None self.total = None self.correlations = None + self.do_quantization = False self._corr_attrs = {} self.max_sample = max_sample self.single_stats = {} @@ -46,7 +47,6 @@ def setup(self): 'cell_domain', 'pos_values'). """ tic = time.time() - self.do_quantization = False self.compute_correlations() self.setup_attributes() self.domain_df = self.generate_domain() diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 42e0c12fe..9f8f10df2 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1184,7 +1184,7 @@ def dump_predictions(self, prefix): """ preds = self.predict_pp_batch() - logging.debug('%s: constructing and dumping predictions...'. + logging.debug('%s: constructing and dumping predictions...', type(self).__name__) results = [] for ((vid, is_cat, pred), row) in zip(preds, self.domain_recs): @@ -1213,7 +1213,10 @@ def dump_predictions(self, prefix): def validate(self): ### Categorical n_cat = 0 + n_cat_dk = 0 n_cat_repair = 0 + n_cat_repair_dk = 0 + # repairs on clean + DK cells cor_repair = 0 incor_repair = 0 @@ -1224,6 +1227,7 @@ def validate(self): ### Numerical n_num = 0 + n_num_dk = 0 total_se = 0 squared_resids = [] @@ -1236,11 +1240,16 @@ def validate(self): if is_cat: n_cat += 1 + if not row['is_clean']: + n_cat_dk += 1 inf_val, inf_prob = max(preds, key=lambda t: t[1]) if row['init_value'] != inf_val: n_cat_repair += 1 + if not row['is_clean']: + n_cat_repair_dk += 1 + # Correct val == inf val if row['_value_'] == inf_val: cor_repair += 1 @@ -1253,6 +1262,8 @@ def validate(self): incor_repair_dk += 1 continue + if not row['is_clean']: + n_num_dk += 1 # Numerical n_num += 1 cor_val = np.array(row['_value_'].split(NUMERICAL_SEP), dtype=np.float32) @@ -1270,17 +1281,23 @@ def validate(self): 'recall': cor_repair / max(self._validate_total_errs, 1), 'dk_precision': cor_repair_dk / max(cor_repair_dk + incor_repair_dk, 1), 'repair_recall': cor_repair_dk / max(self._validate_detected_errs, 1), - # 'dk_recall': cor_repair_dk / max(self._validate_total_errs, 1), 'n_cat': n_cat, 'n_num': n_num, + 'n_cat_dk': n_cat_dk, + 'n_num_dk': n_num_dk, 'n_cat_repair': n_cat_repair, + 'n_cat_repair_dk': n_cat_repair_dk, 'total_se': total_se, 'squared_resids': pd.Series(squared_resids), } - logging.debug("%s: # categorical: %d (repairs: %d), # numerical: %d", - type(self).__name__, val_res['n_cat'], val_res['n_cat_repair'], - val_res['n_num']) + logging.debug("%s: # categorical: (all) %d, (dk) %d; # numerical: (all) %d, (dk) %d", + type(self).__name__, val_res['n_cat'], val_res['n_cat_dk'], + val_res['n_num'], val_res['n_num_dk']) + logging.debug("%s: # of errors: %d, # of detected errors: %d", + type(self).__name__, self._validate_total_errs, self._validate_detected_errs) + logging.debug("%s: # repairs (all): %d, # repairs (DK): %d", + type(self).__name__, val_res['n_cat_repair'], val_res['n_cat_repair_dk']) logging.debug("%s: (Infer on all) Precision: %.2f, Recall: %.2f", type(self).__name__, val_res['precision'], val_res['recall']) logging.debug("%s: (Infer only on DK) Precision: %.2f, Repair Recall: %.2f", diff --git a/evaluate/eval.py b/evaluate/eval.py index 57f7d804f..c9cec2abe 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -39,7 +39,7 @@ ' FROM "$init_table" as t1, "$grdt_table" as t2 ' ' WHERE t1._tid_ = t2._tid_ ' ' AND t2._attribute_ = \'$attr\' ' - ' AND t1."$attr" != t2._value_ ) as errors, $inf_dom as repairs ' + ' AND t1."$attr" != t2._value_ ) as errors, "$inf_dom" as repairs ' 'WHERE errors._tid_ = repairs._tid_ ' ' AND errors._attribute_ = repairs.attribute ' ' AND errors._value_ = repairs.rv_value') @@ -49,7 +49,7 @@ Calculates RMS error for the given attribute. """ rms_template = Template('SELECT SQRT(AVG(POWER(grdt._value_::NUMERIC -repairs.rv_value::NUMERIC, 2))) FROM ' - '"$grdt_table" as grdt, $inf_dom as repairs ' + '"$grdt_table" as grdt, "$inf_dom" as repairs ' 'WHERE grdt._tid_ = repairs._tid_ ' ' AND grdt._attribute_ = repairs.attribute' ' AND grdt._attribute_ IN $attrs_list') @@ -189,7 +189,7 @@ def compute_total_repairs(self, attr=None): attr_clause = self.get_categorical_clause(attr) if self.ds.numerical_attrs else "TRUE" query = "SELECT count(*) FROM " \ " (SELECT _vid_ " \ - " FROM {} as t1, {} as t2 " \ + ' FROM "{}" as t1, "{}" as t2 ' \ " WHERE t1._tid_ = t2._tid_ " \ " AND t1.attribute = t2.attribute " \ " AND t1.init_value != t2.rv_value " \ @@ -221,12 +221,12 @@ def compute_total_repairs_grdt(self, attr=None): SELECT (t1.init_value = t3._value_) AS is_correct, count(*) - FROM {} as t1, {} as t2, {} as t3 + FROM "{}" as t1, "{}" as t2, "{}" as t3 WHERE t1._tid_ = t2._tid_ AND t1.attribute = t2.attribute AND t1.init_value != t2.rv_value AND t1._tid_ = t3._tid_ - AND t1.attribute = t3._attribute_ + AND t1.attribute = t3._attribute_ AND {} GROUP BY is_correct """.format(AuxTables.cell_domain.name, @@ -300,7 +300,7 @@ def compute_detected_errors(self, attr=None): query = "SELECT count(*) FROM " \ " (SELECT _vid_ " \ - " FROM {} as t1, {} as t2, {} as t3 " \ + ' FROM "{}" as t1, "{}" as t2, "{}" as t3 ' \ " WHERE t1._tid_ = t2._tid_ " \ " AND t1._cid_ = t3._cid_ " \ " AND t1.attribute = t2._attribute_ " \ @@ -421,10 +421,10 @@ def log_weak_label_stats(self): (t2._value_ = t4.rv_value) as infer_eq_grdth, count(*) as count from - {cell_domain} as t1, - {clean_data} as t2 - left join {dk_cells} as t3 on t2._tid_ = t3._tid_ and t2._attribute_ = t3.attribute - left join {inf_values_dom} as t4 on t2._tid_ = t4._tid_ and t2._attribute_ = t4.attribute where t1._tid_ = t2._tid_ and t1.attribute = t2._attribute_ + "{cell_domain}" as t1, + "{clean_data}" as t2 + left join "{dk_cells}" as t3 on t2._tid_ = t3._tid_ and t2._attribute_ = t3.attribute + left join "{inf_values_dom}" as t4 on t2._tid_ = t4._tid_ and t2._attribute_ = t4.attribute where t1._tid_ = t2._tid_ and t1.attribute = t2._attribute_ group by clean, status, From e2bc74cedb20ed756107c654c57cd2a3c64a3b99 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 8 Apr 2019 23:21:19 -0400 Subject: [PATCH 12/48] Improve validation in TupleEmbedding using pandas dataframes. --- domain/estimators/tuple_embedding.py | 217 +++++++++++++++------------ 1 file changed, 117 insertions(+), 100 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 9f8f10df2..71eb76629 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -17,7 +17,8 @@ from ..estimator import Estimator from utils import NULL_REPR -NUMERICAL_SEP = "|" +def nonnumerics(env): + return "[^0-9+-" + env['numerical_sep'] + "]" class LookupDataset(Dataset): # Memoizes vectors (e.g. init vector, domain vector, negative indexes) @@ -139,10 +140,10 @@ def __init__(self, env, dataset, domain_df, for attr in self._init_num_attrs: attr_col = self._raw_data[attr] fil_notnull = attr_col != NULL_REPR - fil_notnumeric = attr_col.str.contains('[^0-9.,]') + fil_notnumeric = attr_col.str.contains(nonnumerics(self.env)) notnull_attr_col = attr_col[fil_notnull] - attr_dims = notnull_attr_col.str.split(NUMERICAL_SEP).apply(len) + attr_dims = notnull_attr_col.str.split(self.env['numerical_sep']).apply(len) attr_dim = attr_dims.values[0] if not (attr_dims == attr_dim).all(): @@ -173,7 +174,7 @@ def __init__(self, env, dataset, domain_df, if attr in self._train_num_attrs: # Check init value in domain dataframe has the right # dimensions as the one detected in raw data - if len(val.split(NUMERICAL_SEP)) != self._num_attr_dim[attr]: + if len(val.split(self.env['numerical_sep'])) != self._num_attr_dim[attr]: logging.error('%s: value "%s" in domain for vid %d for attribute "%s" must have %d ,-separate values', type(self).__name__, val, @@ -297,7 +298,7 @@ def _get_target_numvals(self, idx): # value is a nan value. if not (self.inference_mode and cur['init_value'] == NULL_REPR): target_numvals[:self._num_attr_dim[cur['attribute']]] = torch.FloatTensor( - np.array(cur['init_value'].split(NUMERICAL_SEP), dtype=np.float32)) + np.array(cur['init_value'].split(self.env['numerical_sep']), dtype=np.float32)) if not self.memoize: return target_numvals @@ -357,7 +358,7 @@ def _get_init_numvals(self, idx): continue attr_dim = self._num_attr_dim[attr] - init_numvals[idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(NUMERICAL_SEP))) + init_numvals[idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(self.env['numerical_sep']))) if not self.memoize: return init_numvals, init_nummask @@ -560,6 +561,7 @@ def __init__(self, env, dataset, domain_df, torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) + self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] @@ -594,7 +596,7 @@ def __init__(self, env, dataset, domain_df, if numerical_attrs is not None: fil_attr = self.domain_df['attribute'].isin(numerical_attrs) fil_notnull = self.domain_df['init_value'] != NULL_REPR - fil_notnumeric = self.domain_df['init_value'].str.contains('[^0-9.,]') + fil_notnumeric = self.domain_df['init_value'].str.contains(nonnumerics(self.env)) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): self.domain_df.loc[bad_numerics, 'init_value'] = NULL_REPR @@ -706,19 +708,26 @@ def __init__(self, env, dataset, domain_df, and validate_tid_col is not None \ and validate_attr_col is not None \ and validate_val_col is not None: - eengine = EvalEngine(self.env, self.ds) - eengine.load_data(self.ds.raw_data.name + '_tuple_embedding_validate', validate_fpath, - tid_col=validate_tid_col, - attr_col=validate_attr_col, - val_col=validate_val_col) - self._validate_df = self.domain_df.merge(eengine.clean_data.df, + # eengine = EvalEngine(self.env, self.ds) + # eengine.load_data(self.ds.raw_data.name + '_tuple_embedding_validate', validate_fpath, + # tid_col=validate_tid_col, + # attr_col=validate_attr_col, + # val_col=validate_val_col) + self._validate_df = pd.read_csv(validate_fpath, dtype=str) + self._validate_df.rename({validate_tid_col: '_tid_', + validate_attr_col: '_attribute_', + validate_val_col: '_value_', + }, axis=1, inplace=True) + self._validate_df['_tid_'] = self._validate_df['_tid_'].astype(int) + self._validate_df['_value_'] = self._validate_df['_value_'].str.strip().str.lower() + self._validate_df = self.domain_df.merge(self._validate_df, how='left', left_on=['_tid_', 'attribute'], right_on=['_tid_', '_attribute_']) # Raise error if validation set has non-numerical values for numerical attrs if numerical_attrs is not None: fil_attr = self._validate_df['attribute'].isin(numerical_attrs) fil_notnull = self._validate_df['_value_'] != NULL_REPR - fil_notnumeric = self._validate_df['_value_'].str.contains('[^0-9.,]') + fil_notnumeric = self._validate_df['_value_'].str.contains(nonnumerics(self.env)) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): logging.error('%s: validation dataframe contains %d non-numerical values in numerical attrs %s', @@ -727,10 +736,7 @@ def __init__(self, env, dataset, domain_df, numerical_attrs) sys.exit(1) - self._validate_recs = self._validate_df[['_vid_', 'init_value', '_value_', 'is_clean']] \ - .set_index('_vid_').to_dict('index') - self._validate_total_errs = (self._validate_df['init_value'] != self._validate_df['_value_']).sum() - self._validate_detected_errs = ((self._validate_df['init_value'] != self._validate_df['_value_']) & ~self._validate_df['is_clean']).sum() + self._validate_df = self._validate_df[['_vid_', 'init_value', '_value_', 'is_clean']] self._do_validation = True def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, attr_idxs): @@ -1197,7 +1203,7 @@ def dump_predictions(self, prefix): 'inferred_val': max_val, 'proba': max_proba}) else: - num_pred = NUMERICAL_SEP.join(map(str, pred)) + num_pred = self.env['numerical_sep'].join(map(str, pred)) results.append({'tid': row['_tid_'], 'vid': vid, 'attribute': row['attribute'], @@ -1211,109 +1217,120 @@ def dump_predictions(self, prefix): results.to_pickle(fpath) def validate(self): - ### Categorical - n_cat = 0 - n_cat_dk = 0 - n_cat_repair = 0 - n_cat_repair_dk = 0 - - # repairs on clean + DK cells - cor_repair = 0 - incor_repair = 0 - # repairs only on DK cells - cor_repair_dk = 0 - incor_repair_dk = 0 - - - ### Numerical - n_num = 0 - n_num_dk = 0 - total_se = 0 - squared_resids = [] - logging.debug('%s: running validation set...', type(self).__name__) + # Construct DataFrame with inferred values validation_preds = self.predict_pp_batch(self._validate_df) - + df_pred = [] for vid, is_cat, preds in tqdm(list(validation_preds)): - row = self._validate_recs[vid] - if is_cat: - n_cat += 1 - if not row['is_clean']: - n_cat_dk += 1 - inf_val, inf_prob = max(preds, key=lambda t: t[1]) + else: + inf_val, inf_prob = self.env['numerical_sep'].join(map(str, preds)), -1 - if row['init_value'] != inf_val: - n_cat_repair += 1 - if not row['is_clean']: - n_cat_repair_dk += 1 - - # Correct val == inf val - if row['_value_'] == inf_val: - cor_repair += 1 - if not row['is_clean']: - cor_repair_dk += 1 - # Correct val != inf val - else: - incor_repair += 1 - if not row['is_clean']: - incor_repair_dk += 1 - continue + df_pred.append({'_vid_': vid, + 'is_cat': is_cat, + 'inferred_val': inf_val, + 'proba': inf_prob}) + df_pred = pd.DataFrame(df_pred) + df_res = self._validate_df.merge(df_pred, on=['_vid_']) + + + # General filters and metrics + fil_dk = ~df_res['is_clean'] + fil_cat = df_res['is_cat'] + fil_grdth = df_res['_value_'].notnull() + + if (~fil_grdth).sum(): + logging.debug('%s: there are %d cells with no validation ground truth', + type(self).__name__, + (~fil_grdth).sum()) + + n_cat = fil_cat.sum() + n_num = (~fil_cat).sum() + + n_cat_dk = (fil_dk & fil_cat).sum() + n_num_dk = (fil_dk & ~fil_cat).sum() + + # Categorical filters and metrics + fil_err = (df_res['init_value'] != df_res['_value_']) & fil_cat & fil_grdth + fil_cor = (df_res['inferred_val'] == df_res['_value_']) & fil_cat & fil_grdth + fil_repair = (df_res['init_value'] != df_res['inferred_val']) & fil_cat - if not row['is_clean']: - n_num_dk += 1 - # Numerical - n_num += 1 - cor_val = np.array(row['_value_'].split(NUMERICAL_SEP), dtype=np.float32) - assert cor_val.shape == preds.shape - sq_res = np.sum((cor_val - preds) ** 2) - squared_resids.append(sq_res) - total_se += sq_res - - if self._validate_total_errs == 0: + total_err = fil_err.sum() + detected_err = (fil_dk & fil_err).sum() + + n_repair = fil_repair.sum() + n_repair_dk = (fil_dk & fil_repair).sum() + n_cor_repair = (fil_cor & fil_repair).sum() + n_cor_repair_dk = (fil_dk & fil_cor & fil_repair).sum() + + if total_err == 0: logging.warning('%s: total errors in validation set is 0', type(self).__name__) - if self._validate_detected_errs == 0: + if detected_err == 0: logging.warning('%s: total detected errors in validation set is 0', type(self).__name__) - val_res = {'precision': cor_repair / max(cor_repair + incor_repair, 1), - 'recall': cor_repair / max(self._validate_total_errs, 1), - 'dk_precision': cor_repair_dk / max(cor_repair_dk + incor_repair_dk, 1), - 'repair_recall': cor_repair_dk / max(self._validate_detected_errs, 1), - 'n_cat': n_cat, + # In-sample accuracy (predict init value that is already correcT) + sample_acc = (~fil_err & fil_cor).sum() / (~fil_err).sum() + + precision = n_cor_repair / max(n_repair, 1) + recall = n_cor_repair / max(total_err, 1) + + precision_dk = n_cor_repair_dk / max(n_repair_dk, 1) + repair_recall = n_cor_repair_dk / max(detected_err, 1) + + # Numerical filters and metrics + rmse = 0 + if n_num: + X_cor = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), df_res.loc[~fil_cat, '_value_'].values)), + dtype=np.float32) + X_inferred = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), df_res.loc[~fil_cat, 'inferred_val'].values)), + dtype=np.float32) + + rmse = np.sqrt(np.mean(np.sum((X_cor - X_inferred) ** 2, axis=1))) + + + # Compile results + val_res = {'n_cat': n_cat, 'n_num': n_num, 'n_cat_dk': n_cat_dk, 'n_num_dk': n_num_dk, - 'n_cat_repair': n_cat_repair, - 'n_cat_repair_dk': n_cat_repair_dk, - 'total_se': total_se, - 'squared_resids': pd.Series(squared_resids), + 'total_err': total_err, + 'detected_err': detected_err, + 'n_repair': n_repair, + 'n_repair_dk': n_repair_dk, + 'sample_acc': sample_acc, + 'precision': precision, + 'recall': recall, + 'precision_dk': precision_dk, + 'repair_recall': repair_recall, + 'rmse': rmse, } - logging.debug("%s: # categorical: (all) %d, (dk) %d; # numerical: (all) %d, (dk) %d", - type(self).__name__, val_res['n_cat'], val_res['n_cat_dk'], - val_res['n_num'], val_res['n_num_dk']) + logging.debug("%s: # categoricals: (all) %d, (DK) %d", + type(self).__name__, val_res['n_cat'], val_res['n_cat_dk']) + logging.debug("%s: # numericals: (all) %d, (DK) %d", + type(self).__name__, val_res['n_num'], val_res['n_num_dk']) + logging.debug("%s: # of errors: %d, # of detected errors: %d", - type(self).__name__, self._validate_total_errs, self._validate_detected_errs) - logging.debug("%s: # repairs (all): %d, # repairs (DK): %d", - type(self).__name__, val_res['n_cat_repair'], val_res['n_cat_repair_dk']) - logging.debug("%s: (Infer on all) Precision: %.2f, Recall: %.2f", + type(self).__name__, val_res['total_err'], val_res['detected_err']) + + logging.debug("%s: In-sample accuracy: %.3f", + type(self).__name__, val_res['sample_acc']) + + logging.debug("%s: # repairs: (all) %d, (DK) %d", + type(self).__name__, val_res['n_repair'], val_res['n_repair_dk']) + + logging.debug("%s: (Infer on all) Precision: %.3f, Recall: %.3f", type(self).__name__, val_res['precision'], val_res['recall']) - logging.debug("%s: (Infer only on DK) Precision: %.2f, Repair Recall: %.2f", - type(self).__name__, val_res['dk_precision'], val_res['repair_recall']) + logging.debug("%s: (Infer on DK) Precision: %.3f, Repair Recall: %.3f", + type(self).__name__, val_res['precision_dk'], val_res['repair_recall']) + if val_res['n_num']: - logging.debug("%s: MSE: %.2f, RMSE: %2.f", type(self).__name__, - val_res['total_se'] / val_res['n_num'], - (val_res['total_se'] / val_res['n_num']) ** 0.5) - logging.debug("%s: Squared resids: %s", type(self).__name__, - val_res['squared_resids'].describe()) + logging.debug("RMSE: %3.f", type(self).__name__, val_res['rmse']) return val_res - def predict_pp(self, row, attr=None, values=None): - raise NotImplementedError - def predict_pp_batch(self, df=None): """ Performs batch prediction. From ce2dc33df43c038f4380a4f6c47e9610d11ae957 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 8 Apr 2019 23:21:42 -0400 Subject: [PATCH 13/48] Suppose multi-dimensional quantization. --- dataset/dataset.py | 11 +++++++++-- dataset/quantization.py | 20 +++++++++++--------- holoclean.py | 16 ++++++++++++++-- 3 files changed, 34 insertions(+), 13 deletions(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 1932e2bab..25bd341d1 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -3,6 +3,7 @@ import os import time +import numpy as np import pandas as pd from .dbengine import DBengine @@ -25,12 +26,12 @@ class CellStatus(Enum): WEAK_LABEL = 1 SINGLE_VALUE = 2 - class Dataset: """ This class keeps all dataframes and tables for a HC session. """ def __init__(self, name, env): + self.env = env self.id = name self.raw_data = None self.repaired_data = None @@ -135,7 +136,13 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, for attr in self.categorical_attrs: df_correct_type.loc[df_correct_type[attr].isnull(), attr] = NULL_REPR for attr in self.numerical_attrs: - df_correct_type[attr] = df_correct_type[attr].astype(float) + # Store n-dimensional values as arrays. Otherwise as floats. + vals = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), + df_correct_type[attr].values)), dtype=np.float32) + if vals.shape[1] == 1: + df_correct_type[attr] = vals[:,0].tolist() + else: + df_correct_type[attr] = vals.tolist() df_correct_type.to_sql(self.raw_data.name, self.engine.engine, if_exists='replace', index=False, index_label=None) diff --git a/dataset/quantization.py b/dataset/quantization.py index 01c4fb746..78c80977a 100644 --- a/dataset/quantization.py +++ b/dataset/quantization.py @@ -1,12 +1,11 @@ import time +import numpy as np from sklearn.cluster import KMeans from utils import NULL_REPR -# TODO(stoke):currently do only 1D data, -# will quantize N-dimensional data -def quantize_km(df_raw, bin_number_dict, numerical_attrs): +def quantize_km(env, df_raw, bin_number_dict, numerical_attrs): """ Kmeans clustering using sklearn https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html @@ -23,21 +22,24 @@ def quantize_km(df_raw, bin_number_dict, numerical_attrs): for col in numerical_attrs: if col not in bin_number_dict: continue - df_col = df_quantized.loc[df_quantized[col] != NULL_REPR, [col]].astype(float) - df_col = df_col.reset_index(drop=True) + df_col = df_quantized.loc[df_quantized[col] != NULL_REPR, [col]].reset_index(drop=True) + # Matrix of possibly n-dimension values + X_col = np.array(list(map(lambda v: v.split(env['numerical_sep']), df_col[col].values)), + dtype=np.float32) bin_number = bin_number_dict[col] - n_clusters = min(bin_number, df_col[col].nunique()) + n_clusters = min(bin_number, np.unique(X_col, axis=0).shape[0]) km = KMeans(n_clusters=n_clusters) - km.fit(df_col) + km.fit(X_col) label_pred = km.labels_ centroids = km.cluster_centers_ + # Lookup cluster centroids and concatenate their values again with + # env['numerical_sep']. def quantize_row(row): - # row.name can get index, but index is larger than the length - return str(centroids[label_pred[row.name], 0]) + return env['numerical_sep'].join(map(str, centroids[label_pred[row.name]])) df_quantized.loc[df_quantized[col] != NULL_REPR, col] = df_col.apply(quantize_row, axis=1).values status = "DONE with quantization" diff --git a/holoclean.py b/holoclean.py index 0b4197f7a..4d8add13d 100644 --- a/holoclean.py +++ b/holoclean.py @@ -185,6 +185,12 @@ 'default': None, 'type': list, 'help': 'List of attributes to train and infer on. If None, train and infer on all columns. For example passing a list of one column allows one to train HoloClean on one column.'}), + (('-ns', '--numerical_sep'), + {'metavar': 'NUMERICAL_SEP', + 'dest': 'numerical_sep', + 'default': '|', + 'type': str, + 'help': 'Delimiter for numerical attributes.'}), ] # Flags for Holoclean mode @@ -345,7 +351,7 @@ def setup_quantization_dict(self, do_quantization, bin_number_dict): self.domain_engine.do_quantization = self.do_quantization status, quantize_time, quantized_data = \ - quantize_km(self.ds.get_raw_data(), bin_number_dict, self.ds.numerical_attrs) + quantize_km(self.env, self.ds.get_raw_data(), bin_number_dict, self.ds.numerical_attrs) name = self.ds.raw_data.name + '_quantized' self.ds.quantized_data = Table(name, Source.DF, df=quantized_data) @@ -354,7 +360,13 @@ def setup_quantization_dict(self, do_quantization, bin_number_dict): df_correct_type = quantized_data.copy() for attr in self.ds.numerical_attrs: df_correct_type.loc[df_correct_type[attr] == NULL_REPR, attr] = np.nan - df_correct_type[attr] = df_correct_type[attr].astype(float) + # Store n-dimensional values as arrays. Otherwise as floats. + vals = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), + df_correct_type[attr].values)), dtype=np.float32) + if vals.shape[1] == 1: + df_correct_type[attr] = vals[:,0].tolist() + else: + df_correct_type[attr] = vals.tolist() df_correct_type.to_sql(name, self.ds.engine.engine, if_exists='replace', index=False, index_label=None) From 33be8a476094c8347cb93d2602c081845b348b1b Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 17 Apr 2019 23:25:03 -0400 Subject: [PATCH 14/48] Quantize from dict rather than numerical attrs. --- dataset/quantization.py | 7 ++----- holoclean.py | 10 +++++----- 2 files changed, 7 insertions(+), 10 deletions(-) diff --git a/dataset/quantization.py b/dataset/quantization.py index 78c80977a..1d1178bc8 100644 --- a/dataset/quantization.py +++ b/dataset/quantization.py @@ -5,7 +5,7 @@ from utils import NULL_REPR -def quantize_km(env, df_raw, bin_number_dict, numerical_attrs): +def quantize_km(env, df_raw, bin_number_dict): """ Kmeans clustering using sklearn https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html @@ -13,15 +13,12 @@ def quantize_km(env, df_raw, bin_number_dict, numerical_attrs): :param df_raw: pandas.dataframe :param bin_number_dict: a dict existing requested number of bins for each numerical attrs, the numerical attrs not in this dict will not do quantization - :param numerical_attrs: str list, containing all numerical attrs in df_raw :return: pandas.dataframe after quantization """ tic = time.time() df_quantized = df_raw.copy() - for col in numerical_attrs: - if col not in bin_number_dict: - continue + for col in bin_number_dict.keys(): df_col = df_quantized.loc[df_quantized[col] != NULL_REPR, [col]].reset_index(drop=True) # Matrix of possibly n-dimension values X_col = np.array(list(map(lambda v: v.split(env['numerical_sep']), df_col[col].values)), diff --git a/holoclean.py b/holoclean.py index 4d8add13d..45967bf38 100644 --- a/holoclean.py +++ b/holoclean.py @@ -345,13 +345,13 @@ def detect_errors(self, detect_list): logging.info(status) logging.debug('Time to detect errors: %.2f secs', detect_time) - def setup_quantization_dict(self, do_quantization, bin_number_dict): - self.do_quantization = do_quantization - self.ds.do_quantization = self.do_quantization - self.domain_engine.do_quantization = self.do_quantization + def setup_quantization_dict(self, bin_number_dict): + self.do_quantization = True + self.ds.do_quantization = True + self.domain_engine.do_quantization = True status, quantize_time, quantized_data = \ - quantize_km(self.env, self.ds.get_raw_data(), bin_number_dict, self.ds.numerical_attrs) + quantize_km(self.env, self.ds.get_raw_data(), bin_number_dict) name = self.ds.raw_data.name + '_quantized' self.ds.quantized_data = Table(name, Source.DF, df=quantized_data) From 67547f548299c8e3b003325d9d26ab266333c0db Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Thu, 18 Apr 2019 22:41:25 -0400 Subject: [PATCH 15/48] Mean/var normalize numerical attributes in context and added non-linearity to numerical spans. --- domain/estimators/tuple_embedding.py | 37 +++++++++++++++++++++++----- 1 file changed, 31 insertions(+), 6 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 71eb76629..8db6eb150 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -8,7 +8,7 @@ import torch from torch.optim import Adam from torch.utils.data import Dataset, DataLoader, Sampler -from torch.nn import CrossEntropyLoss, Softmax, MSELoss +from torch.nn import CrossEntropyLoss, Softmax, MSELoss, ReLU import torch.nn.functional as F from tqdm import tqdm @@ -107,6 +107,14 @@ def __init__(self, env, dataset, domain_df, self._raw_data = self.ds.get_raw_data().copy() + # Mean-0 variance 1 normalize all numerical attributes in the context + for num_attr in self._init_num_attrs: + temp = np.array([np.array(v, dtype=np.float32) + for v in self._raw_data[num_attr].str.split(self.env['numerical_sep']).values]) + temp = (temp - temp.mean(axis=0)) / temp.std(axis=0) + self._raw_data[num_attr] = [self.env['numerical_sep'].join(map(str, vals)) + for vals in temp] + # Indexes assigned to attributes: first categorical then numerical. self._init_attr_idxs = {attr: idx for idx, attr in enumerate(self._init_cat_attrs + self._init_num_attrs)} self._train_attr_idxs = {attr: idx for idx, attr in enumerate(self._train_cat_attrs + self._train_num_attrs)} @@ -349,16 +357,17 @@ def _get_init_numvals(self, idx): if not self.memoize or idx not in self._init_numvals: cur = self._train_records[idx] - init_numvals = torch.zeros(self._n_init_num_attrs, self._max_num_dim) + init_numvals = torch.zeros(self._n_init_num_attrs, self._max_num_dim, + dtype=torch.float32) init_nummask = torch.ones(self._n_init_num_attrs) - for idx, attr in enumerate(self._init_num_attrs): + for attr_idx, attr in enumerate(self._init_num_attrs): val_str = self._raw_data_dict[cur['_tid_']][attr] if attr == cur['attribute'] or val_str == NULL_REPR: - init_nummask[idx] = 0. + init_nummask[attr_idx] = 0. continue attr_dim = self._num_attr_dim[attr] - init_numvals[idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(self.env['numerical_sep']))) + init_numvals[attr_idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(self.env['numerical_sep']))) if not self.memoize: return init_numvals, init_nummask @@ -511,7 +520,7 @@ def load_state(self, state): class VidSampler(Sampler): def __init__(self, domain_df, shuffle=True, train_only_clean=True): - # No NULLs and non-zero domain + # No NULL targets domain_df = domain_df[domain_df['init_value'] != NULL_REPR] # Train on only clean cells @@ -662,6 +671,11 @@ def __init__(self, env, dataset, domain_df, # will not be trained nor used. self.in_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size, self._max_num_dim)) + + # Non-linearity for numerical init attrs + self.in_num_w1 = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size, self._embed_size)) + self.in_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) + self.out_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) @@ -689,6 +703,8 @@ def __init__(self, env, dataset, domain_df, if self._n_init_num_attrs > 0: torch.nn.init.xavier_uniform_(self.in_num_zero_vecs) torch.nn.init.xavier_uniform_(self.in_num_bases) + torch.nn.init.xavier_uniform_(self.in_num_w1) + torch.nn.init.xavier_uniform_(self.in_num_bias1) if self._n_train_num_attrs > 0: torch.nn.init.xavier_uniform_(self.out_num_zero_vecs) torch.nn.init.xavier_uniform_(self.out_num_bases) @@ -764,6 +780,15 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att # in_num_zero_vecs is shape (n_init_num_attrs, embed_size) # (batch, n_init_num_attrs, embed_size) init_num_vecs = in_num_bases.matmul(init_numvals).squeeze(-1) + self.in_num_zero_vecs.unsqueeze(0) + + #### Add non-linearity to numerical attributes + # (batch, n_init_num_attrs, embed_size) + ReLU(inplace=True)(init_num_vecs) + # (batch, n_init_num_attrs, embed_size, embed_size) + in_num_w1 = self.in_num_w1.expand(init_numvals.shape[0], -1, -1, -1) + # (batch, n_init_num_attrs, embed_size) + init_num_vecs = init_num_vecs.unsqueeze(-2).matmul(in_num_w1).squeeze(-2) + self.in_num_bias1.unsqueeze(0) + # (batch, n_init_num_attrs, embed_size) init_num_vecs.mul_(init_nummasks.unsqueeze(-1)) From 61b41475a442703521143d4281f0e69353fb5900 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 19 Apr 2019 23:24:11 -0400 Subject: [PATCH 16/48] Support specifying n-dimensional numerical attr groups vs splitting on columns. --- dataset/quantization.py | 35 +-- domain/domain.py | 1 + domain/estimators/tuple_embedding.py | 360 +++++++++++++++------------ holoclean.py | 19 +- 4 files changed, 235 insertions(+), 180 deletions(-) diff --git a/dataset/quantization.py b/dataset/quantization.py index 1d1178bc8..393a993ac 100644 --- a/dataset/quantization.py +++ b/dataset/quantization.py @@ -5,39 +5,44 @@ from utils import NULL_REPR -def quantize_km(env, df_raw, bin_number_dict): +def quantize_km(env, df_raw, num_attr_groups_bins): """ Kmeans clustering using sklearn https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html Currently do 1D clustering :param df_raw: pandas.dataframe - :param bin_number_dict: a dict existing requested number of bins for each numerical attrs, - the numerical attrs not in this dict will not do quantization + :param num_attr_groups_bins: list[tuple] where each tuple consists of + (# of bins, list[str]) where the list[str] is a group of attribues to be + treated as numerical. + Groups must be disjoint. + :return: pandas.dataframe after quantization """ tic = time.time() df_quantized = df_raw.copy() - for col in bin_number_dict.keys(): - df_col = df_quantized.loc[df_quantized[col] != NULL_REPR, [col]].reset_index(drop=True) + # Assert groups are disjoint + num_attrs = [attr for _, group in num_attr_groups_bins for attr in group] + assert len(set(num_attrs)) == len(num_attrs) + + for bins, attrs in num_attr_groups_bins: + fil_notnull = (df_quantized[attrs] != NULL_REPR).all(axis=1) + + df_group = df_quantized.loc[fil_notnull, attrs].reset_index(drop=True) # Matrix of possibly n-dimension values - X_col = np.array(list(map(lambda v: v.split(env['numerical_sep']), df_col[col].values)), - dtype=np.float32) + X_attrs = df_group.values.astype(np.float) - bin_number = bin_number_dict[col] - n_clusters = min(bin_number, np.unique(X_col, axis=0).shape[0]) + n_clusters = min(bins, np.unique(X_attrs, axis=0).shape[0]) km = KMeans(n_clusters=n_clusters) - km.fit(X_col) + km.fit(X_attrs) label_pred = km.labels_ centroids = km.cluster_centers_ - # Lookup cluster centroids and concatenate their values again with - # env['numerical_sep']. - def quantize_row(row): - return env['numerical_sep'].join(map(str, centroids[label_pred[row.name]])) - df_quantized.loc[df_quantized[col] != NULL_REPR, col] = df_col.apply(quantize_row, axis=1).values + # Lookup cluster centroids and replace their values. + df_quantized.loc[fil_notnull, attrs] = np.array([centroids[label_pred[idx]] + for idx in df_group.index]).astype(str) status = "DONE with quantization" toc = time.time() diff --git a/domain/domain.py b/domain/domain.py index 6e64063c9..888095f6e 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -47,6 +47,7 @@ def setup(self): 'cell_domain', 'pos_values'). """ tic = time.time() + self.compute_correlations() self.setup_attributes() self.domain_df = self.generate_domain() diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 8db6eb150..efb445d48 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -13,13 +13,37 @@ from tqdm import tqdm from dataset import AuxTables -from evaluate import EvalEngine from ..estimator import Estimator from utils import NULL_REPR def nonnumerics(env): return "[^0-9+-" + env['numerical_sep'] + "]" +def verify_numerical_attr_groups(dataset, numerical_attr_groups): + """ + Verify numerical attribute groups are disjoint and exist + + Returns a list of the individual attributes. + """ + numerical_attrs = None + # Check if numerical attributes exist and are disjoint + if numerical_attr_groups is not None: + numerical_attrs = [attr for group in numerical_attr_groups for attr in group] + + if not all(attr in dataset.get_attributes() for attr in numerical_attrs): + logging.error('all numerical attributes specified %s must exist in dataset: %s', + numerical_attr_groups, + dataset.get_attributes()) + sys.exit(1) + + if len(set(numerical_attrs)) < len(numerical_attrs): + logging.error('all attribute groups specified %s must be disjoint in dataset', + numerical_attr_groups) + sys.exit(1) + + return numerical_attrs + + class LookupDataset(Dataset): # Memoizes vectors (e.g. init vector, domain vector, negative indexes) # for every sample indexed by idx. @@ -51,14 +75,15 @@ def __setitem__(self, idx, vec): self._isset[idx] = 1 def __init__(self, env, dataset, domain_df, - numerical_attrs, neg_sample, memoize): + numerical_attr_groups, neg_sample, memoize): """ :param dataset: (Dataset) original dataset :param domain_df: (DataFrame) dataframe containing VIDs and their domain values we want to train on. VIDs not included in this dataframe will not be trained on e.g. if you only want to sub-select VIDs of certain attributes. - :param numerical_attrs: (list[str]) attributes to treat as numerical. + :param numerical_attr_groups: (list[list[str]]) groups of attributes + to be treated as d-dimensional numerical values. :param neg_sample: (bool) add negative examples for clean cells during training :param memoize: (bool) memoize re-lookups on subsequent epochs. """ @@ -76,13 +101,9 @@ def __init__(self, env, dataset, domain_df, # _cat_ refers to categorical attributes and _num_ refers to numerical # attributes. self._all_attrs = sorted(self.ds.get_attributes()) - self._numerical_attrs = numerical_attrs or [] - if not all(attr in self._all_attrs for attr in self._numerical_attrs): - logging.error('%s: numerical attributes %s must exist as a column in the data: %s', - type(self).__name__, - self._numerical_attrs, - self._all_attrs) - sys.exit(1) + self._numerical_attrs = verify_numerical_attr_groups(self.ds, + numerical_attr_groups) or [] + # Attributes to derive context from self._init_cat_attrs, self._init_num_attrs = self._split_cat_num_attrs(self._all_attrs) self._n_init_cat_attrs, self._n_init_num_attrs = len(self._init_cat_attrs), len(self._init_num_attrs) @@ -92,10 +113,10 @@ def __init__(self, env, dataset, domain_df, logging.debug('%s: init numerical attributes: %s', type(self).__name__, self._init_num_attrs) + # Attributes to train on (i.e. target columns). self._train_attrs = sorted(domain_df['attribute'].unique()) assert all(attr in self._all_attrs for attr in self._train_attrs) - self._train_cat_attrs, self._train_num_attrs = self._split_cat_num_attrs(self._train_attrs) self._n_train_cat_attrs, self._n_train_num_attrs = len(self._train_cat_attrs), len(self._train_num_attrs) logging.debug('%s: train categorical attributes: %s', @@ -105,15 +126,21 @@ def __init__(self, env, dataset, domain_df, type(self).__name__, self._train_num_attrs) + # Make copy of raw data self._raw_data = self.ds.get_raw_data().copy() - - # Mean-0 variance 1 normalize all numerical attributes in the context + # Keep track of mean + std to un-normalize during prediction + self._num_attrs_mean = {} + self._num_attrs_std = {} + # Mean-0 variance 1 normalize all numerical attributes in the raw data for num_attr in self._init_num_attrs: - temp = np.array([np.array(v, dtype=np.float32) - for v in self._raw_data[num_attr].str.split(self.env['numerical_sep']).values]) - temp = (temp - temp.mean(axis=0)) / temp.std(axis=0) - self._raw_data[num_attr] = [self.env['numerical_sep'].join(map(str, vals)) - for vals in temp] + temp = self._raw_data[num_attr].copy() + fil_notnull = temp != NULL_REPR + self._num_attrs_mean[num_attr] = temp[fil_notnull].astype(np.float).mean(axis=0) + self._num_attrs_std[num_attr] = temp[fil_notnull].astype(np.float).std(axis=0) + temp[fil_notnull] = ((temp[fil_notnull].astype(np.float) \ + - self._num_attrs_mean[num_attr]) \ + / self._num_attrs_std[num_attr]).astype(str) + self._raw_data[num_attr] = temp # Indexes assigned to attributes: first categorical then numerical. self._init_attr_idxs = {attr: idx for idx, attr in enumerate(self._init_cat_attrs + self._init_num_attrs)} @@ -143,52 +170,14 @@ def __init__(self, env, dataset, domain_df, self._init_val_idxs[attr][row[attr]] = cur_init_idx cur_init_idx += 1 - # Number of dimensions for each numerical attribute - self._num_attr_dim = {} - for attr in self._init_num_attrs: - attr_col = self._raw_data[attr] - fil_notnull = attr_col != NULL_REPR - fil_notnumeric = attr_col.str.contains(nonnumerics(self.env)) - - notnull_attr_col = attr_col[fil_notnull] - attr_dims = notnull_attr_col.str.split(self.env['numerical_sep']).apply(len) - - attr_dim = attr_dims.values[0] - if not (attr_dims == attr_dim).all(): - logging.error('%s: values in attribute "%s" must be comma seprated with the same # of values (dimension) %d', - type(self).__name__, - attr, - attr_dim) - sys.exit(1) - - bad_numerics = fil_notnull & fil_notnumeric - if bad_numerics.sum(): - # Replace any values with non-numerical values with NULL - self._raw_data.loc[fil_notnull & fil_notnumeric, attr] = NULL_REPR - logging.warning('%s: replaced %d non-numerical values in attribute "%s" in RAW DATA as "%s" (NULL)', - type(self).__name__, - bad_numerics.sum(), - attr, - NULL_REPR) - - self._num_attr_dim[attr] = attr_dim - + # Do the same for the train/target categorical values. cur_train_idx = 1 for row in domain_df.to_records(): val = row['init_value'] attr = row['attribute'] - # Handle numerical attributes differently + # We handle numerical attrs differently if attr in self._train_num_attrs: - # Check init value in domain dataframe has the right - # dimensions as the one detected in raw data - if len(val.split(self.env['numerical_sep'])) != self._num_attr_dim[attr]: - logging.error('%s: value "%s" in domain for vid %d for attribute "%s" must have %d ,-separate values', - type(self).__name__, - val, - row['_vid_'], - attr, - self._num_attr_dim[attr]) continue # Assign index for train/possible values @@ -208,6 +197,18 @@ def __init__(self, env, dataset, domain_df, self._train_val_idxs_by_attr = {attr: torch.LongTensor([v for v in self._train_val_idxs[attr].values() if v != 0]) for attr in self._train_cat_attrs} + + # Maps each numerical attribute to a copy of its group (of other + # numerical attributes). + self._init_num_attrs_group = {attr: group.copy() for group in + numerical_attr_groups if attr in self._init_num_attrs} + + # Map each numerical attribute (their index) to their respective index + # in the group. + self._train_num_attr_to_group_idx = {attr: group.index(attr) + for group in numerical_attr_groups + if attr in self._train_num_attrs} + # Number of unique INIT attr-values self.n_init_vals = cur_init_idx self.n_train_vals = cur_train_idx @@ -221,11 +222,7 @@ def __init__(self, env, dataset, domain_df, # Maximum domain size self._max_domain = int(domain_df['domain_size'].max()) # Maximum dimension across all numerical attributes. - self._max_num_dim = 0 - self._total_num_dim = 0 - if len(self._num_attr_dim): - self._max_num_dim = max(self._num_attr_dim.values()) - self._total_num_dim = sum(self._num_attr_dim.values()) + self._max_num_dim = max(list(map(len, numerical_attr_groups)) or [0]) self._init_dummies() self._init_memoize_vecs() @@ -248,9 +245,9 @@ def _init_memoize_vecs(self): self._init_cat_idxs = self.MemoizeVec(len(self), torch.int64, self._n_init_cat_attrs) self._neg_idxs = self.MemoizeVec(len(self), None, None) - if self._total_num_dim > 0: + if self._max_num_dim > 0: self._target_numvals = self.MemoizeVec(len(self), torch.float32, self._max_num_dim) - self._init_numvals = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs, self._max_num_dim) + self._init_numvals = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs) self._init_nummask = self.MemoizeVec(len(self), torch.float32, self._n_init_num_attrs) def _split_cat_num_attrs(self, attrs): @@ -302,11 +299,15 @@ def _get_target_numvals(self, idx): target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float32) - # We can skip this if we are in inference mode and the current - # value is a nan value. - if not (self.inference_mode and cur['init_value'] == NULL_REPR): - target_numvals[:self._num_attr_dim[cur['attribute']]] = torch.FloatTensor( - np.array(cur['init_value'].split(self.env['numerical_sep']), dtype=np.float32)) + # Get the target values for this numerical group. + attr_group = self._init_num_attrs_group[cur['attribute']] + target_val_strs = [self._raw_data_dict[cur['_tid_']][attr] + for attr in attr_group] + + # We can skip this if we are in inference mode and any of the + # target/current values in the numerical group are NULL. + if not (self.inference_mode and any(val == NULL_REPR for val in target_val_strs)): + target_numvals[:len(attr_group)] = torch.FloatTensor(np.array(target_val_strs, dtype=np.float32)) if not self.memoize: return target_numvals @@ -347,7 +348,7 @@ def _get_init_numvals(self, idx): attribute (i.e. target) OR if the value is _nan_. Returns ( - init_numvals: (n_init_num_attrs, max_num_dim), + init_numvals: (n_init_num_attrs), init_nummmask: (n_init_num_attrs), ). """ @@ -357,8 +358,7 @@ def _get_init_numvals(self, idx): if not self.memoize or idx not in self._init_numvals: cur = self._train_records[idx] - init_numvals = torch.zeros(self._n_init_num_attrs, self._max_num_dim, - dtype=torch.float32) + init_numvals = torch.zeros(self._n_init_num_attrs, dtype=torch.float32) init_nummask = torch.ones(self._n_init_num_attrs) for attr_idx, attr in enumerate(self._init_num_attrs): val_str = self._raw_data_dict[cur['_tid_']][attr] @@ -366,8 +366,7 @@ def _get_init_numvals(self, idx): init_nummask[attr_idx] = 0. continue - attr_dim = self._num_attr_dim[attr] - init_numvals[attr_idx,:attr_dim] = torch.FloatTensor(np.float32(val_str.split(self.env['numerical_sep']))) + init_numvals[attr_idx] = float(val_str) if not self.memoize: return init_numvals, init_nummask @@ -425,7 +424,7 @@ def __getitem__(self, vid): is_categorical: (1), attr_idx: (1), init_cat_idxs: (n_init_cat_attrs), - init_numvals: (n_init_num_attrs, max num dim), + init_numvals: (n_init_num_attrs), init_nummask: (n_init_num_attrs), domain_idxs (if categorical): (max domain), domain_mask (if categorical): (max domain), @@ -503,7 +502,10 @@ def _state_attrs(self): '_init_num_attrs', '_train_cat_attrs', '_train_num_attrs', - '_num_attr_dim', + '_init_num_attrs_group', + '_train_num_attr_to_group_idx', + '_num_attrs_mean', + '_num_attrs_std', '_n_init_cat_attrs', '_n_init_num_attrs', '_train_val_idxs_by_attr', @@ -519,10 +521,24 @@ def load_state(self, state): self._init_memoize_vecs() class VidSampler(Sampler): - def __init__(self, domain_df, shuffle=True, train_only_clean=True): + def __init__(self, domain_df, raw_df, numerical_attr_groups, + shuffle=True, train_only_clean=True): # No NULL targets domain_df = domain_df[domain_df['init_value'] != NULL_REPR] + # No NULL numerical groups (all must be non-null) + if numerical_attr_groups: + raw_data_dict = raw_df.set_index('_tid_').to_dict('index') + def all_notnull(tid, attrs): + return all(raw_data_dict[tid][attr] != NULL_REPR for attr in attrs) + for attrs in numerical_attr_groups: + fil_notnull = domain_df['_tid_'].apply(all_notnull, args=(attrs,)) + if sum(fil_notnull) < domain_df.shape[0]: + logging.warning('dropping %d targets since values numerical group %s contain NULLs', + domain_df.shape[0] - sum(fil_notnull), + attrs) + domain_df = domain_df[fil_notnull] + # Train on only clean cells if train_only_clean: self._vids = domain_df.loc[domain_df['is_clean'], '_vid_'] @@ -545,7 +561,7 @@ class TupleEmbedding(Estimator, torch.nn.Module): # TODO: replace numerical_attrs references with self.ds.numerical_attrs def __init__(self, env, dataset, domain_df, - numerical_attrs=None, + numerical_attr_groups=None, memoize=False, neg_sample=True, validate_fpath=None, validate_tid_col=None, validate_attr_col=None, @@ -553,10 +569,13 @@ def __init__(self, env, dataset, domain_df, """ :param dataset: (Dataset) original dataset :param domain_df: (DataFrame) dataframe containing domain values - :param numerical_attrs: (list[list[str]]) attributes/columns to treat as numerical. - A list of column names. Each column must consist of d-separated - values (for d-dimensional columns). For example the column - 2D column 'lat,long' must consist of all "123,456" values. + :param numerical_attr_groups: (list[list[str]]) attributes/columns to treat as numerical. + A list of groups of column names. Each group consists of d attributes + to be treated as d-dimensional numerical attribute. + For example one can pass in [['lat', 'lon'],...] to treat both columns as + a 2-d numerical attribute. + + The groups must be disjoint. Everything else will be treated as categorical. @@ -570,11 +589,10 @@ def __init__(self, env, dataset, domain_df, torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) - self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] - # Check is train attributes exist + # Check if train attributes exist if train_attrs is not None: if not all(attr in self.ds.get_attributes() for attr in train_attrs): logging.error('%s: all attributes specified to use for training %s must exist in dataset: %s', @@ -583,15 +601,6 @@ def __init__(self, env, dataset, domain_df, self.ds.get_attributes()) sys.exit(1) - # Check is numerical attributes exist - if numerical_attrs is not None: - if not all(attr in self.ds.get_attributes() for attr in numerical_attrs): - logging.error('%s: all numerical attributes specified %s must exist in dataset: %s', - type(self).__name__, - numerical_attrs, - self.ds.get_attributes()) - sys.exit(1) - # Remove domain/training cells without a domain # TODO: relax for numerical filter_empty_domain = self.domain_df['domain_size'] == 0 @@ -601,6 +610,18 @@ def __init__(self, env, dataset, domain_df, filter_empty_domain.sum()) self.domain_df = self.domain_df[~filter_empty_domain] + + ### Numerical attribute groups validation checks + + self._numerical_attr_groups = numerical_attr_groups.copy() + numerical_attrs = verify_numerical_attr_groups(self.ds, self._numerical_attr_groups) + # Verify numerical dimensions are not bigger than the embedding size + if max(list(map(len, numerical_attr_groups)) or [0]) > self._embed_size: + logging.error("%s: maximum numeric value dimension %d must be <= embedding size %d", + type(self).__name__, + max(list(map(len, numerical_attr_groups)) or [0]), + self._embed_size) + sys.exit(1) # Convert non numerical init values in numerical attributes with _nan_. if numerical_attrs is not None: fil_attr = self.domain_df['attribute'].isin(numerical_attrs) @@ -628,14 +649,7 @@ def __init__(self, env, dataset, domain_df, # Dataset self._dataset = LookupDataset(env, dataset, self.domain_df, - numerical_attrs, neg_sample, memoize) - - if len(self._dataset._num_attr_dim) and max(self._dataset._num_attr_dim.values()) > self._embed_size: - logging.error("%s: maximum numeric value dimension %d must be <= embedding size %d", - type(self).__name__, - max(self._dataset._num_attr_dim.values()), - self._embed_size) - sys.exit(1) + numerical_attr_groups, neg_sample, memoize) self._train_cat_attrs = self._dataset._train_cat_attrs self._train_num_attrs = self._dataset._train_num_attrs @@ -660,30 +674,37 @@ def __init__(self, env, dataset, domain_df, self.out_W = torch.nn.Parameter(torch.zeros(self._n_train_vals, self._embed_size)) self.out_B = torch.nn.Parameter(torch.zeros(self._n_train_vals, 1)) - # Bases vectors for numerical attributes and their spans. - - # We have a learnable 0 zero vector for every numerical attribute. - # We then have for each attribute of d dimension, d basis vectors where - # d <= embed_size. - # - # Note X_num_bases is a (# of attrs, max dimension, embed size) tensor: - # if an attr has dimension < max dimension then the padded vectors - # will not be trained nor used. - self.in_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) - self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size, self._max_num_dim)) + ### Bases vectors for numerical attributes and their spans. + + # Mask to combine numerical bases to form a numerical group + self._n_num_attr_groups = len(self._numerical_attr_groups) + self.num_attr_groups_mask = torch.zeros(self._n_num_attr_groups, + self._n_init_num_attrs, dtype=torch.float32) + for group_idx, group in enumerate(self._numerical_attr_groups): + for attr in group: + attr_idx = self._dataset._init_attr_idxs[attr] - self._n_init_cat_attrs + self.num_attr_groups_mask[group_idx,attr_idx] = 1. + # For each numerical attribute we have a basis vector. + # For each numerical group we find the linear combination from the + # individual vectors. + # We also have a learnable zero vector for every numerical group. + self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) + self.in_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, + self._embed_size)) # Non-linearity for numerical init attrs - self.in_num_w1 = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size, self._embed_size)) - self.in_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) + self.in_num_w1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size, self._embed_size)) + self.in_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size)) self.out_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) # Mask for _num_forward to restrict which dimensions are active for each attribute. # Hadamard/elementwise multiply this mask. - self.out_num_masks = torch.zeros(self._n_train_num_attrs, self._max_num_dim, dtype=torch.float32) + self.out_num_masks = torch.zeros(self._n_train_num_attrs, + self._max_num_dim, dtype=torch.float32) for idx, attr in enumerate(self._dataset._train_num_attrs): - dim = self._dataset._num_attr_dim[attr] + dim = len(self._dataset._init_num_attrs_group[attr]) self.out_num_masks[idx,:dim] = 1. # logits fed into softmax used in weighted sum to combine @@ -693,7 +714,7 @@ def __init__(self, env, dataset, domain_df, # to predict for and there are init_attr weights since we have # init attrs to combine. self.attr_W = torch.nn.Parameter(torch.zeros(self._n_train_attrs, - self._n_init_attrs)) + self._n_init_cat_attrs + self._n_num_attr_groups)) # Initialize all but the first 0th vector embedding (reserved). torch.nn.init.xavier_uniform_(self.in_W[1:]) @@ -724,11 +745,6 @@ def __init__(self, env, dataset, domain_df, and validate_tid_col is not None \ and validate_attr_col is not None \ and validate_val_col is not None: - # eengine = EvalEngine(self.env, self.ds) - # eengine.load_data(self.ds.raw_data.name + '_tuple_embedding_validate', validate_fpath, - # tid_col=validate_tid_col, - # attr_col=validate_attr_col, - # val_col=validate_val_col) self._validate_df = pd.read_csv(validate_fpath, dtype=str) self._validate_df.rename({validate_tid_col: '_tid_', validate_attr_col: '_attribute_', @@ -760,9 +776,11 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att Constructs the "context vector" by combining the init embedding vectors. init_cat_idxs: (batch, n_init_cat_attrs) - init_numvals: (batch, n_init_num_attrs, max_num_dim) + init_numvals: (batch, n_init_num_attrs) init_nummasks: (batch, n_init_num_attrs) attr_idxs: (batch, 1) + + out: (batch, embed_size, 1) """ init_cat_vecs = torch.zeros(init_cat_idxs.shape[0], 0, self._embed_size) if self._n_init_cat_attrs: @@ -771,36 +789,54 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att init_num_vecs = torch.zeros(init_numvals.shape[0], 0, self._embed_size) if self._n_init_num_attrs: - # (batch, n_init_num_attrs, max_num_dim, 1) + # (batch, n_init_num_attrs, 1) init_numvals = init_numvals.unsqueeze(-1) - # in_num_bases is shape (n_init_num_attrs, embed_size, max_num_dim) - # (batch, n_init_num_attrs, embed_size, max_num_dim) - in_num_bases = self.in_num_bases.expand(init_numvals.shape[0], -1, -1, -1) - - # in_num_zero_vecs is shape (n_init_num_attrs, embed_size) + # self.in_num_bases is shape (n_init_num_attrs, embed_size) # (batch, n_init_num_attrs, embed_size) - init_num_vecs = in_num_bases.matmul(init_numvals).squeeze(-1) + self.in_num_zero_vecs.unsqueeze(0) + in_num_bases = self.in_num_bases.expand(init_numvals.shape[0], -1, -1) + # (batch, n_init_num_attrs, embed_size) + init_num_vecs = in_num_bases.mul(init_numvals) + + + # self.num_attr_groups_mask is shape (n_num_attr_groups, n_init_num_attrs) + # (batch, n_num_attr_groups, n_init_num_attrs) + groups_mask = self.num_attr_groups_mask.expand(init_numvals.shape[0], + -1, -1) + + # (batch, n_num_attr_groups, n_init_num_attrs, embed_size) + init_num_vecs = groups_mask.unsqueeze(-1) \ + * init_num_vecs.unsqueeze(1).expand(-1, self._n_num_attr_groups, -1, -1) + # (batch, n_num_attr_groups, embed_size) + init_num_vecs = init_num_vecs.sum(dim=2) + self.in_num_zero_vecs.unsqueeze(0) + #### Add non-linearity to numerical attributes - # (batch, n_init_num_attrs, embed_size) + # (batch, n_num_attr_groups, embed_size) ReLU(inplace=True)(init_num_vecs) - # (batch, n_init_num_attrs, embed_size, embed_size) + # (batch, n_num_attr_groups, embed_size, embed_size) in_num_w1 = self.in_num_w1.expand(init_numvals.shape[0], -1, -1, -1) - # (batch, n_init_num_attrs, embed_size) - init_num_vecs = init_num_vecs.unsqueeze(-2).matmul(in_num_w1).squeeze(-2) + self.in_num_bias1.unsqueeze(0) + # (batch, n_num_attr_groups, embed_size) + init_num_vecs = init_num_vecs.unsqueeze(-2).matmul(in_num_w1).squeeze(-2) \ + + self.in_num_bias1.unsqueeze(0) - # (batch, n_init_num_attrs, embed_size) - init_num_vecs.mul_(init_nummasks.unsqueeze(-1)) - # (batch, n_init_attrs, embed size) + # (batch, n_num_attr_groups, 1) + # If any of the init values are NULL in a group, zero it out + # (hence prod vs sum) + init_group_nummasks = (groups_mask * init_nummasks.unsqueeze(1)).prod(dim=-1, keepdim=True) + + # (batch, n_num_attr_groups, embed_size) + init_num_vecs.mul_(init_group_nummasks) + + # (batch, n_init_cat_attrs + n_num_attr_groups, embed size) init_vecs = torch.cat([init_cat_vecs, init_num_vecs], dim=1) # Scale vectors to unit norm ALONG the embedding dimension. - # (batch, n_init_attrs, embed size) + # (batch, n_init_cat_attrs + n_num_attr_groups, embed size) init_vecs = F.normalize(init_vecs, p=2, dim=2) - # (batch, 1, n_init_attrs) + # (batch, 1, n_init_cat_attrs + n_num_attr_groups) attr_logits = self.attr_W.index_select(0, attr_idxs.view(-1)).unsqueeze(1) - # (batch, 1, n_init_attrs) + # (batch, 1, n_init_cat_attrs + n_num_attr_groups) attr_weights = Softmax(dim=2)(attr_logits) # (batch, 1, embed size) @@ -884,7 +920,7 @@ def _num_forward(self, combined_init, num_attr_idxs): # (unique attrs, max_num_dim, embed size) pinverse_num_bases = torch.stack([self.out_num_bases[idx].pinverse() for idx in unique_num_attr_idxs]) # We need to find which index each attr_idx corresponds to in - # dim = 0 of inverse_num_bases. + # dim = 0 of pinverse_num_bases. # e.g. given # unique_num_attr_idxs = [2,5,1] # num_attr_idxs = [[1,5,2,5,1]] @@ -1007,7 +1043,9 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., """ # Returns VIDs to train on. - sampler = VidSampler(self.domain_df, shuffle=shuffle, train_only_clean=train_only_clean) + sampler = VidSampler(self.domain_df, self.ds.get_raw_data(), + self._numerical_attr_groups, + shuffle=shuffle, train_only_clean=train_only_clean) logging.debug("%s: training (lambda = %f) on %d cells (%d cells in total) in:\n1) %d categorical columns: %s\n2) %d numerical columns: %s", type(self).__name__, @@ -1046,6 +1084,10 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., if cat_targets.shape[0] > 0: batch_loss += self._cat_loss(cat_preds, cat_targets) if target_numvals.shape[0] > 0: + # Note both numval_preds and target_numvals have 0-ed out + # values if the sample's dimension is < max dim. + # TODO: downweight samples that are part of a group of n attributes + # by 1/n. batch_loss += self._num_loss(numval_preds, target_numvals) # Add the negative entropy of the attr_W to the cost: that is @@ -1245,13 +1287,14 @@ def validate(self): logging.debug('%s: running validation set...', type(self).__name__) # Construct DataFrame with inferred values - validation_preds = self.predict_pp_batch(self._validate_df) + validation_preds = list(self.predict_pp_batch(self._validate_df)) df_pred = [] - for vid, is_cat, preds in tqdm(list(validation_preds)): + for vid, is_cat, preds in tqdm(validation_preds): if is_cat: inf_val, inf_prob = max(preds, key=lambda t: t[1]) else: - inf_val, inf_prob = self.env['numerical_sep'].join(map(str, preds)), -1 + # preds is just a float + inf_val, inf_prob = preds, -1 df_pred.append({'_vid_': vid, 'is_cat': is_cat, @@ -1307,12 +1350,12 @@ def validate(self): # Numerical filters and metrics rmse = 0 if n_num: - X_cor = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), df_res.loc[~fil_cat, '_value_'].values)), - dtype=np.float32) - X_inferred = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), df_res.loc[~fil_cat, 'inferred_val'].values)), - dtype=np.float32) + X_cor = df_res.loc[~fil_cat, '_value_'].values.astype(np.float) + X_inferred = df_res.loc[~fil_cat, 'inferred_val'].values.astype(np.float) + + assert X_cor.shape == X_inferred.shape - rmse = np.sqrt(np.mean(np.sum((X_cor - X_inferred) ** 2, axis=1))) + rmse = np.sqrt(np.mean((X_cor - X_inferred) ** 2)) # Compile results @@ -1352,7 +1395,7 @@ def validate(self): type(self).__name__, val_res['precision_dk'], val_res['repair_recall']) if val_res['n_num']: - logging.debug("RMSE: %3.f", type(self).__name__, val_res['rmse']) + logging.debug("%s: RMSE: %f", type(self).__name__, val_res['rmse']) return val_res @@ -1386,6 +1429,7 @@ def predict_pp_batch(self, df=None): pred_cat_idx = 0 pred_num_idx = 0 + train_idx_to_attr = {idx: attr for attr, idx in self._dataset._train_attr_idxs.items()} for idx, is_cat in enumerate(is_categorical.view(-1)): vid = int(vids[idx, 0]) @@ -1396,7 +1440,13 @@ def predict_pp_batch(self, df=None): continue # Real valued prediction - dim = self.out_num_masks[attr_idxs[idx,0] - self._n_train_cat_attrs].nonzero().max() - pred_num = pred_nums[pred_num_idx][:dim+1] + # dim = self.out_num_masks[attr_idxs[idx,0] - self._n_train_cat_attrs].nonzero().max() + + # Find the z-score and map it back to its actual value + attr = train_idx_to_attr[int(attr_idxs[idx,0])] + group_idx = self._dataset._train_num_attr_to_group_idx[attr] + mean = self._dataset._num_attrs_mean[attr] + std = self._dataset._num_attrs_std[attr] + pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean pred_num_idx += 1 - yield vid, False, pred_num.detach().numpy() + yield vid, False, pred_num diff --git a/holoclean.py b/holoclean.py index 45967bf38..b65f43788 100644 --- a/holoclean.py +++ b/holoclean.py @@ -345,28 +345,27 @@ def detect_errors(self, detect_list): logging.info(status) logging.debug('Time to detect errors: %.2f secs', detect_time) - def setup_quantization_dict(self, bin_number_dict): + def quantize_numericals(self, num_attr_groups_bins): + """ + :param num_attr_groups_bins: list[tuple] where each tuple consists of + (# of bins, list[str]) where the list[str] is a group of attribues to be + treated as numerical. + """ self.do_quantization = True self.ds.do_quantization = True self.domain_engine.do_quantization = True status, quantize_time, quantized_data = \ - quantize_km(self.env, self.ds.get_raw_data(), bin_number_dict) + quantize_km(self.env, self.ds.get_raw_data(), num_attr_groups_bins) name = self.ds.raw_data.name + '_quantized' self.ds.quantized_data = Table(name, Source.DF, df=quantized_data) - # Do similar thing to store the correct type into db + # Re-store to DB, ensuring numerical values are stored as floats. df_correct_type = quantized_data.copy() for attr in self.ds.numerical_attrs: df_correct_type.loc[df_correct_type[attr] == NULL_REPR, attr] = np.nan - # Store n-dimensional values as arrays. Otherwise as floats. - vals = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), - df_correct_type[attr].values)), dtype=np.float32) - if vals.shape[1] == 1: - df_correct_type[attr] = vals[:,0].tolist() - else: - df_correct_type[attr] = vals.tolist() + df_correct_type[attr] = df_correct_type[attr].astype(float) df_correct_type.to_sql(name, self.ds.engine.engine, if_exists='replace', index=False, index_label=None) From cd0fd9a2a070c59e4d99f6f28757d06f446cbd05 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 19 Apr 2019 23:34:59 -0400 Subject: [PATCH 17/48] Fixed None numerical_attr_groups. --- domain/estimators/tuple_embedding.py | 1 + 1 file changed, 1 insertion(+) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index efb445d48..52a4a83b1 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -591,6 +591,7 @@ def __init__(self, env, dataset, domain_df, self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] + numerical_attr_groups = numerical_attr_groups or [] # Check if train attributes exist if train_attrs is not None: From 677e60247e151b854be7bf4c881b1419ea7c46e8 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sat, 20 Apr 2019 12:21:24 -0400 Subject: [PATCH 18/48] Fixed report RMS error and converting to floats for quantization. --- dataset/dataset.py | 8 +------- evaluate/eval.py | 2 +- repair/featurize/embeddingfeat.py | 4 +++- 3 files changed, 5 insertions(+), 9 deletions(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 25bd341d1..4c2f53b51 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -136,13 +136,7 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, for attr in self.categorical_attrs: df_correct_type.loc[df_correct_type[attr].isnull(), attr] = NULL_REPR for attr in self.numerical_attrs: - # Store n-dimensional values as arrays. Otherwise as floats. - vals = np.array(list(map(lambda v: v.split(self.env['numerical_sep']), - df_correct_type[attr].values)), dtype=np.float32) - if vals.shape[1] == 1: - df_correct_type[attr] = vals[:,0].tolist() - else: - df_correct_type[attr] = vals.tolist() + df_correct_type[attr] = df_correct_type[attr].astype(float) df_correct_type.to_sql(self.raw_data.name, self.engine.engine, if_exists='replace', index=False, index_label=None) diff --git a/evaluate/eval.py b/evaluate/eval.py index c9cec2abe..685fda888 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -109,7 +109,7 @@ def eval_report(self, attr=None): # attr is not None and is numerical # or attr is None(query on all attrs) and no categorical if attr is None or attr in self.ds.numerical_attrs: - eval_report_dict['rms'] = self.compute_rms(attr) + eval_report_dict['rms'] = self.compute_rms(attr) or 0. if attr is None or attr in self.ds.categorical_attrs: # if attr in self.ds.categorical_attrs or attr is None diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 6269bd58c..86449a8a9 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -32,6 +32,7 @@ def specific_setup(self): epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) batch_size = self.addn_kwargs.get('epochs', self.DEFAULT_BATCH_SIZE) + numerical_attr_groups = self.addn_kwargs.get('numerical_attr_groups', None) logging.debug('%s: training with %d epochs and %d batch size', self.name, @@ -39,7 +40,8 @@ def specific_setup(self): batch_size) domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_') - self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df) + self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df, + numerical_attr_groups=numerical_attr_groups) dump_prefix = self.addn_kwargs.get('dump_prefix', None) if dump_prefix is None \ From 22950d416496d3bb67912429ee1ccd686117accb Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sun, 28 Apr 2019 11:51:35 -0400 Subject: [PATCH 19/48] Added store_to_fb flag to load_data, added LR schedule to TupleEmbedding, added multiple ground truth in evaluation, changed EmbeddingFeat to return probability instead of embedding vectors. --- dataset/dataset.py | 35 ++++---- domain/domain.py | 3 +- domain/estimators/tuple_embedding.py | 123 +++++++++++++++++---------- evaluate/eval.py | 16 ++-- holoclean.py | 5 ++ repair/featurize/embeddingfeat.py | 44 ++++++---- 6 files changed, 143 insertions(+), 83 deletions(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 4c2f53b51..92c9b19b9 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -77,7 +77,7 @@ def __init__(self, name, env): # TODO(richardwu): load more than just CSV files def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, - exclude_attr_cols=None, numerical_attrs=None): + exclude_attr_cols=None, numerical_attrs=None, store_to_db=True): """ load_data takes a CSV file of the initial data, adds tuple IDs (_tid_) to each row to uniquely identify an 'entity', and generates unique @@ -128,32 +128,35 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, all_attrs = self.raw_data.get_attributes() self.categorical_attrs = [attr for attr in all_attrs if attr not in self.numerical_attrs] - # Now df is all in str type, make a copy of df and then - # 1. replace the null values in categorical data - # 2. make the numerical attrs as float - # 3. store the correct type into db (categorical->str, numerical->float) - df_correct_type = df.copy() - for attr in self.categorical_attrs: - df_correct_type.loc[df_correct_type[attr].isnull(), attr] = NULL_REPR - for attr in self.numerical_attrs: - df_correct_type[attr] = df_correct_type[attr].astype(float) + if store_to_db: + # Now df is all in str type, make a copy of df and then + # 1. replace the null values in categorical data + # 2. make the numerical attrs as float + # 3. store the correct type into db (categorical->str, numerical->float) + df_correct_type = df.copy() + for attr in self.categorical_attrs: + df_correct_type.loc[df_correct_type[attr].isnull(), attr] = NULL_REPR + for attr in self.numerical_attrs: + df_correct_type[attr] = df_correct_type[attr].astype(float) - df_correct_type.to_sql(self.raw_data.name, self.engine.engine, if_exists='replace', index=False, - index_label=None) + df_correct_type.to_sql(self.raw_data.name, self.engine.engine, if_exists='replace', index=False, + index_label=None) # for df, which is all str # Use NULL_REPR to represent NULL values df.fillna(NULL_REPR, inplace=True) + logging.info("Loaded %d rows with %d cells", self.raw_data.df.shape[0], self.raw_data.df.shape[0] * self.raw_data.df.shape[1]) # Call to store to database status = 'DONE Loading {fname}'.format(fname=os.path.basename(fpath)) - # Generate indexes on attribute columns for faster queries - for attr in self.raw_data.get_attributes(): - # Generate index on attribute - self.raw_data.create_db_index(self.engine,[attr]) + if store_to_db: + # Generate indexes on attribute columns for faster queries + for attr in self.raw_data.get_attributes(): + # Generate index on attribute + self.raw_data.create_db_index(self.engine,[attr]) # Create attr_to_idx dictionary (assign unique index for each attribute) # and attr_count (total # of attributes) diff --git a/domain/domain.py b/domain/domain.py index 888095f6e..8589cc7d8 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -202,7 +202,8 @@ def generate_domain(self): if len(dom) <= 1: # Initial value is NULL and we cannot come up with - # a domain; a random domain probably won't help us so + # a domain (note that NULL is not included in the domain); + # a random domain probably won't help us so # completely ignore this cell and continue. if init_value == NULL_REPR: continue diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 52a4a83b1..0d10b15fe 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -7,6 +7,7 @@ import numpy as np import torch from torch.optim import Adam +from torch.optim.lr_scheduler import ReduceLROnPlateau from torch.utils.data import Dataset, DataLoader, Sampler from torch.nn import CrossEntropyLoss, Softmax, MSELoss, ReLU import torch.nn.functional as F @@ -103,6 +104,7 @@ def __init__(self, env, dataset, domain_df, self._all_attrs = sorted(self.ds.get_attributes()) self._numerical_attrs = verify_numerical_attr_groups(self.ds, numerical_attr_groups) or [] + self._numerical_attr_groups = numerical_attr_groups # Attributes to derive context from self._init_cat_attrs, self._init_num_attrs = self._split_cat_num_attrs(self._all_attrs) @@ -200,13 +202,8 @@ def __init__(self, env, dataset, domain_df, # Maps each numerical attribute to a copy of its group (of other # numerical attributes). - self._init_num_attrs_group = {attr: group.copy() for group in - numerical_attr_groups if attr in self._init_num_attrs} - - # Map each numerical attribute (their index) to their respective index - # in the group. - self._train_num_attr_to_group_idx = {attr: group.index(attr) - for group in numerical_attr_groups + self._train_num_attrs_group = {attr: group.copy() for group in + self._numerical_attr_groups for attr in group if attr in self._train_num_attrs} # Number of unique INIT attr-values @@ -222,7 +219,7 @@ def __init__(self, env, dataset, domain_df, # Maximum domain size self._max_domain = int(domain_df['domain_size'].max()) # Maximum dimension across all numerical attributes. - self._max_num_dim = max(list(map(len, numerical_attr_groups)) or [0]) + self._max_num_dim = max(list(map(len, self._numerical_attr_groups)) or [0]) self._init_dummies() self._init_memoize_vecs() @@ -300,7 +297,7 @@ def _get_target_numvals(self, idx): target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float32) # Get the target values for this numerical group. - attr_group = self._init_num_attrs_group[cur['attribute']] + attr_group = self._train_num_attrs_group[cur['attribute']] target_val_strs = [self._raw_data_dict[cur['_tid_']][attr] for attr in attr_group] @@ -502,8 +499,8 @@ def _state_attrs(self): '_init_num_attrs', '_train_cat_attrs', '_train_num_attrs', - '_init_num_attrs_group', - '_train_num_attr_to_group_idx', + '_train_num_attrs_group', + '_numerical_attr_groups', '_num_attrs_mean', '_num_attrs_std', '_n_init_cat_attrs', @@ -564,8 +561,9 @@ def __init__(self, env, dataset, domain_df, numerical_attr_groups=None, memoize=False, neg_sample=True, + learning_rate=0.05, validate_fpath=None, validate_tid_col=None, validate_attr_col=None, - validate_val_col=None): + validate_val_col=None, validate_epoch=None): """ :param dataset: (Dataset) original dataset :param domain_df: (DataFrame) dataframe containing domain values @@ -689,7 +687,8 @@ def __init__(self, env, dataset, domain_df, # For each numerical group we find the linear combination from the # individual vectors. # We also have a learnable zero vector for every numerical group. - self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, self._embed_size)) + self.in_num_bases = torch.nn.Parameter(torch.zeros(self._n_init_num_attrs, + self._embed_size)) self.in_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size)) @@ -705,7 +704,7 @@ def __init__(self, env, dataset, domain_df, self.out_num_masks = torch.zeros(self._n_train_num_attrs, self._max_num_dim, dtype=torch.float32) for idx, attr in enumerate(self._dataset._train_num_attrs): - dim = len(self._dataset._init_num_attrs_group[attr]) + dim = len(self._dataset._train_num_attrs_group[attr]) self.out_num_masks[idx,:dim] = 1. # logits fed into softmax used in weighted sum to combine @@ -737,8 +736,8 @@ def __init__(self, env, dataset, domain_df, # TODO: we use MSE loss for all numerical attributes for now. # Allow user to pass in their desired loss. self._num_loss = MSELoss(reduction='mean') - self._optimizer = Adam(self.parameters(), lr=self.env['learning_rate'], weight_decay=self.WEIGHT_DECAY) - + self._optimizer = Adam(self.parameters(), lr=learning_rate, weight_decay=self.WEIGHT_DECAY) + self._scheduler = ReduceLROnPlateau(self._optimizer, 'max', patience=2, verbose=True) # Validation stuff self._do_validation = False @@ -753,8 +752,11 @@ def __init__(self, env, dataset, domain_df, }, axis=1, inplace=True) self._validate_df['_tid_'] = self._validate_df['_tid_'].astype(int) self._validate_df['_value_'] = self._validate_df['_value_'].str.strip().str.lower() + # Merge left so we can still get # of repairs for cells without + # ground truth. self._validate_df = self.domain_df.merge(self._validate_df, how='left', left_on=['_tid_', 'attribute'], right_on=['_tid_', '_attribute_']) + self._validate_df['_value_'].fillna(NULL_REPR, inplace=True) # Raise error if validation set has non-numerical values for numerical attrs if numerical_attrs is not None: @@ -769,7 +771,17 @@ def __init__(self, env, dataset, domain_df, numerical_attrs) sys.exit(1) + # Log how many cells are actually repairable based on domain generated. + # Cells without ground truth are "not repairable". + fil_repairable = self._validate_df.apply(lambda row: not row['_value_'] == NULL_REPR and \ + any(v in row['domain'].split('|||') for v in row['_value_'].split('|')), axis=1) + logging.debug("%s: max repairs possible (# cells ground truth in domain): (DK) %d, (all): %d", + type(self).__name__, + (fil_repairable & ~self._validate_df['is_clean']).sum(), + fil_repairable.sum()) + self._validate_df = self._validate_df[['_vid_', 'init_value', '_value_', 'is_clean']] + self._validate_epoch = validate_epoch or 1 self._do_validation = True def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, attr_idxs): @@ -822,9 +834,12 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att # (batch, n_num_attr_groups, 1) - # If any of the init values are NULL in a group, zero it out - # (hence prod vs sum) - init_group_nummasks = (groups_mask * init_nummasks.unsqueeze(1)).prod(dim=-1, keepdim=True) + # If any of the init values are NULL in a group, zero it out. + # We do this by multiplying through the groups mask with each + # individual numeric attribute's mask and comparing + # how many numerical attributes got dropped per group. + init_group_nummasks = (groups_mask.sum(dim=-1, keepdim=True) \ + == (groups_mask * init_nummasks.unsqueeze(1)).sum(dim=-1, keepdim=True)).type(torch.FloatTensor) # (batch, n_num_attr_groups, embed_size) init_num_vecs.mul_(init_group_nummasks) @@ -1118,6 +1133,10 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., type(self).__name__, sum(batch_losses[-1 * batch_cnt:]) / batch_cnt) + if self._do_validation and epoch_idx % self._validate_epoch == 0: + res = self.validate() + self._scheduler.step(res['precision_dk']) + return batch_losses def _get_dataset_vecs(self, vids): @@ -1252,9 +1271,13 @@ def load_model(self, prefix): self._dataset.load_state(pickle.load(f)) return True - def dump_predictions(self, prefix): + def dump_predictions(self, prefix, include_probas=False): """ - Dump inference results to ":param:`prefix`_predictions.pkl". + Dump inference results to ":param:`prefix`_predictions.pkl" (if not None). + Returns the dataframe of results. + + include_probas = True will include all domain values and their prediction + probabilities for categorical attributes. """ preds = self.predict_pp_batch() @@ -1262,27 +1285,38 @@ def dump_predictions(self, prefix): type(self).__name__) results = [] for ((vid, is_cat, pred), row) in zip(preds, self.domain_recs): - assert vid == row['_vid_'] - if is_cat: - max_val, max_proba = max(pred, key=lambda t: t[1]) - results.append({'tid': row['_tid_'], - 'vid': vid, - 'attribute': row['attribute'], - 'inferred_val': max_val, - 'proba': max_proba}) - else: - num_pred = self.env['numerical_sep'].join(map(str, pred)) - results.append({'tid': row['_tid_'], - 'vid': vid, - 'attribute': row['attribute'], - 'inferred_val': num_pred, - 'proba': -1}) + assert vid == row['_vid_'] + if is_cat: + # Include every domain value and their predicted probabilities + if include_probas: + for val, proba in pred: + results.append({'tid': row['_tid_'], + 'vid': vid, + 'attribute': row['attribute'], + 'inferred_val': val, + 'proba': proba}) + else: + max_val, max_proba = max(pred, key=lambda t: t[1]) + results.append({'tid': row['_tid_'], + 'vid': vid, + 'attribute': row['attribute'], + 'inferred_val': max_val, + 'proba': max_proba}) + else: + num_pred = self.env['numerical_sep'].join(map(str, pred)) + results.append({'tid': row['_tid_'], + 'vid': vid, + 'attribute': row['attribute'], + 'inferred_val': num_pred, + 'proba': -1}) results = pd.DataFrame(results) - fpath = '{}_predictions.pkl'.format(prefix) - logging.debug('%s: dumping predictions to %s', type(self).__name__, fpath) - results.to_pickle(fpath) + if prefix is not None: + fpath = '{}_predictions.pkl'.format(prefix) + logging.debug('%s: dumping predictions to %s', type(self).__name__, fpath) + results.to_pickle(fpath) + return results def validate(self): logging.debug('%s: running validation set...', type(self).__name__) @@ -1308,7 +1342,7 @@ def validate(self): # General filters and metrics fil_dk = ~df_res['is_clean'] fil_cat = df_res['is_cat'] - fil_grdth = df_res['_value_'].notnull() + fil_grdth = df_res['_value_'] != NULL_REPR if (~fil_grdth).sum(): logging.debug('%s: there are %d cells with no validation ground truth', @@ -1321,9 +1355,12 @@ def validate(self): n_cat_dk = (fil_dk & fil_cat).sum() n_num_dk = (fil_dk & ~fil_cat).sum() + ### Handle multiple correct values by splitting on '|' # Categorical filters and metrics - fil_err = (df_res['init_value'] != df_res['_value_']) & fil_cat & fil_grdth - fil_cor = (df_res['inferred_val'] == df_res['_value_']) & fil_cat & fil_grdth + fil_err = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ + row['init_value'] not in row['_value_'].split('|'), axis=1) & fil_cat & fil_grdth + fil_cor = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ + row['inferred_val'] in row['_value_'].split('|'), axis=1) & fil_cat & fil_grdth fil_repair = (df_res['init_value'] != df_res['inferred_val']) & fil_cat total_err = fil_err.sum() @@ -1445,7 +1482,7 @@ def predict_pp_batch(self, df=None): # Find the z-score and map it back to its actual value attr = train_idx_to_attr[int(attr_idxs[idx,0])] - group_idx = self._dataset._train_num_attr_to_group_idx[attr] + group_idx = self._dataset._train_num_attrs_group[attr].index(attr) mean = self._dataset._num_attrs_mean[attr] std = self._dataset._num_attrs_std[attr] pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean diff --git a/evaluate/eval.py b/evaluate/eval.py index 685fda888..b4d812346 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -22,7 +22,7 @@ 'FROM "$init_table" as t1, "$grdt_table" as t2 ' \ 'WHERE t1._tid_ = t2._tid_ ' \ ' AND t2._attribute_ = \'$attr\' ' \ - ' AND t1."$attr" != t2._value_') + ' AND NOT t1."$attr" = ANY(string_to_array(regexp_replace(t2._value_,\'[{\"\"}]\',\'\',\'gi\'),\'|\'))') """ The 'errors' aliased subquery returns the (_tid_, _attribute_, _value_) @@ -39,10 +39,10 @@ ' FROM "$init_table" as t1, "$grdt_table" as t2 ' ' WHERE t1._tid_ = t2._tid_ ' ' AND t2._attribute_ = \'$attr\' ' - ' AND t1."$attr" != t2._value_ ) as errors, "$inf_dom" as repairs ' + ' AND NOT t1."$attr" = ANY(string_to_array(regexp_replace(t2._value_,\'[{\"\"}]\',\'\',\'gi\'),\'|\'))) as errors, "$inf_dom" as repairs ' 'WHERE errors._tid_ = repairs._tid_ ' ' AND errors._attribute_ = repairs.attribute ' - ' AND errors._value_ = repairs.rv_value') + ' AND repairs.rv_value = ANY(string_to_array(regexp_replace(errors._value_,\'[{\"\"}]\',\'\',\'gi\'),\'|\'))') """ @@ -219,7 +219,7 @@ def compute_total_repairs_grdt(self, attr=None): query = """ SELECT - (t1.init_value = t3._value_) AS is_correct, + (t1.init_value = ANY(string_to_array(regexp_replace(t3._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) AS is_correct, count(*) FROM "{}" as t1, "{}" as t2, "{}" as t3 WHERE t1._tid_ = t2._tid_ @@ -304,7 +304,7 @@ def compute_detected_errors(self, attr=None): " WHERE t1._tid_ = t2._tid_ " \ " AND t1._cid_ = t3._cid_ " \ " AND t1.attribute = t2._attribute_ " \ - " AND t1.init_value != t2._value_ " \ + " AND NOT t1.init_value = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\')) " \ " AND {}) AS t".format(AuxTables.cell_domain.name, self.clean_data.name, AuxTables.dk_cells.name, @@ -415,10 +415,10 @@ def log_weak_label_stats(self): select (t3._tid_ is NULL) as clean, (t1.fixed) as status, - (t1.init_value = t2._value_) as init_eq_grdth, - (t1.weak_label = t2._value_) as wl_eq_grdth, + (t1.init_value = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) as init_eq_grdth, + (t1.weak_label = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) as wl_eq_grdth, (t1.weak_label = t4.rv_value) as wl_eq_infer, - (t2._value_ = t4.rv_value) as infer_eq_grdth, + (t4.rv_value = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) as infer_eq_grdth, count(*) as count from "{cell_domain}" as t1, diff --git a/holoclean.py b/holoclean.py index b65f43788..2e1102e4c 100644 --- a/holoclean.py +++ b/holoclean.py @@ -345,6 +345,11 @@ def detect_errors(self, detect_list): logging.info(status) logging.debug('Time to detect errors: %.2f secs', detect_time) + def disable_quantize(self): + self.do_quantization = False + self.ds.do_quantization = False + self.domain_engine.do_quantization = False + def quantize_numericals(self, num_attr_groups_bins): """ :param num_attr_groups_bins: list[tuple] where each tuple consists of diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 86449a8a9..a9c9db513 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -4,6 +4,7 @@ import sys import torch +from torch.nn import Softmax from .featurizer import Featurizer from dataset import AuxTables @@ -22,6 +23,7 @@ class EmbeddingFeaturizer(Featurizer): """ DEFAULT_EPOCHS = 10 DEFAULT_BATCH_SIZE = 32 + DEFAULT_LR = 0.05 def specific_setup(self): self.name = 'EmbeddingFeaturizer' @@ -32,7 +34,13 @@ def specific_setup(self): epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) batch_size = self.addn_kwargs.get('epochs', self.DEFAULT_BATCH_SIZE) + learning_rate = self.addn_kwargs.get('learning_rate', self.DEFAULT_LR) numerical_attr_groups = self.addn_kwargs.get('numerical_attr_groups', None) + validate_fpath = self.addn_kwargs.get('validate_fpath', None) + validate_tid_col = self.addn_kwargs.get('validate_tid_col', 'tid') + validate_attr_col = self.addn_kwargs.get('validate_attr_col', 'attribute') + validate_val_col = self.addn_kwargs.get('validate_val_col', 'correct_val') + validate_epoch = self.addn_kwargs.get('validate_epoch', 1) logging.debug('%s: training with %d epochs and %d batch size', self.name, @@ -41,7 +49,13 @@ def specific_setup(self): domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_') self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df, - numerical_attr_groups=numerical_attr_groups) + numerical_attr_groups=numerical_attr_groups, + learning_rate=learning_rate, + validate_fpath=validate_fpath, + validate_tid_col=validate_tid_col, + validate_attr_col=validate_attr_col, + validate_val_col=validate_val_col, + validate_epoch=validate_epoch) dump_prefix = self.addn_kwargs.get('dump_prefix', None) if dump_prefix is None \ @@ -59,14 +73,10 @@ def specific_setup(self): def create_tensor(self): """ - For a batch of vids, returns a batch of learned embeddings for each of its - domain values. - - That is returns a (batch, max domain, 2 * embed_size + 1) tensor where - the first embed_size features are the context vectors (same for a given - batch) and the next embed_size features are the "target" vectors (unique - for each domain value), and the last feature is the bias for - the target vector. + For a batch of vids, returns a batch of softmax probabilities for each + domain value learned by an embedding model. + + That is returns a (batch, max domain, 1) tensor. """ vids = self.ds.aux_table[AuxTables.cell_domain].df['_vid_'].sort_values() @@ -82,12 +92,16 @@ def create_tensor(self): assert ((target_vecs != 0).all(dim=2).sum(dim=1).detach().numpy() == self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_')['domain_size'].values).all() - # (# of vids, max domain, 2 * embed_size + 1) - combined_vecs = torch.cat([context_vecs, target_vecs], dim=2) + # (# of vids, max domain, 1) + logits = (target_vecs[:,:,:-1] * context_vecs).sum(dim=-1, keepdim=True) + target_vecs[:,:,-1:] + # Logits without an actual domain value needs to be negative large number + logits[(target_vecs[:,:,:-1] == 0.).all(dim=-1, keepdim=True)] = -1e9 + + # (# of vids, max domain, 1) + probs = Softmax(dim=1)(logits) + return probs + - return combined_vecs def feature_names(self): - return ["Context_%d" % idx for idx in range(self.env['estimator_embedding_size'])] \ - + ["Target_%d" % idx for idx in range(self.env['estimator_embedding_size'])] \ - + ["Target_bias"] + return ["Embedding_Proba"] From 873a7791d475e6adfc0bdc39720fa5538461096c Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Tue, 30 Apr 2019 13:34:01 -0400 Subject: [PATCH 20/48] Pre-split domain and ground truth values. --- domain/estimators/tuple_embedding.py | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 0d10b15fe..ca2caf297 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -281,7 +281,7 @@ def _get_domain_idxs(self, idx): domain_idxs = torch.zeros(self._max_domain, dtype=torch.long) domain_idxs[:cur['domain_size']] = torch.LongTensor([self._train_val_idxs[cur['attribute']][val] - for val in cur['domain'].split('|||')]) + for val in cur['domain']]) if not self.memoize: return domain_idxs @@ -479,7 +479,7 @@ def domain_values(self, vid): idx = self._vid_to_idx[vid] cur = self._train_records[idx] assert cur['attribute'] in self._train_cat_attrs - return cur['domain'].split('|||') + return cur['domain'] def _state_attrs(self): """ @@ -586,6 +586,8 @@ def __init__(self, env, dataset, domain_df, """ torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) + # Pre-split domain. + self.domain_df['domain'] = self.domain_df['domain'].str.split('\|\|\|') self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] @@ -757,6 +759,8 @@ def __init__(self, env, dataset, domain_df, self._validate_df = self.domain_df.merge(self._validate_df, how='left', left_on=['_tid_', 'attribute'], right_on=['_tid_', '_attribute_']) self._validate_df['_value_'].fillna(NULL_REPR, inplace=True) + # | separated correct values + self._validate_df['_value_'] = self._validate_df['_value_'].str.split('\|') # Raise error if validation set has non-numerical values for numerical attrs if numerical_attrs is not None: @@ -774,7 +778,7 @@ def __init__(self, env, dataset, domain_df, # Log how many cells are actually repairable based on domain generated. # Cells without ground truth are "not repairable". fil_repairable = self._validate_df.apply(lambda row: not row['_value_'] == NULL_REPR and \ - any(v in row['domain'].split('|||') for v in row['_value_'].split('|')), axis=1) + any(v in row['domain'] for v in row['_value_']), axis=1) logging.debug("%s: max repairs possible (# cells ground truth in domain): (DK) %d, (all): %d", type(self).__name__, (fil_repairable & ~self._validate_df['is_clean']).sum(), @@ -1355,12 +1359,11 @@ def validate(self): n_cat_dk = (fil_dk & fil_cat).sum() n_num_dk = (fil_dk & ~fil_cat).sum() - ### Handle multiple correct values by splitting on '|' # Categorical filters and metrics fil_err = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ - row['init_value'] not in row['_value_'].split('|'), axis=1) & fil_cat & fil_grdth + row['init_value'] not in row['_value_'], axis=1) & fil_cat & fil_grdth fil_cor = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ - row['inferred_val'] in row['_value_'].split('|'), axis=1) & fil_cat & fil_grdth + row['inferred_val'] in row['_value_'], axis=1) & fil_cat & fil_grdth fil_repair = (df_res['init_value'] != df_res['inferred_val']) & fil_cat total_err = fil_err.sum() From 2ba3116cc760e5b197a2af71547991fbe8cdcf4d Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 1 May 2019 00:35:43 -0400 Subject: [PATCH 21/48] Fixed batch size argument in EmbeddingFeaturizer. --- domain/estimators/tuple_embedding.py | 5 ++--- repair/featurize/embeddingfeat.py | 2 +- 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index ca2caf297..c41eb5c5b 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -762,10 +762,10 @@ def __init__(self, env, dataset, domain_df, # | separated correct values self._validate_df['_value_'] = self._validate_df['_value_'].str.split('\|') + fil_notnull = self._validate_df['_value_'] != NULL_REPR # Raise error if validation set has non-numerical values for numerical attrs if numerical_attrs is not None: fil_attr = self._validate_df['attribute'].isin(numerical_attrs) - fil_notnull = self._validate_df['_value_'] != NULL_REPR fil_notnumeric = self._validate_df['_value_'].str.contains(nonnumerics(self.env)) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): @@ -777,8 +777,7 @@ def __init__(self, env, dataset, domain_df, # Log how many cells are actually repairable based on domain generated. # Cells without ground truth are "not repairable". - fil_repairable = self._validate_df.apply(lambda row: not row['_value_'] == NULL_REPR and \ - any(v in row['domain'] for v in row['_value_']), axis=1) + fil_repairable = self._validate_df[fil_notnull].apply(lambda row: any(v in row['domain'] for v in row['_value_']), axis=1) logging.debug("%s: max repairs possible (# cells ground truth in domain): (DK) %d, (all): %d", type(self).__name__, (fil_repairable & ~self._validate_df['is_clean']).sum(), diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index a9c9db513..ac18682b3 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -33,7 +33,7 @@ def specific_setup(self): self.name) epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) - batch_size = self.addn_kwargs.get('epochs', self.DEFAULT_BATCH_SIZE) + batch_size = self.addn_kwargs.get('batch_size', self.DEFAULT_BATCH_SIZE) learning_rate = self.addn_kwargs.get('learning_rate', self.DEFAULT_LR) numerical_attr_groups = self.addn_kwargs.get('numerical_attr_groups', None) validate_fpath = self.addn_kwargs.get('validate_fpath', None) From 6bc733ec0f4c6877cbee85af0c40f8fe464ea8ab Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 1 May 2019 03:00:48 -0400 Subject: [PATCH 22/48] Removed numerical_attrs reference from Table. --- dataset/dataset.py | 3 +-- dataset/table.py | 5 +---- 2 files changed, 2 insertions(+), 6 deletions(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 92c9b19b9..144078feb 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -110,8 +110,7 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, # Load raw CSV file/data into a Postgres table 'name' (param). self.raw_data = Table(name, Source.FILE, na_values=na_values, - exclude_attr_cols=exclude_attr_cols, fpath=fpath, - numerical_attrs=numerical_attrs) + exclude_attr_cols=exclude_attr_cols, fpath=fpath) df = self.raw_data.df # Add _tid_ column to dataset that uniquely identifies an entity. diff --git a/dataset/table.py b/dataset/table.py index 4fca8b782..4d9d9c786 100644 --- a/dataset/table.py +++ b/dataset/table.py @@ -16,8 +16,7 @@ class Table: A wrapper class for Dataset Tables. """ def __init__(self, name, src, na_values=None, exclude_attr_cols=['_tid_'], - fpath=None, df=None, schema_name=None, table_query=None, db_engine=None, - numerical_attrs=None): + fpath=None, df=None, schema_name=None, table_query=None, db_engine=None): """ :param name: (str) name to assign to dataset. :param na_values: (str or list[str]) values to interpret as NULL. @@ -49,8 +48,6 @@ def __init__(self, name, src, na_values=None, exclude_attr_cols=['_tid_'], # TODO(richardwu): use COPY FROM instead of loading this into memory self.df = pd.read_csv(fpath, dtype=str, na_values=na_values, encoding='utf-8') - # handle numerical values - numerical_attrs = numerical_attrs or [] # Normalize the dataframe: drop null columns, convert to lowercase strings, and strip whitespaces. for attr in self.df.columns.values: if self.df[attr].isnull().all(): From d902be878ed06d8f6e5c1ce29e13efb8e1862a43 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sun, 5 May 2019 10:36:37 -0400 Subject: [PATCH 23/48] Fix to how multi-ground truth is handled. Use simplified numerical regression TupleEmbedding with nonlinearity. --- detect/detect.py | 16 +- domain/domain.py | 7 + domain/estimators/tuple_embedding.py | 252 ++++++++++++++++++--------- evaluate/eval.py | 18 +- holoclean.py | 29 ++- repair/featurize/embeddingfeat.py | 21 ++- 6 files changed, 224 insertions(+), 119 deletions(-) diff --git a/detect/detect.py b/detect/detect.py index 556f12305..3ba151c85 100644 --- a/detect/detect.py +++ b/detect/detect.py @@ -32,15 +32,13 @@ def detect_errors(self, detectors): errors.append(error_df) # Get unique errors only that might have been detected from multiple detectors. - errors_df = pd.concat(errors, ignore_index=True).drop_duplicates().reset_index(drop=True) - if errors_df.shape[0]: - errors_df['_cid_'] = errors_df.apply(lambda x: self.ds.get_cell_id(x['_tid_'], x['attribute']), axis=1) - logging.info("detected %d potentially erroneous cells", errors_df.shape[0]) + self.errors_df = pd.concat(errors, ignore_index=True).drop_duplicates().reset_index(drop=True) + if self.errors_df.shape[0]: + self.errors_df['_cid_'] = self.errors_df.apply(lambda x: self.ds.get_cell_id(x['_tid_'], x['attribute']), axis=1) + logging.info("detected %d potentially erroneous cells", self.errors_df.shape[0]) # Store errors to db. - self.store_detected_errors(errors_df) - # Store the active attributes to Dataset. - self.store_active_attributes(errors_df) + self.store_detected_errors(self.errors_df) status = "DONE with error detection." toc_total = time.clock() detect_time = toc_total - tic_total @@ -51,8 +49,4 @@ def store_detected_errors(self, errors_df): raise Exception("ERROR: Detected errors dataframe is empty.") self.ds.generate_aux_table(AuxTables.dk_cells, errors_df, store=True) self.ds.aux_table[AuxTables.dk_cells].create_db_index(self.ds.engine, ['_cid_']) - - def store_active_attributes(self, errors_df): - if errors_df.empty: - raise Exception("ERROR: Detected errors dataframe is empty.") self.ds._active_attributes = sorted(errors_df['attribute'].unique()) diff --git a/domain/domain.py b/domain/domain.py index 8589cc7d8..c4217c50f 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -69,6 +69,13 @@ def compute_correlations(self): self.correlations = compute_norm_cond_entropy_corr(data_df, self.ds.get_attributes(), self.ds.get_attributes()) + df_corrs = pd.DataFrame.from_dict(self.correlations, orient='columns') + df_corrs.index.name = 'cond_attr' + df_corrs.columns.name = 'attr' + pd.set_option('display.max_columns', len(df_corrs.columns)) + pd.set_option('display.max_rows', len(df_corrs.columns)) + logging.debug("correlations:\n%s", df_corrs) + logging.debug("summary of correlations:\n%s", df_corrs.describe()) def store_domains(self, domain): """ diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index c41eb5c5b..413666ad4 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -17,8 +17,7 @@ from ..estimator import Estimator from utils import NULL_REPR -def nonnumerics(env): - return "[^0-9+-" + env['numerical_sep'] + "]" +NONNUMERICS = "[^0-9+-.]" def verify_numerical_attr_groups(dataset, numerical_attr_groups): """ @@ -35,12 +34,12 @@ def verify_numerical_attr_groups(dataset, numerical_attr_groups): logging.error('all numerical attributes specified %s must exist in dataset: %s', numerical_attr_groups, dataset.get_attributes()) - sys.exit(1) + raise Exception() if len(set(numerical_attrs)) < len(numerical_attrs): logging.error('all attribute groups specified %s must be disjoint in dataset', numerical_attr_groups) - sys.exit(1) + raise Exception() return numerical_attrs @@ -519,21 +518,28 @@ def load_state(self, state): class VidSampler(Sampler): def __init__(self, domain_df, raw_df, numerical_attr_groups, - shuffle=True, train_only_clean=True): + shuffle=True, train_only_clean=False): # No NULL targets domain_df = domain_df[domain_df['init_value'] != NULL_REPR] - # No NULL numerical groups (all must be non-null) + # No NULL values in each cell's numerical group (all must be non-null + # since target_numvals requires all numerical values. if numerical_attr_groups: raw_data_dict = raw_df.set_index('_tid_').to_dict('index') - def all_notnull(tid, attrs): - return all(raw_data_dict[tid][attr] != NULL_REPR for attr in attrs) - for attrs in numerical_attr_groups: - fil_notnull = domain_df['_tid_'].apply(all_notnull, args=(attrs,)) - if sum(fil_notnull) < domain_df.shape[0]: - logging.warning('dropping %d targets since values numerical group %s contain NULLs', - domain_df.shape[0] - sum(fil_notnull), - attrs) + attr_to_group = {attr: group for group in numerical_attr_groups + for attr in group} + def group_notnull(row): + tid = row['_tid_'] + cur_attr = row['attribute'] + # Non-numerical cell: return true + if cur_attr not in attr_to_group: + return True + return all(raw_data_dict[tid][attr] != NULL_REPR + for attr in attr_to_group[cur_attr]) + fil_notnull = domain_df.apply(group_notnull, axis=1) + if sum(fil_notnull) < domain_df.shape[0]: + logging.warning('dropping %d targets where target\'s numerical group contain NULLs', + domain_df.shape[0] - sum(fil_notnull)) domain_df = domain_df[fil_notnull] # Train on only clean cells @@ -600,7 +606,7 @@ def __init__(self, env, dataset, domain_df, type(self).__name__, train_attrs, self.ds.get_attributes()) - sys.exit(1) + raise Exception() # Remove domain/training cells without a domain # TODO: relax for numerical @@ -615,19 +621,19 @@ def __init__(self, env, dataset, domain_df, ### Numerical attribute groups validation checks self._numerical_attr_groups = numerical_attr_groups.copy() - numerical_attrs = verify_numerical_attr_groups(self.ds, self._numerical_attr_groups) + self._numerical_attrs = verify_numerical_attr_groups(self.ds, self._numerical_attr_groups) # Verify numerical dimensions are not bigger than the embedding size if max(list(map(len, numerical_attr_groups)) or [0]) > self._embed_size: logging.error("%s: maximum numeric value dimension %d must be <= embedding size %d", type(self).__name__, max(list(map(len, numerical_attr_groups)) or [0]), self._embed_size) - sys.exit(1) + raise Exception() # Convert non numerical init values in numerical attributes with _nan_. - if numerical_attrs is not None: - fil_attr = self.domain_df['attribute'].isin(numerical_attrs) + if self._numerical_attrs is not None: + fil_attr = self.domain_df['attribute'].isin(self._numerical_attrs) fil_notnull = self.domain_df['init_value'] != NULL_REPR - fil_notnumeric = self.domain_df['init_value'].str.contains(nonnumerics(self.env)) + fil_notnumeric = self.domain_df['init_value'].str.contains(NONNUMERICS) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): self.domain_df.loc[bad_numerics, 'init_value'] = NULL_REPR @@ -698,8 +704,14 @@ def __init__(self, env, dataset, domain_df, self.in_num_w1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size, self._embed_size)) self.in_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size)) + # out_num_zeros_vecs may not be necessary self.out_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) + self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) + # Non-linearity for combined_init for each numerical attr + self.out_num_w1 = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._embed_size)) + self.out_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) + # Mask for _num_forward to restrict which dimensions are active for each attribute. # Hadamard/elementwise multiply this mask. @@ -728,9 +740,12 @@ def __init__(self, env, dataset, domain_df, torch.nn.init.xavier_uniform_(self.in_num_bases) torch.nn.init.xavier_uniform_(self.in_num_w1) torch.nn.init.xavier_uniform_(self.in_num_bias1) + if self._n_train_num_attrs > 0: torch.nn.init.xavier_uniform_(self.out_num_zero_vecs) torch.nn.init.xavier_uniform_(self.out_num_bases) + torch.nn.init.xavier_uniform_(self.out_num_w1) + torch.nn.init.xavier_uniform_(self.out_num_bias1) torch.nn.init.xavier_uniform_(self.attr_W) @@ -762,18 +777,19 @@ def __init__(self, env, dataset, domain_df, # | separated correct values self._validate_df['_value_'] = self._validate_df['_value_'].str.split('\|') - fil_notnull = self._validate_df['_value_'] != NULL_REPR + fil_notnull = self._validate_df['_value_'].apply(lambda arr: arr != [NULL_REPR]) + # Raise error if validation set has non-numerical values for numerical attrs - if numerical_attrs is not None: - fil_attr = self._validate_df['attribute'].isin(numerical_attrs) - fil_notnumeric = self._validate_df['_value_'].str.contains(nonnumerics(self.env)) + if self._numerical_attrs is not None: + fil_attr = self._validate_df['attribute'].isin(self._numerical_attrs) + fil_notnumeric = self._validate_df['_value_'].apply(lambda arr: arr[0]).str.contains(NONNUMERICS) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): logging.error('%s: validation dataframe contains %d non-numerical values in numerical attrs %s', type(self).__name__, bad_numerics.sum(), - numerical_attrs) - sys.exit(1) + self._numerical_attrs) + raise Exception() # Log how many cells are actually repairable based on domain generated. # Cells without ground truth are "not repairable". @@ -783,7 +799,7 @@ def __init__(self, env, dataset, domain_df, (fil_repairable & ~self._validate_df['is_clean']).sum(), fil_repairable.sum()) - self._validate_df = self._validate_df[['_vid_', 'init_value', '_value_', 'is_clean']] + self._validate_df = self._validate_df[['_vid_', 'attribute', 'init_value', '_value_', 'is_clean']] self._validate_epoch = validate_epoch or 1 self._do_validation = True @@ -903,6 +919,8 @@ def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): def _num_forward(self, combined_init, num_attr_idxs): """ + batch is actually "# of num cells". + combined_init: (batch, embed size, 1) num_attr_idxs: (batch, 1) @@ -923,14 +941,39 @@ def _num_forward(self, combined_init, num_attr_idxs): # (batch, embed size, max num dim) normed_out_num_bases.mul_(out_num_masks.unsqueeze(1)) + + + ### Temporary: just project and take the value + + # Apply non-linearity + # (batch, embed size, embed size) + out_num_w1 = self.out_num_w1.index_select(0, num_attr_idxs.view(-1)) + # (batch, 1, embed size) + out_num_bias1 = self.out_num_bias1.index_select(0, num_attr_idxs.view(-1)).unsqueeze(1) + # (batch, 1, embed size) + combined_init2 = combined_init.view(-1, 1, self._embed_size).matmul(out_num_w1) + out_num_bias1 + # (batch, embed size, 1) + combined_init2 = combined_init2.view(-1, self._embed_size, 1) + + # (batch, max num dim) + pred_numvals = (combined_init2 * normed_out_num_bases).sum(dim=1) + pred_numvals.mul_(out_num_masks) + + return pred_numvals + + + + + + # Project combined_init onto basis vectors: # That is given normalized basis vectors v_1,...v_n the projection # of vector c is # c' = \sum_{i=1}^n (c \cdot v_i) v_i - # (batch, embed size, max num dim) # We perform the dot product by multiplying element-wise then # summing ALONG THE EMBEDDING DIMENSION. # We then project it back onto the normed basis vectors + # (batch, embed size, max num dim) projected_inits = (combined_init * normed_out_num_bases).sum(dim=1, keepdim=True) * normed_out_num_bases # (batch, embed size, 1) projected_inits = projected_inits.sum(dim=2, keepdim=True) @@ -1047,7 +1090,7 @@ def _num_attr_idxs(self, is_categorical, attr_idxs): return num_attr_idxs def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., - shuffle=True, train_only_clean=True): + shuffle=True, train_only_clean=False): """ :param num_epochs: (int) number of epochs to train for :param batch_size: (int) size of batches @@ -1058,7 +1101,7 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., attributes. Recommended values between 0 to 0.5. :param shuffle: (bool) shuffle the dataset while training :param train_only_clean: (bool) train only on clean cells not marked by - error detection + error detection. Recommend False if error detector is very liberal. """ # Returns VIDs to train on. @@ -1180,9 +1223,16 @@ def get_context_vecs(self, vids): def get_target_vecs(self, vids): """ - Returns a (# of vids, max domain values, embed_size + 1) the target - DETACHED pytorch tensors for each domain value for each VID (+1 for - bias). + Returns ((1), (2), (3)) DETACHED pytorch vectors. + + + (1): (# of vids, max domain values, embed_size) the target + tensors for each domain value for each VID (CATEGORICAL cells). + + (2): (# of vids, max domain values, 1) the bias for the target vector + (CATEGORICAL cells). + + (3): (# of cats) indices of categorical cells. Note for each VID the domain target vectors are padded up to the maximum domain size. @@ -1193,43 +1243,57 @@ def get_target_vecs(self, vids): # (# of cats), (# of num) cat_masks, num_masks = self._cat_num_masks(is_categorical) - # TODO: should we also return the biases? - # (batch, max_domain, embed_size) + # (# of cats, max_domain, embed_size) target_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ .view(*domain_idxs.shape, self._embed_size) - - # Replace the target vectors with our numerical spanned vector if - # we have numerical values. - if len(num_masks): - # (# of num, 1) - num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) - - # (batch, embed_size, max num dim) - out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs.view(-1)) - # (batch, max num dim) - out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs.view(-1)) - # (batch, embed_size, max num dim) - out_num_bases.mul_(out_num_masks.unsqueeze(1)) - - # (batch, embed_size, 1) - num_vecs = out_num_bases.matmul(target_numvals.unsqueeze(-1)) - # (batch, 1, embed_size) - num_vecs = num_vecs.view(-1, 1, self._embed_size) - # (batch, self._max_domain, embed_size) - num_vecs = num_vecs.expand(-1, self._max_domain, -1) - - target_vecs[num_masks] = num_vecs[num_masks] - - # TODO: mask/handle numeric bias. Note this should still select - # the 0th bias which is 0 - # (batch, max_domain, 1) + # (# of cats, max_domain, 1) target_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ .view(*domain_idxs.shape, 1) - # (batch, max_domain, embed_size + 1) - target_vecs = torch.cat([target_vecs, target_bias], dim=-1) - # (batch, max_domain, embed_size + 1) - return target_vecs.detach() + # Zero out target vectors for numerical values for now since + # there is no concept of target vectors for numerical cells. + target_vecs[num_masks] = 0. + target_bias[num_masks] = 0. + + return target_vecs.detach(), target_bias.detach(), cat_masks.detach() + + # # Select target vector and bias for CATEGORICAL cells + # cat_vecs = torch.FloatTensor(0, self._max_domain, self._embed_size) + # cat_bias = torch.FloatTensor(0, self._max_domain, 1) + # if len(cat_masks): + # # (# of cats, max_domain) + # domain_idxs = domain_idxs.index_select(0, cat_masks) + # # (# of cats, max_domain, embed_size) + # cat_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ + # .view(*domain_idxs.shape, self._embed_size) + # # (# of cats, max_domain, 1) + # cat_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ + # .view(*domain_idxs.shape, 1) + # There is no "target vector" for NUMERICAL cells since we do + # pseudo-regression with the context vector. Ignore for now. + # # Select target vector and bias for NUMERICAL cells + # num_vecs = torch.FloatTensor(0, 1, self._embed_size) + # if len(num_masks): + # # (# of num, max num dim) + # target_numvals = target_numvals.index_select(0, num_masks) + + # # (# of num, 1) + # num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) + + # # (# of num, embed_size, max num dim) + # out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs.view(-1)) + # # (# of num, max num dim) + # out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs.view(-1)) + # # (# of num, embed_size, max num dim) + # out_num_bases.mul_(out_num_masks.unsqueeze(1)) + + # # (# of num, embed_size, 1) + # num_vecs = out_num_bases.matmul(target_numvals.unsqueeze(-1)) + # # (# of num, 1, embed_size) + # num_vecs = num_vecs.view(-1, 1, self._embed_size) + # return cat_vecs.detach(), \ + # cat_bias.detach(), \ + # num_vecs.detach() def _model_fpaths(self, prefix): return '%s_sdict.pkl' % prefix, '%s_ds_state.pkl' % prefix @@ -1269,17 +1333,18 @@ def load_model(self, prefix): logging.debug('%s: loading saved model from %s and %s', type(self).__name__, sdict_fpath, ds_fpath) - self.load_state_dict(torch.load(sdict_fpath)) + # strict=False to allows backwards compat + self.load_state_dict(torch.load(sdict_fpath), strict=False) with open(ds_fpath, 'rb') as f: self._dataset.load_state(pickle.load(f)) return True - def dump_predictions(self, prefix, include_probas=False): + def dump_predictions(self, prefix, include_all=False): """ Dump inference results to ":param:`prefix`_predictions.pkl" (if not None). Returns the dataframe of results. - include_probas = True will include all domain values and their prediction + include_all = True will include all domain values and their prediction probabilities for categorical attributes. """ preds = self.predict_pp_batch() @@ -1291,7 +1356,7 @@ def dump_predictions(self, prefix, include_probas=False): assert vid == row['_vid_'] if is_cat: # Include every domain value and their predicted probabilities - if include_probas: + if include_all: for val, proba in pred: results.append({'tid': row['_tid_'], 'vid': vid, @@ -1306,11 +1371,10 @@ def dump_predictions(self, prefix, include_probas=False): 'inferred_val': max_val, 'proba': max_proba}) else: - num_pred = self.env['numerical_sep'].join(map(str, pred)) results.append({'tid': row['_tid_'], 'vid': vid, 'attribute': row['attribute'], - 'inferred_val': num_pred, + 'inferred_val': pred, 'proba': -1}) results = pd.DataFrame(results) @@ -1345,7 +1409,7 @@ def validate(self): # General filters and metrics fil_dk = ~df_res['is_clean'] fil_cat = df_res['is_cat'] - fil_grdth = df_res['_value_'] != NULL_REPR + fil_grdth = df_res['_value_'].apply(lambda arr: arr != [NULL_REPR]) if (~fil_grdth).sum(): logging.debug('%s: there are %d cells with no validation ground truth', @@ -1359,10 +1423,10 @@ def validate(self): n_num_dk = (fil_dk & ~fil_cat).sum() # Categorical filters and metrics - fil_err = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ - row['init_value'] not in row['_value_'], axis=1) & fil_cat & fil_grdth - fil_cor = df_res.apply(lambda row: row['_value_'] != NULL_REPR and \ - row['inferred_val'] in row['_value_'], axis=1) & fil_cat & fil_grdth + fil_err = df_res.apply(lambda row: row['init_value'] not in row['_value_'], + axis=1) & fil_cat & fil_grdth + fil_cor = df_res.apply(lambda row: row['inferred_val'] in row['_value_'], + axis=1) & fil_cat & fil_grdth fil_repair = (df_res['init_value'] != df_res['inferred_val']) & fil_cat total_err = fil_err.sum() @@ -1387,16 +1451,27 @@ def validate(self): precision_dk = n_cor_repair_dk / max(n_repair_dk, 1) repair_recall = n_cor_repair_dk / max(detected_err, 1) - # Numerical filters and metrics - rmse = 0 - if n_num: - X_cor = df_res.loc[~fil_cat, '_value_'].values.astype(np.float) - X_inferred = df_res.loc[~fil_cat, 'inferred_val'].values.astype(np.float) + def calc_rmse(df_filter): + if df_filter.sum() == 0: + return 0 + X_cor = df_res.loc[df_filter, '_value_'].apply(lambda arr: arr[0]).values.astype(np.float) + X_inferred = df_res.loc[df_filter, 'inferred_val'].values.astype(np.float) assert X_cor.shape == X_inferred.shape + return np.sqrt(np.mean((X_cor - X_inferred) ** 2)) - rmse = np.sqrt(np.mean((X_cor - X_inferred) ** 2)) - + # Numerical metrics (RMSE) + rmse = 0 + rmse_dk = 0 + rmse_by_attr = {} + rmse_dk_by_attr = {} + if n_num: + rmse = calc_rmse(~fil_cat) + rmse_dk = calc_rmse(~fil_cat & fil_dk) + for attr in self._numerical_attrs: + fil_attr = df_res['attribute'] == attr + rmse_by_attr[attr] = calc_rmse(fil_attr) + rmse_dk_by_attr[attr] = calc_rmse(fil_attr & fil_dk) # Compile results val_res = {'n_cat': n_cat, @@ -1413,6 +1488,9 @@ def validate(self): 'precision_dk': precision_dk, 'repair_recall': repair_recall, 'rmse': rmse, + 'rmse_dk': rmse_dk, + 'rmse_by_attr': rmse_by_attr, + 'rmse_dk_by_attr': rmse_dk_by_attr, } logging.debug("%s: # categoricals: (all) %d, (DK) %d", @@ -1435,7 +1513,13 @@ def validate(self): type(self).__name__, val_res['precision_dk'], val_res['repair_recall']) if val_res['n_num']: - logging.debug("%s: RMSE: %f", type(self).__name__, val_res['rmse']) + logging.debug("%s: RMSE: (all) %f, (DK) %f", type(self).__name__, + val_res['rmse'], val_res['rmse_dk']) + logging.debug("%s: RMSE per attr:", type(self).__name__) + for attr in self._numerical_attrs: + logging.debug("\t'%s': (all) %f, (DK) %f", attr, + val_res['rmse_by_attr'].get(attr, np.nan), + val_res['rmse_dk_by_attr'].get(attr, np.nan)) return val_res diff --git a/evaluate/eval.py b/evaluate/eval.py index b4d812346..0f6839b2c 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -13,7 +13,7 @@ report_name_list = ['precision', 'recall', 'repair_recall', 'f1', 'repair_f1', 'detected_errors', 'total_errors', 'correct_repairs', 'total_repairs', 'total_repairs_grdt', 'total_repairs_grdt_correct', 'total_repairs_grdt_incorrect', - 'rms'] + 'rmse'] EvalReport = namedtuple('EvalReport', report_name_list) EvalReport.__new__.__defaults__ = (0,) * len(report_name_list) @@ -46,9 +46,9 @@ """ -Calculates RMS error for the given attribute. +Calculates RMSE error for the given attribute. """ -rms_template = Template('SELECT SQRT(AVG(POWER(grdt._value_::NUMERIC -repairs.rv_value::NUMERIC, 2))) FROM ' +rmse_template = Template('SELECT SQRT(AVG(POWER(grdt._value_::NUMERIC -repairs.rv_value::NUMERIC, 2))) FROM ' '"$grdt_table" as grdt, "$inf_dom" as repairs ' 'WHERE grdt._tid_ = repairs._tid_ ' ' AND grdt._attribute_ = repairs.attribute' @@ -100,7 +100,7 @@ def eval_report(self, attr=None): """ Returns an EvalReport named tuple containing the experiment results. :param attr: if attr is not None, compute results for attr: - if attr is numerical, then only report rms + if attr is numerical, then only report rmse if attr is categorical, then report precision, recall etc. if attr is None, compute results for all attrs """ @@ -109,7 +109,7 @@ def eval_report(self, attr=None): # attr is not None and is numerical # or attr is None(query on all attrs) and no categorical if attr is None or attr in self.ds.numerical_attrs: - eval_report_dict['rms'] = self.compute_rms(attr) or 0. + eval_report_dict['rmse'] = self.compute_rmse(attr) or 0. if attr is None or attr in self.ds.categorical_attrs: # if attr in self.ds.categorical_attrs or attr is None @@ -143,11 +143,11 @@ def eval_report(self, attr=None): "Total Errors = %d, Correct Repairs = %d, Total Repairs = %d, " \ "Total Repairs on correct cells (Grdth present) = %d, " \ "Total Repairs on incorrect cells (Grdth present) = %d, " \ - "RMS = %.2f" % (report.precision, report.recall, report.repair_recall, report.f1, report.repair_f1, + "RMSE = %.2f" % (report.precision, report.recall, report.repair_recall, report.f1, report.repair_f1, report.detected_errors, report.total_errors, report.correct_repairs, report.total_repairs, report.total_repairs_grdt_correct, report.total_repairs_grdt_incorrect, - report.rms) + report.rmse) if attr: report_str = "# Attribute:{};{}".format(attr, report_str) @@ -342,7 +342,7 @@ def compute_correct_repairs(self, attr=None): return correct_repairs - def compute_rms(self, attr=None): + def compute_rmse(self, attr=None): """ Should check all the dk_cells in numerical attributes compute RMS error for all dk_cells in numerical attributes @@ -355,7 +355,7 @@ def compute_rms(self, attr=None): query_attrs = [attr] if attr else self.ds.numerical_attrs query_attrs_str = ["\'{}\'".format(attr) for attr in query_attrs] query_attrs_sql = '(%s)' % ','.join(query_attrs_str) - query = rms_template.substitute(grdt_table=self.clean_data.name, inf_dom=AuxTables.inf_values_dom.name, + query = rmse_template.substitute(grdt_table=self.clean_data.name, inf_dom=AuxTables.inf_values_dom.name, attrs_list=query_attrs_sql) res = self.ds.engine.execute_query(query) diff --git a/holoclean.py b/holoclean.py index 2e1102e4c..5bae65863 100644 --- a/holoclean.py +++ b/holoclean.py @@ -4,8 +4,9 @@ import torch import numpy as np +import pandas as pd -from dataset import Dataset, Table, Source +from dataset import Dataset, Table, Source, AuxTables from dcparser import Parser from domain import DomainEngine from detect import DetectEngine @@ -14,6 +15,7 @@ from dataset.quantization import quantize_km from utils import NULL_REPR + logging.basicConfig(format="%(asctime)s - [%(levelname)5s] - %(message)s", datefmt='%H:%M:%S') root_logger = logging.getLogger() gensim_logger = logging.getLogger('gensim') @@ -185,12 +187,6 @@ 'default': None, 'type': list, 'help': 'List of attributes to train and infer on. If None, train and infer on all columns. For example passing a list of one column allows one to train HoloClean on one column.'}), - (('-ns', '--numerical_sep'), - {'metavar': 'NUMERICAL_SEP', - 'dest': 'numerical_sep', - 'default': '|', - 'type': str, - 'help': 'Delimiter for numerical attributes.'}), ] # Flags for Holoclean mode @@ -435,3 +431,22 @@ def evaluate(self, fpath, tid_col, attr_col, val_col, na_values=None): logging.info(status) logging.debug('Time to generate report: %.2f secs', report_time) return eval_report + + def get_predictions(self): + """ + Returns a dataframe with 3 columns: + - tid, attribute, inferred_val, proba + """ + + query = """ + SELECT + _tid_, attribute, inferred_val, prob + FROM {dom} + INNER JOIN {inf_vals} USING(_vid_) + """.format(inf_vals=AuxTables.inf_values_idx.name, + dom=AuxTables.cell_domain.name) + res = self.ds.engine.execute_query(query) + df_preds = pd.DataFrame(res, + columns=['tid', 'attribute', 'inferred_val', 'proba'], + dtype=str) + return df_preds diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index ac18682b3..e8a9dbfee 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -24,6 +24,7 @@ class EmbeddingFeaturizer(Featurizer): DEFAULT_EPOCHS = 10 DEFAULT_BATCH_SIZE = 32 DEFAULT_LR = 0.05 + DEFAULT_WEIGHT_LAMBDA = 0. def specific_setup(self): self.name = 'EmbeddingFeaturizer' @@ -34,6 +35,7 @@ def specific_setup(self): epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) batch_size = self.addn_kwargs.get('batch_size', self.DEFAULT_BATCH_SIZE) + weight_lambda = self.addn_kwargs.get('weight_lambda', self.DEFAULT_WEIGHT_LAMBDA) learning_rate = self.addn_kwargs.get('learning_rate', self.DEFAULT_LR) numerical_attr_groups = self.addn_kwargs.get('numerical_attr_groups', None) validate_fpath = self.addn_kwargs.get('validate_fpath', None) @@ -60,7 +62,7 @@ def specific_setup(self): dump_prefix = self.addn_kwargs.get('dump_prefix', None) if dump_prefix is None \ or not self.embedding_model.load_model(dump_prefix): - self.embedding_model.train(epochs, batch_size) + self.embedding_model.train(epochs, batch_size, weight_entropy_lambda=weight_lambda) if dump_prefix is not None: self.embedding_model.dump_model(dump_prefix) @@ -78,24 +80,27 @@ def create_tensor(self): That is returns a (batch, max domain, 1) tensor. """ - vids = self.ds.aux_table[AuxTables.cell_domain].df['_vid_'].sort_values() + domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_').reset_index(drop=True) + + vids = domain_df['_vid_'] # (# of vids, embed_size) context_vecs = self.embedding_model.get_context_vecs(vids) - # (# of vids, max domain, embed_size + 1) - target_vecs = self.embedding_model.get_target_vecs(vids) + # (# of vids, max domain, embed_size), (# of vids, max domain, 1), (# of cats) + target_vecs, target_bias, cat_masks = self.embedding_model.get_target_vecs(vids) # (# of vids, max domain, embed_size) context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) # Verify the non-zero target_vectors correspond to the # of domain # values actually in each VID. - assert ((target_vecs != 0).all(dim=2).sum(dim=1).detach().numpy() - == self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_')['domain_size'].values).all() + # Note we omit the bias since the bias is 0 for numerical values. + assert ((target_vecs.index_select(0, cat_masks) != 0).all(dim=2).sum(dim=1).detach().numpy() + == domain_df.iloc[cat_masks.numpy()]['domain_size'].values).all() # (# of vids, max domain, 1) - logits = (target_vecs[:,:,:-1] * context_vecs).sum(dim=-1, keepdim=True) + target_vecs[:,:,-1:] + logits = (target_vecs * context_vecs).sum(dim=-1, keepdim=True) + target_bias # Logits without an actual domain value needs to be negative large number - logits[(target_vecs[:,:,:-1] == 0.).all(dim=-1, keepdim=True)] = -1e9 + logits[(target_vecs == 0.).all(dim=-1, keepdim=True)] = -1e9 # (# of vids, max domain, 1) probs = Softmax(dim=1)(logits) From 4a43c6a8d7b08a2fad5e49fabc39acb87d378358 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 6 May 2019 22:03:13 -0400 Subject: [PATCH 24/48] Max domain size need only be as large as largest for categorical attributes. --- domain/estimators/tuple_embedding.py | 14 +++++++++++--- 1 file changed, 11 insertions(+), 3 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 413666ad4..cfc0a6b94 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -215,8 +215,12 @@ def __init__(self, env, dataset, domain_df, self._train_records = domain_df[['_vid_', '_tid_', 'attribute', 'init_value', 'init_index', 'domain', 'domain_size', 'is_clean']].to_records() - # Maximum domain size - self._max_domain = int(domain_df['domain_size'].max()) + # Maximum domain size: we don't use the domain of numerical attributes + # so we can discard them. + self._max_domain = int(domain_df.loc[domain_df['attribute'].isin(self._train_cat_attrs), 'domain_size'].max()) + logging.debug('%s: max domain size (categorical): %d', + type(self).__name__, + self._max_domain) # Maximum dimension across all numerical attributes. self._max_num_dim = max(list(map(len, self._numerical_attr_groups)) or [0]) @@ -272,6 +276,9 @@ def _get_neg_dom_idxs(self, idx): return self._neg_idxs[idx] def _get_domain_idxs(self, idx): + """ + Get domain indexes for categorical cells. + """ if not self.memoize or idx not in self._domain_idxs: cur = self._train_records[idx] assert cur['attribute'] in self._train_cat_attrs @@ -754,7 +761,8 @@ def __init__(self, env, dataset, domain_df, # Allow user to pass in their desired loss. self._num_loss = MSELoss(reduction='mean') self._optimizer = Adam(self.parameters(), lr=learning_rate, weight_decay=self.WEIGHT_DECAY) - self._scheduler = ReduceLROnPlateau(self._optimizer, 'max', patience=2, verbose=True) + self._scheduler = ReduceLROnPlateau(self._optimizer, 'max', + factor=0.2, patience=2, verbose=True) # Validation stuff self._do_validation = False From 123845de0dee10689a83b87e6da5a3405292725a Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 6 May 2019 22:12:21 -0400 Subject: [PATCH 25/48] Remove domain for numerical attributes in TupleEmbedding. --- domain/estimators/tuple_embedding.py | 25 +++++++++++++------------ 1 file changed, 13 insertions(+), 12 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index cfc0a6b94..016a99de1 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -599,8 +599,6 @@ def __init__(self, env, dataset, domain_df, """ torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) - # Pre-split domain. - self.domain_df['domain'] = self.domain_df['domain'].str.split('\|\|\|') self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] @@ -615,16 +613,6 @@ def __init__(self, env, dataset, domain_df, self.ds.get_attributes()) raise Exception() - # Remove domain/training cells without a domain - # TODO: relax for numerical - filter_empty_domain = self.domain_df['domain_size'] == 0 - if filter_empty_domain.sum(): - logging.warning('%s: removing %d cells with empty domains', - type(self).__name__, - filter_empty_domain.sum()) - self.domain_df = self.domain_df[~filter_empty_domain] - - ### Numerical attribute groups validation checks self._numerical_attr_groups = numerical_attr_groups.copy() @@ -648,6 +636,19 @@ def __init__(self, env, dataset, domain_df, type(self).__name__, bad_numerics.sum(), NULL_REPR) + # Remove domain for numerical attributes. + fil_numattr = self.domain_df['attribute'].isin(self._numerical_attrs) + self.domain_df.loc[fil_numattr, 'domain'] = '' + self.domain_df.loc[fil_numattr, 'domain_size'] = 0 + # Remove categorical domain/training cells without a domain + filter_empty_domain = (self.domain_df['domain_size'] == 0) & ~fil_numattr + if filter_empty_domain.sum(): + logging.warning('%s: removing %d categorical cells with empty domains', + type(self).__name__, + filter_empty_domain.sum()) + self.domain_df = self.domain_df[~filter_empty_domain] + # Pre-split domain. + self.domain_df['domain'] = self.domain_df['domain'].str.split('\|\|\|') # Add DK information to domain dataframe if self.ds.aux_table[AuxTables.dk_cells] is not None: From 186099ec12e9e71059e85aba74cbd8d8827c77f8 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 17 May 2019 05:21:20 -0400 Subject: [PATCH 26/48] Fixed some reference issues and added infer all mode. --- dataset/dataset.py | 21 +++++++---- domain/domain.py | 21 ++++++----- domain/estimators/tuple_embedding.py | 50 ++++++++++++++------------ holoclean.py | 6 ++++ repair/featurize/embeddingfeat.py | 15 +++++--- repair/featurize/featurized_dataset.py | 7 ++-- 6 files changed, 75 insertions(+), 45 deletions(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 144078feb..5f50089ca 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -242,16 +242,25 @@ def get_attributes(self): def get_active_attributes(self): """ get_active_attributes returns the attributes to be modeled. - These attributes correspond only to attributes that contain at least - one potentially erroneous cell, and if applicable, in the provided :param:`train_attrs` variable. - """ - if self._active_attributes is None: - raise Exception('ERROR no active attributes loaded. Run error detection first.') + If infer_mode = 'dk', these attributes correspond only to attributes that contain at least + one potentially erroneous cell. Otherwise all attributes are returned. + + If applicable, in the provided :param:`train_attrs` variable. + """ if self.train_attrs is None: self.train_attrs = self.get_attributes() - return sorted([attr for attr in self._active_attributes if attr in self.train_attrs]) + if self.env['infer_mode'] == 'dk': + if self._active_attributes is None: + raise Exception('ERROR no active attributes loaded. Run error detection first.') + attrs = self._active_attributes + elif self.env['infer_mode'] == 'all': + attrs = self.get_attributes() + else: + raise Exception('infer mode must be one of {dk, all}') + + return sorted([attr for attr in attrs if attr in self.train_attrs]) def get_cell_id(self, tuple_id, attr_name): """ diff --git a/domain/domain.py b/domain/domain.py index c4217c50f..fa92b03b8 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -39,7 +39,6 @@ def __init__(self, env, dataset, max_sample=5): self.max_sample = max_sample self.single_stats = {} self.pair_stats = {} - self.all_attrs = {} def setup(self): """ @@ -48,7 +47,8 @@ def setup(self): """ tic = time.time() - self.compute_correlations() + if self.correlations is None: + self.compute_correlations() self.setup_attributes() self.domain_df = self.generate_domain() self.store_domains(self.domain_df) @@ -69,13 +69,13 @@ def compute_correlations(self): self.correlations = compute_norm_cond_entropy_corr(data_df, self.ds.get_attributes(), self.ds.get_attributes()) - df_corrs = pd.DataFrame.from_dict(self.correlations, orient='columns') - df_corrs.index.name = 'cond_attr' - df_corrs.columns.name = 'attr' - pd.set_option('display.max_columns', len(df_corrs.columns)) - pd.set_option('display.max_rows', len(df_corrs.columns)) - logging.debug("correlations:\n%s", df_corrs) - logging.debug("summary of correlations:\n%s", df_corrs.describe()) + corrs_df = pd.DataFrame.from_dict(self.correlations, orient='columns') + corrs_df.index.name = 'cond_attr' + corrs_df.columns.name = 'attr' + pd.set_option('display.max_columns', len(corrs_df.columns)) + pd.set_option('display.max_rows', len(corrs_df.columns)) + logging.debug("correlations:\n%s", corrs_df) + logging.debug("summary of correlations:\n%s", corrs_df.describe()) def store_domains(self, domain): """ @@ -188,7 +188,6 @@ def generate_domain(self): vid = 0 raw_df = self.ds.get_quantized_data() if self.do_quantization else self.ds.get_raw_data() records = raw_df.to_records() - self.all_attrs = list(records.dtype.names) # TODO(stoke): generate the label indicating whether it is clean # dk_dict = self.ds.aux_table[AuxTables.dk_cells].df[['_tid_', 'attribute']].to_dict() @@ -255,6 +254,7 @@ def generate_domain(self): vid += 1 domain_df = pd.DataFrame(data=cells).sort_values('_vid_') logging.debug('domain size stats: %s', domain_df['domain_size'].describe()) + logging.debug('domain count by attr: %s', domain_df['attribute'].value_counts()) logging.debug('DONE generating initial set of domain values in %.2fs', time.clock() - tic) return domain_df @@ -372,7 +372,6 @@ def generate_domain_embedding(self, domain_attrs): logging.debug('generating initial set of un-pruned domain values...') records = self.ds.get_raw_data().to_records() - self.all_attrs = list(records.dtype.names) vid = 0 domain_df = None diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 016a99de1..5df241314 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -217,10 +217,7 @@ def __init__(self, env, dataset, domain_df, # Maximum domain size: we don't use the domain of numerical attributes # so we can discard them. - self._max_domain = int(domain_df.loc[domain_df['attribute'].isin(self._train_cat_attrs), 'domain_size'].max()) - logging.debug('%s: max domain size (categorical): %d', - type(self).__name__, - self._max_domain) + self.max_cat_domain = domain_df.loc[domain_df['attribute'].isin(self._train_cat_attrs), 'domain_size'].max() # Maximum dimension across all numerical attributes. self._max_num_dim = max(list(map(len, self._numerical_attr_groups)) or [0]) @@ -229,9 +226,9 @@ def __init__(self, env, dataset, domain_df, def _init_dummies(self): # Dummy vectors - self._dummy_domain_mask = torch.zeros(self._max_domain, + self._dummy_domain_mask = torch.zeros(self.max_cat_domain, dtype=torch.float) - self._dummy_domain_idxs = torch.zeros(self._max_domain, + self._dummy_domain_idxs = torch.zeros(self.max_cat_domain, dtype=torch.long) self._dummy_target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float) @@ -241,7 +238,7 @@ def _init_memoize_vecs(self): # Memoize certain lookups. if not self.memoize: return - self._domain_idxs = self.MemoizeVec(len(self), torch.int64, self._max_domain) + self._domain_idxs = self.MemoizeVec(len(self), torch.int64, self.max_cat_domain) self._init_cat_idxs = self.MemoizeVec(len(self), torch.int64, self._n_init_cat_attrs) self._neg_idxs = self.MemoizeVec(len(self), None, None) @@ -284,7 +281,7 @@ def _get_domain_idxs(self, idx): assert cur['attribute'] in self._train_cat_attrs # Domain values and their indexes (softmax indexes) - domain_idxs = torch.zeros(self._max_domain, dtype=torch.long) + domain_idxs = torch.zeros(self.max_cat_domain, dtype=torch.long) domain_idxs[:cur['domain_size']] = torch.LongTensor([self._train_val_idxs[cur['attribute']][val] for val in cur['domain']]) @@ -397,11 +394,11 @@ def _get_cat_domain_target(self, idx): dom_size = cur['domain_size'] # During training, add negative samples to a most likely correct (clean) cell if not self.inference_mode and self._neg_sample \ - and dom_size < self._max_domain and cur['is_clean']: + and dom_size < self.max_cat_domain and cur['is_clean']: # It is faster not to memoize these. neg_idxs = self._get_neg_dom_idxs(idx) neg_sample = torch.LongTensor(np.random.choice(neg_idxs, - size=min(len(neg_idxs), self._max_domain - dom_size), + size=min(len(neg_idxs), self.max_cat_domain - dom_size), replace=False)) domain_idxs[dom_size:dom_size+len(neg_sample)] = neg_sample @@ -411,7 +408,7 @@ def _get_cat_domain_target(self, idx): target = cur['init_index'] # Mask out non-relevant values from padding (see below) - domain_mask = torch.zeros(self._max_domain, dtype=torch.float) + domain_mask = torch.zeros(self.max_cat_domain, dtype=torch.float) domain_mask[dom_size:] = -1 * 1e9 return domain_idxs, domain_mask, torch.LongTensor([target]) @@ -495,7 +492,7 @@ def _state_attrs(self): return ['_vid_to_idx', '_train_records', '_raw_data_dict', - '_max_domain', + 'max_cat_domain', '_max_num_dim', '_init_val_idxs', '_train_val_idxs', @@ -638,6 +635,9 @@ def __init__(self, env, dataset, domain_df, NULL_REPR) # Remove domain for numerical attributes. fil_numattr = self.domain_df['attribute'].isin(self._numerical_attrs) + + # Memoize max domain size for numerical attribue for padding later. + self.max_domain = self.domain_df['domain_size'].max() self.domain_df.loc[fil_numattr, 'domain'] = '' self.domain_df.loc[fil_numattr, 'domain_size'] = 0 # Remove categorical domain/training cells without a domain @@ -666,6 +666,12 @@ def __init__(self, env, dataset, domain_df, self._dataset = LookupDataset(env, dataset, self.domain_df, numerical_attr_groups, neg_sample, memoize) + self.max_cat_domain = self._dataset.max_cat_domain + logging.debug('%s: max domain size: (categorical) %d, (numerical) %d', + type(self).__name__, + self.max_cat_domain, + self.max_domain) + self._train_cat_attrs = self._dataset._train_cat_attrs self._train_num_attrs = self._dataset._train_num_attrs @@ -682,7 +688,7 @@ def __init__(self, env, dataset, domain_df, self._n_train_num_attrs = self._dataset._n_train_num_attrs self._n_train_attrs = self._n_train_cat_attrs + self._n_train_num_attrs - self._max_domain = self._dataset._max_domain + self.max_cat_domain = self._dataset.max_cat_domain self._max_num_dim = self._dataset._max_num_dim self.in_W = torch.nn.Parameter(torch.zeros(self._n_init_vals, self._embed_size)) @@ -1053,14 +1059,14 @@ def forward(self, is_categorical, attr_idxs, # (# of cat VIDs), (# of num VIDs) cat_mask, num_mask = self._cat_num_masks(is_categorical) - cat_logits = torch.empty(0, self._max_domain) + cat_logits = torch.empty(0, self.max_cat_domain) if len(cat_mask): cat_combined_init, domain_idxs, domain_masks, cat_targets = \ combined_init[cat_mask], \ domain_idxs[cat_mask], \ domain_masks[cat_mask], \ cat_targets[cat_mask] - # (# of cat VIDs, max_domain) + # (# of cat VIDs, max_cat_domain) cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks, cat_targets) pred_numvals = torch.empty(0, self._max_num_dim) @@ -1252,10 +1258,10 @@ def get_target_vecs(self, vids): # (# of cats), (# of num) cat_masks, num_masks = self._cat_num_masks(is_categorical) - # (# of cats, max_domain, embed_size) + # (# of cats, max_cat_domain, embed_size) target_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ .view(*domain_idxs.shape, self._embed_size) - # (# of cats, max_domain, 1) + # (# of cats, max_cat_domain, 1) target_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ .view(*domain_idxs.shape, 1) @@ -1267,15 +1273,15 @@ def get_target_vecs(self, vids): return target_vecs.detach(), target_bias.detach(), cat_masks.detach() # # Select target vector and bias for CATEGORICAL cells - # cat_vecs = torch.FloatTensor(0, self._max_domain, self._embed_size) - # cat_bias = torch.FloatTensor(0, self._max_domain, 1) + # cat_vecs = torch.FloatTensor(0, self.max_cat_domain, self._embed_size) + # cat_bias = torch.FloatTensor(0, self.max_cat_domain, 1) # if len(cat_masks): - # # (# of cats, max_domain) + # # (# of cats, max_cat_domain) # domain_idxs = domain_idxs.index_select(0, cat_masks) - # # (# of cats, max_domain, embed_size) + # # (# of cats, max_cat_domain, embed_size) # cat_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ # .view(*domain_idxs.shape, self._embed_size) - # # (# of cats, max_domain, 1) + # # (# of cats, max_cat_domain, 1) # cat_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ # .view(*domain_idxs.shape, 1) # There is no "target vector" for NUMERICAL cells since we do diff --git a/holoclean.py b/holoclean.py index 5bae65863..f480e53d8 100644 --- a/holoclean.py +++ b/holoclean.py @@ -187,6 +187,12 @@ 'default': None, 'type': list, 'help': 'List of attributes to train and infer on. If None, train and infer on all columns. For example passing a list of one column allows one to train HoloClean on one column.'}), + (('-im', '--infer_mode'), + {'metavar': 'INFER_MODE', + 'dest': 'infer_mode', + 'default': 'dk', + 'type': str, + 'help': 'Infer on only possibly erroneous (DK) cells or all cells. One of {dk, all}.'}), ] # Flags for Holoclean mode diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index e8a9dbfee..258cb1556 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -5,6 +5,7 @@ import torch from torch.nn import Softmax +from torch.nn import functional as F from .featurizer import Featurizer from dataset import AuxTables @@ -86,9 +87,9 @@ def create_tensor(self): # (# of vids, embed_size) context_vecs = self.embedding_model.get_context_vecs(vids) - # (# of vids, max domain, embed_size), (# of vids, max domain, 1), (# of cats) + # (# of vids, max_cat_domain, embed_size), (# of vids, max_cat_domain, 1), (# of cats) target_vecs, target_bias, cat_masks = self.embedding_model.get_target_vecs(vids) - # (# of vids, max domain, embed_size) + # (# of vids, max_cat_domain, embed_size) context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) # Verify the non-zero target_vectors correspond to the # of domain @@ -97,13 +98,19 @@ def create_tensor(self): assert ((target_vecs.index_select(0, cat_masks) != 0).all(dim=2).sum(dim=1).detach().numpy() == domain_df.iloc[cat_masks.numpy()]['domain_size'].values).all() - # (# of vids, max domain, 1) + # (# of vids, max_cat_domain, 1) logits = (target_vecs * context_vecs).sum(dim=-1, keepdim=True) + target_bias # Logits without an actual domain value needs to be negative large number logits[(target_vecs == 0.).all(dim=-1, keepdim=True)] = -1e9 - # (# of vids, max domain, 1) + # (# of vids, max_cat_domain, 1) probs = Softmax(dim=1)(logits) + + # (# of vids, max domain, 1) + pad_len = self.embedding_model.max_domain - self.embedding_model.max_cat_domain + if pad_len: + probs = F.pad(probs, pad=(0,0,0,pad_len,0,0), mode='constant', value=0.) + return probs diff --git a/repair/featurize/featurized_dataset.py b/repair/featurize/featurized_dataset.py index c9dda2ab0..ae6d26d88 100644 --- a/repair/featurize/featurized_dataset.py +++ b/repair/featurize/featurized_dataset.py @@ -139,8 +139,11 @@ def get_infer_data(self): """ Retrieves the samples to be inferred i.e. DK cells. """ - # only infer on those that are DK cells - infer_idx = (self.is_clean == 0).nonzero()[:, 0] + if self.env['infer_mode'] == 'dk': + infer_idx = (self.is_clean == 0).nonzero()[:, 0] + elif self.env['infer_mode'] == 'all': + infer_idx = torch.arange(0, self.tensor.size(0)) + X_infer = self.tensor.index_select(0, infer_idx) mask_infer = self.var_class_mask.index_select(0, infer_idx) return X_infer, mask_infer, infer_idx From 71c0e375a432b40d49e544a0b90ee08880701169 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 20 May 2019 19:48:11 -0400 Subject: [PATCH 27/48] Fixed _nan_ replacement, max_cat_domain being possibly nan, and evaluation for sample accuracy. --- dataset/dataset.py | 1 + domain/estimators/tuple_embedding.py | 5 ++++- 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/dataset/dataset.py b/dataset/dataset.py index 5f50089ca..335b8efb2 100644 --- a/dataset/dataset.py +++ b/dataset/dataset.py @@ -143,6 +143,7 @@ def load_data(self, name, fpath, na_values=None, entity_col=None, src_col=None, # for df, which is all str # Use NULL_REPR to represent NULL values + df.replace('', NULL_REPR, inplace=True) df.fillna(NULL_REPR, inplace=True) logging.info("Loaded %d rows with %d cells", self.raw_data.df.shape[0], diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 5df241314..85fc6521e 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -218,6 +218,8 @@ def __init__(self, env, dataset, domain_df, # Maximum domain size: we don't use the domain of numerical attributes # so we can discard them. self.max_cat_domain = domain_df.loc[domain_df['attribute'].isin(self._train_cat_attrs), 'domain_size'].max() + if pd.isna(self.max_cat_domain): + self.max_cat_domain = 0 # Maximum dimension across all numerical attributes. self._max_num_dim = max(list(map(len, self._numerical_attr_groups)) or [0]) @@ -1440,6 +1442,7 @@ def validate(self): # Categorical filters and metrics fil_err = df_res.apply(lambda row: row['init_value'] not in row['_value_'], axis=1) & fil_cat & fil_grdth + fil_noterr = ~fil_err & fil_cat & fil_grdth fil_cor = df_res.apply(lambda row: row['inferred_val'] in row['_value_'], axis=1) & fil_cat & fil_grdth fil_repair = (df_res['init_value'] != df_res['inferred_val']) & fil_cat @@ -1458,7 +1461,7 @@ def validate(self): logging.warning('%s: total detected errors in validation set is 0', type(self).__name__) # In-sample accuracy (predict init value that is already correcT) - sample_acc = (~fil_err & fil_cor).sum() / (~fil_err).sum() + sample_acc = (fil_noterr & fil_cor).sum() / (fil_noterr).sum() precision = n_cor_repair / max(n_repair, 1) recall = n_cor_repair / max(total_err, 1) From 4c5cd306a489eb40c1dc2a11e5010d9f17f949f9 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 24 May 2019 22:48:11 -0400 Subject: [PATCH 28/48] Do not weak label clean cells and fixed raw data in Logistic estimator. --- domain/domain.py | 11 ++++------- domain/estimators/logistic.py | 4 +++- 2 files changed, 7 insertions(+), 8 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index fa92b03b8..1755ba1c0 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -189,8 +189,7 @@ def generate_domain(self): raw_df = self.ds.get_quantized_data() if self.do_quantization else self.ds.get_raw_data() records = raw_df.to_records() - # TODO(stoke): generate the label indicating whether it is clean - # dk_dict = self.ds.aux_table[AuxTables.dk_cells].df[['_tid_', 'attribute']].to_dict() + dk_lookup = {(val[0], val[1]) for val in self.ds.aux_table[AuxTables.dk_cells].df[['_tid_', 'attribute']].values} for row in tqdm(list(records)): tid = row['_tid_'] @@ -249,7 +248,7 @@ def generate_domain(self): "weak_label": init_value, "weak_label_idx": init_value_idx, "fixed": cell_status, - # TODO: "is_dk": (tid, attr) in dk_dict, + "is_dk": (tid, attr) in dk_lookup, }) vid += 1 domain_df = pd.DataFrame(data=cells).sort_values('_vid_') @@ -453,12 +452,10 @@ def _run_estimator(self): # TODO(richardwu): we currently do not do anything with is_cat. for (vid, is_cat, preds), row in tqdm(list(zip(preds_by_cell, domain_df.to_records()))): - # Do not re-label single valued cells. - if row['fixed'] == CellStatus.SINGLE_VALUE.value: + # Do not re-label single valued cells OR clean cells. + if row['fixed'] == CellStatus.SINGLE_VALUE.value or not row['is_dk']: updated_domain_df.append(row) continue - # TODO(stoke): for clean cells, weak labels should always be their init values. - # Do not re-label clean cells. # prune domain if any of the values are above our domain_thresh_2 preds = [[val, proba] for val, proba in preds if proba >= self.domain_thresh_2] or preds diff --git a/domain/estimators/logistic.py b/domain/estimators/logistic.py index 7d377c571..90c936a6f 100644 --- a/domain/estimators/logistic.py +++ b/domain/estimators/logistic.py @@ -82,7 +82,9 @@ def _gen_training_data(self): to use in training. We assign Y as 1 if the value is the initial value. """ sample_idx = 0 - raw_data_dict = self.ds.raw_data.df.set_index('_tid_').to_dict('index') + data_df = self.ds.get_quantized_data() if self.ds.do_quantization \ + else self.ds.get_raw_data() + raw_data_dict = data_df.set_index('_tid_').to_dict('index') # Keep track of which indices correspond to a VID so we can re-use # self._X in prediction. self.vid_to_idxs = {} From bc3a3ed29284573e6808e20c6ee8113fd3431066 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Tue, 28 May 2019 06:47:05 -0400 Subject: [PATCH 29/48] Added ReLU after context for numerical targets in TupleEmbedding and refactored EmbeddingFeat to support numerical feature (RMSE) from TupleEmbedding. --- domain/estimators/tuple_embedding.py | 71 +++++++++++++++++------ repair/featurize/embeddingfeat.py | 87 +++++++++++++++++++--------- 2 files changed, 114 insertions(+), 44 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 85fc6521e..73d1ad853 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -566,7 +566,6 @@ def __len__(self): class TupleEmbedding(Estimator, torch.nn.Module): WEIGHT_DECAY = 0. - INIT_BIAS = 0. # TODO: replace numerical_attrs references with self.ds.numerical_attrs def __init__(self, env, dataset, domain_df, @@ -733,9 +732,15 @@ def __init__(self, env, dataset, domain_df, # Hadamard/elementwise multiply this mask. self.out_num_masks = torch.zeros(self._n_train_num_attrs, self._max_num_dim, dtype=torch.float32) + # Mask to select out the relevant 1-d value for an attribute from + # its attr group. + self._num_attr_group_mask = torch.zeros(self._n_train_num_attrs, + self._max_num_dim, dtype=torch.float32) for idx, attr in enumerate(self._dataset._train_num_attrs): dim = len(self._dataset._train_num_attrs_group[attr]) + attr_idx = self._dataset._train_num_attrs_group[attr].index(attr) self.out_num_masks[idx,:dim] = 1. + self._num_attr_group_mask[idx, attr_idx] = 1. # logits fed into softmax used in weighted sum to combine # dot products of in_W and out_W per attribute. @@ -899,12 +904,11 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att # (batch, embed size, 1) return combined_init - def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): + def _cat_forward(self, combined_init, domain_idxs, domain_masks): """ combined_init: (batch, embed size, 1) domain_idxs: (batch, max domain) domain_masks: (batch, max domain) - cat_targets: (batch, 1) Returns logits: (batch, max domain) """ @@ -922,12 +926,6 @@ def _cat_forward(self, combined_init, domain_idxs, domain_masks, cat_targets): # (batch, max domain) logits = logits.squeeze(-1) - - # Init bias - if self.INIT_BIAS != 0.: - logits.scatter_add_(1, cat_targets, - self.INIT_BIAS * torch.ones_like(cat_targets, dtype=torch.float32)) - # Add mask to void out-of-domain indexes # (batch, max domain) logits.add_(domain_masks) @@ -962,11 +960,14 @@ def _num_forward(self, combined_init, num_attr_idxs): ### Temporary: just project and take the value - # Apply non-linearity # (batch, embed size, embed size) out_num_w1 = self.out_num_w1.index_select(0, num_attr_idxs.view(-1)) # (batch, 1, embed size) out_num_bias1 = self.out_num_bias1.index_select(0, num_attr_idxs.view(-1)).unsqueeze(1) + + + # Apply non-linearity + ReLU(inplace=True)(combined_init) # (batch, 1, embed size) combined_init2 = combined_init.view(-1, 1, self._embed_size).matmul(out_num_w1) + out_num_bias1 # (batch, embed size, 1) @@ -1046,13 +1047,12 @@ def _num_forward(self, combined_init, num_attr_idxs): def forward(self, is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks, cat_targets): + domain_idxs, domain_masks): """ Performs one forward pass. is_categorical: (batch, 1) attr_idxs: (batch, 1) - cat_targets: (batch, 1) """ # (batch, embed size, 1) combined_init = self._get_combined_init_vec(init_cat_idxs, init_numvals, @@ -1063,13 +1063,12 @@ def forward(self, is_categorical, attr_idxs, cat_logits = torch.empty(0, self.max_cat_domain) if len(cat_mask): - cat_combined_init, domain_idxs, domain_masks, cat_targets = \ + cat_combined_init, domain_idxs, domain_masks = \ combined_init[cat_mask], \ domain_idxs[cat_mask], \ - domain_masks[cat_mask], \ - cat_targets[cat_mask] + domain_masks[cat_mask] # (# of cat VIDs, max_cat_domain) - cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks, cat_targets) + cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks) pred_numvals = torch.empty(0, self._max_num_dim) if len(num_mask): @@ -1149,7 +1148,7 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., cat_preds, numval_preds = self.forward(is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks, cat_targets) + domain_idxs, domain_masks) # Select out the appropriate targets cat_mask, num_mask = self._cat_num_masks(is_categorical) @@ -1312,6 +1311,42 @@ def get_target_vecs(self, vids): # cat_bias.detach(), \ # num_vecs.detach() + def get_features(self, vids): + """ + Returns three tensors: + cat_probas: (# of vids, max domain) + num_predvals: (# of vids, 1) + is_categorical: (# of vids, 1) + """ + _, is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, target_numvals, _ = self._get_dataset_vecs(vids) + + # (# of cats), (# of num) + cat_masks, num_masks = self._cat_num_masks(is_categorical) + # (# of num VIDs, 1) + num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) + + + # (# of cats, max cat domain), (# of num, max_num_dim) + cat_logits, num_predvals = self.forward(is_categorical, attr_idxs, + init_cat_idxs, init_numvals, init_nummasks, + domain_idxs, domain_masks) + + cat_probas = Softmax(dim=1)(cat_logits) + + # (# of num VIDS, max_num_dim) + num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) + # (# of num VIDS, 1) + num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) + + ret_cat_probas = torch.zeros(len(vids), self.max_cat_domain) + ret_cat_probas[cat_masks] = cat_probas + ret_num_predvals = torch.zeros(len(vids), 1) + ret_num_predvals[num_masks] = num_predvals_masked + + return ret_cat_probas.detach(), ret_num_predvals.detach(), is_categorical.detach() + + def _model_fpaths(self, prefix): return '%s_sdict.pkl' % prefix, '%s_ds_state.pkl' % prefix @@ -1565,7 +1600,7 @@ def predict_pp_batch(self, df=None): logging.debug('%s: starting batch prediction...', type(self).__name__) pred_cats, pred_nums = self.forward(is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks, cat_targets) + domain_idxs, domain_masks) logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', type(self).__name__, pred_cats.shape[0], pred_nums.shape[0]) diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 258cb1556..001c95101 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -1,5 +1,6 @@ import logging import os +import numpy as np import pandas as pd import sys @@ -85,35 +86,69 @@ def create_tensor(self): vids = domain_df['_vid_'] - # (# of vids, embed_size) - context_vecs = self.embedding_model.get_context_vecs(vids) - # (# of vids, max_cat_domain, embed_size), (# of vids, max_cat_domain, 1), (# of cats) - target_vecs, target_bias, cat_masks = self.embedding_model.get_target_vecs(vids) - # (# of vids, max_cat_domain, embed_size) - context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) - - # Verify the non-zero target_vectors correspond to the # of domain - # values actually in each VID. - # Note we omit the bias since the bias is 0 for numerical values. - assert ((target_vecs.index_select(0, cat_masks) != 0).all(dim=2).sum(dim=1).detach().numpy() - == domain_df.iloc[cat_masks.numpy()]['domain_size'].values).all() - - # (# of vids, max_cat_domain, 1) - logits = (target_vecs * context_vecs).sum(dim=-1, keepdim=True) + target_bias - # Logits without an actual domain value needs to be negative large number - logits[(target_vecs == 0.).all(dim=-1, keepdim=True)] = -1e9 - - # (# of vids, max_cat_domain, 1) - probs = Softmax(dim=1)(logits) - - # (# of vids, max domain, 1) + # # (# of vids, embed_size) + # context_vecs = self.embedding_model.get_context_vecs(vids) + # # (# of vids, max_cat_domain, embed_size), (# of vids, max_cat_domain, 1), (# of cats) + # target_vecs, target_bias, cat_masks = self.embedding_model.get_target_vecs(vids) + # # (# of vids, max_cat_domain, embed_size) + # context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) + + # # Verify the non-zero target_vectors correspond to the # of domain + # # values actually in each VID. + # # Note we omit the bias since the bias is 0 for numerical values. + # assert ((target_vecs.index_select(0, cat_masks) != 0).all(dim=2).sum(dim=1).detach().numpy() + # == domain_df.iloc[cat_masks.numpy()]['domain_size'].values).all() + + # # (# of vids, max_cat_domain, 1) + # logits = (target_vecs * context_vecs).sum(dim=-1, keepdim=True) + target_bias + # # Logits without an actual domain value needs to be negative large number + # logits[(target_vecs == 0.).all(dim=-1, keepdim=True)] = -1e9 + + # # (# of vids, max_cat_domain, 1) + # probs = Softmax(dim=1)(logits) + + # # (# of vids, max domain, 1) + # pad_len = self.embedding_model.max_domain - self.embedding_model.max_cat_domain + # if pad_len: + # # do not pad the last dimension but pad 2nd last diemsnion + # probs = F.pad(probs, pad=(0,0,0,pad_len), mode='constant', value=0.) + # return probs + + # (# of vids, max_cat_domain), (# of vids, 1), (# of vids, 1) + cat_probas, num_predvals, is_categorical = self.embedding_model.get_features(vids) + + # (# of vids, max domain) pad_len = self.embedding_model.max_domain - self.embedding_model.max_cat_domain if pad_len: - probs = F.pad(probs, pad=(0,0,0,pad_len,0,0), mode='constant', value=0.) - - return probs + # Pad last dimension on the right side with pad_len + cat_probas = F.pad(cat_probas, pad=(0,pad_len), mode='constant', value=0.) + + num_attrs_idx = {attr: idx for idx, attr in enumerate(self.embedding_model._train_num_attrs)} + domain_numvals = torch.zeros(len(vids), self.embedding_model.max_domain, len(num_attrs_idx)) + # Mask to mask out RMSE computed on padding outside of cell's domain. + domain_mask = torch.zeros(len(vids), self.embedding_model.max_domain) + for idx, (_, attr, domain, domain_sz) in enumerate(domain_df[['attribute', 'domain', 'domain_size']].to_records()): + if domain_sz == 0: + continue + if is_categorical[idx,0] == 1.: + continue + dom_arr = np.array(domain.split('|||'), dtype=np.float32) + mean = self.embedding_model._dataset._num_attrs_mean[attr] + std = self.embedding_model._dataset._num_attrs_std[attr] + dom_arr = (dom_arr - mean) / std + domain_numvals[idx,:domain_sz, num_attrs_idx[attr]] = torch.FloatTensor(dom_arr) + domain_mask[idx,:domain_sz] = 1. + + # (# of vids, max domain, # of num attrs) + # This RMSE is between z-scored values. This is equivalent to dividing + # the RMSE by std^2. + num_rmse = torch.abs(num_predvals.unsqueeze(-1).expand(-1, self.embedding_model.max_domain, len(num_attrs_idx)) - domain_numvals) + num_rmse.mul_(domain_mask.unsqueeze(-1).expand(-1, -1, len(num_attrs_idx))) + + # (# of vids, max domain, 1 + # num attrs) + return torch.cat([cat_probas.unsqueeze(-1), num_rmse], dim=-1) def feature_names(self): - return ["Embedding_Proba"] + return ["Embedding Cat Proba"] + ["Embedding Num RMSE (%s)" % attr for attr in self.embedding_model._train_num_attrs] From 69ba10099b7c5802e54f8fa318d790045f7a63bc Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sun, 2 Jun 2019 07:30:25 -0400 Subject: [PATCH 30/48] Use cosine annealing with restart LR schedule and use weak_label instead of init. --- domain/estimators/tuple_embedding.py | 29 +++++++++++++++++----------- 1 file changed, 18 insertions(+), 11 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 73d1ad853..bc0f45367 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -7,7 +7,7 @@ import numpy as np import torch from torch.optim import Adam -from torch.optim.lr_scheduler import ReduceLROnPlateau +from torch.optim.lr_scheduler import CosineAnnealingLR from torch.utils.data import Dataset, DataLoader, Sampler from torch.nn import CrossEntropyLoss, Softmax, MSELoss, ReLU import torch.nn.functional as F @@ -213,7 +213,10 @@ def __init__(self, env, dataset, domain_df, self._vid_to_idx = {vid: idx for idx, vid in enumerate(domain_df['_vid_'].values)} self._train_records = domain_df[['_vid_', '_tid_', 'attribute', 'init_value', - 'init_index', 'domain', 'domain_size', 'is_clean']].to_records() + 'init_index', + 'weak_label', + 'weak_label_idx', 'fixed', + 'domain', 'domain_size', 'is_clean']].to_records() # Maximum domain size: we don't use the domain of numerical attributes # so we can discard them. @@ -407,7 +410,7 @@ def _get_cat_domain_target(self, idx): dom_size += len(neg_sample) # Position of init in domain values (target) - target = cur['init_index'] + target = cur['weak_label_idx'] # Mask out non-relevant values from padding (see below) domain_mask = torch.zeros(self.max_cat_domain, dtype=torch.float) @@ -526,7 +529,7 @@ class VidSampler(Sampler): def __init__(self, domain_df, raw_df, numerical_attr_groups, shuffle=True, train_only_clean=False): # No NULL targets - domain_df = domain_df[domain_df['init_value'] != NULL_REPR] + domain_df = domain_df[domain_df['weak_label'] != NULL_REPR] # No NULL values in each cell's numerical group (all must be non-null # since target_numvals requires all numerical values. @@ -550,7 +553,7 @@ def group_notnull(row): # Train on only clean cells if train_only_clean: - self._vids = domain_df.loc[domain_df['is_clean'], '_vid_'] + self._vids = domain_df.loc[(domain_df['is_clean'] | domain_df['fixed'] >= 1), '_vid_'] else: self._vids = domain_df['_vid_'].values @@ -625,11 +628,11 @@ def __init__(self, env, dataset, domain_df, # Convert non numerical init values in numerical attributes with _nan_. if self._numerical_attrs is not None: fil_attr = self.domain_df['attribute'].isin(self._numerical_attrs) - fil_notnull = self.domain_df['init_value'] != NULL_REPR - fil_notnumeric = self.domain_df['init_value'].str.contains(NONNUMERICS) + fil_notnull = self.domain_df['weak_label'] != NULL_REPR + fil_notnumeric = self.domain_df['weak_label'].str.contains(NONNUMERICS) bad_numerics = fil_attr & fil_notnull & fil_notnumeric if bad_numerics.sum(): - self.domain_df.loc[bad_numerics, 'init_value'] = NULL_REPR + self.domain_df.loc[bad_numerics, 'weak_label'] = NULL_REPR logging.warning('%s: replaced %d non-numerical values in DOMAIN as "%s" (NULL)', type(self).__name__, bad_numerics.sum(), @@ -775,8 +778,6 @@ def __init__(self, env, dataset, domain_df, # Allow user to pass in their desired loss. self._num_loss = MSELoss(reduction='mean') self._optimizer = Adam(self.parameters(), lr=learning_rate, weight_decay=self.WEIGHT_DECAY) - self._scheduler = ReduceLROnPlateau(self._optimizer, 'max', - factor=0.2, patience=2, verbose=True) # Validation stuff self._do_validation = False @@ -1135,11 +1136,17 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., self._n_train_num_attrs, self._train_num_attrs) + num_batches = len(DataLoader(self._dataset, batch_size=batch_size, sampler=sampler)) + num_steps = num_epochs * num_batches + batch_losses = [] # Main training loop. for epoch_idx in range(1, num_epochs+1): logging.debug('%s: epoch %d of %d', type(self).__name__, epoch_idx, num_epochs) batch_cnt = 0 + scheduler = CosineAnnealingLR(self._optimizer, num_batches) + logging.debug('%s: using cosine LR scheduler with %d steps', type(self).__name__, num_batches) + for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ domain_idxs, domain_masks, \ @@ -1189,6 +1196,7 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., self.out_B._grad[0].zero_() self._optimizer.step() + scheduler.step() batch_cnt += 1 logging.debug('%s: average batch loss: %f', @@ -1197,7 +1205,6 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., if self._do_validation and epoch_idx % self._validate_epoch == 0: res = self.validate() - self._scheduler.step(res['precision_dk']) return batch_losses From 120ab087fe8fc413629b805ed6933945480a7083 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Tue, 4 Jun 2019 12:20:51 -0400 Subject: [PATCH 31/48] Fixed memory issues with get_features and predict_pp_batch. --- domain/estimators/tuple_embedding.py | 152 +++++++++++++++++---------- holoclean.py | 22 +++- repair/featurize/constraintfeat.py | 2 + 3 files changed, 117 insertions(+), 59 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index bc0f45367..3534b07f3 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1,4 +1,5 @@ import logging +import math import os import pickle import sys @@ -525,6 +526,16 @@ def load_state(self, state): self._init_dummies() self._init_memoize_vecs() +class IterSampler(Sampler): + def __init__(self, iter): + self.iter = iter + + def __iter__(self): + return iter(self.iter) + + def __len__(self): + return len(self.iter) + class VidSampler(Sampler): def __init__(self, domain_df, raw_df, numerical_attr_groups, shuffle=True, train_only_clean=False): @@ -1084,7 +1095,7 @@ def _cat_num_masks(self, is_categorical): """ is_categorical: (batch, 1) """ - # TODO: convert is_categorical to ByteTensor and use torch.mask_tensor + # TODO: is_catrgorical is already ByteTensor: use torch.mask_tensor cat_mask, num_mask = is_categorical.view(-1).nonzero().view(-1),\ (is_categorical.view(-1) == 0).nonzero().view(-1) return cat_mask, num_mask @@ -1138,6 +1149,8 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., num_batches = len(DataLoader(self._dataset, batch_size=batch_size, sampler=sampler)) num_steps = num_epochs * num_batches + # scheduler = CosineAnnealingLR(self._optimizer, num_steps) + # logging.debug('%s: using cosine LR scheduler with %d steps', type(self).__name__, num_steps) batch_losses = [] # Main training loop. @@ -1325,33 +1338,51 @@ def get_features(self, vids): num_predvals: (# of vids, 1) is_categorical: (# of vids, 1) """ - _, is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, target_numvals, _ = self._get_dataset_vecs(vids) - - # (# of cats), (# of num) - cat_masks, num_masks = self._cat_num_masks(is_categorical) - # (# of num VIDs, 1) - num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) - + ret_cat_probas = torch.zeros(len(vids), self.max_cat_domain) + ret_num_predvals = torch.zeros(len(vids), 1) + ret_is_categorical = torch.zeros(len(vids), 1, dtype=torch.uint8) - # (# of cats, max cat domain), (# of num, max_num_dim) - cat_logits, num_predvals = self.forward(is_categorical, attr_idxs, - init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks) + batch_sz = int(1e6 / self._embed_size) + num_batches = math.ceil(len(vids) / batch_sz) + logging.debug('%s: getting features in batches (# batches = %d, size = %d) ...', + type(self).__name__, num_batches, batch_sz) - cat_probas = Softmax(dim=1)(cat_logits) - # (# of num VIDS, max_num_dim) - num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) - # (# of num VIDS, 1) - num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) + self._dataset.set_mode(inference_mode=True) + for vids, is_categorical, attr_idxs, \ + init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, \ + target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(vids))): + # (# of cats), (# of num) + cat_masks, num_masks = self._cat_num_masks(is_categorical) + # (# of num VIDs, 1) + num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) + + # (# of cats, max cat domain), (# of num, max_num_dim) + cat_logits, num_predvals = self.forward(is_categorical, + attr_idxs, + init_cat_idxs, + init_numvals, + init_nummasks, + domain_idxs, + domain_masks) + + cat_probas = Softmax(dim=1)(cat_logits) + + num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) + # (# of num VIDS, 1) + num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) + + # write values to return tensor + ret_cat_probas.scatter_(0, cat_masks.unsqueeze(-1).expand(-1, self.max_cat_domain), cat_probas) + ret_num_predvals.scatter_(0, num_masks.unsqueeze(-1), num_predvals_masked) + ret_is_categorical[cat_masks] = 1 + + del cat_probas, num_predvals_masked - ret_cat_probas = torch.zeros(len(vids), self.max_cat_domain) - ret_cat_probas[cat_masks] = cat_probas - ret_num_predvals = torch.zeros(len(vids), 1) - ret_num_predvals[num_masks] = num_predvals_masked + self._dataset.set_mode(inference_mode=False) - return ret_cat_probas.detach(), ret_num_predvals.detach(), is_categorical.detach() + return ret_cat_probas, ret_num_predvals, ret_is_categorical def _model_fpaths(self, prefix): @@ -1597,40 +1628,51 @@ def predict_pp_batch(self, df=None): if df is None: df = self.domain_df - logging.debug('%s: getting dataset indices...', type(self).__name__) - vids, is_categorical, attr_idxs, \ + train_idx_to_attr = {idx: attr for attr, idx in self._dataset._train_attr_idxs.items()} + n_cats, n_nums = 0, 0 + + # Limit max batch size to prevent memory explosion. + batch_sz = int(1e6 / self._embed_size) + num_batches = math.ceil(df.shape[0] / batch_sz) + logging.debug('%s: starting batched (# batches = %d, size = %d) prediction...', + type(self).__name__, num_batches, batch_sz) + self._dataset.set_mode(inference_mode=True) + for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ domain_idxs, domain_masks, \ - target_numvals, cat_targets = self._get_dataset_vecs(df['_vid_'].values) - logging.debug('%s: done getting dataset indices.', type(self).__name__) - - logging.debug('%s: starting batch prediction...', type(self).__name__) - pred_cats, pred_nums = self.forward(is_categorical, attr_idxs, - init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks) - logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', - type(self).__name__, pred_cats.shape[0], pred_nums.shape[0]) + target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(df['_vid_'].values))): + pred_cats, pred_nums = self.forward(is_categorical, + attr_idxs, + init_cat_idxs, + init_numvals, + init_nummasks, + domain_idxs, + domain_masks) + + pred_cat_idx = 0 + pred_num_idx = 0 + + for idx, is_cat in enumerate(is_categorical.view(-1)): + vid = int(vids[idx, 0]) + if is_cat: + logits = pred_cats[pred_cat_idx] + pred_cat_idx += 1 + n_cats += 1 + yield vid, bool(is_cat), zip(self._dataset.domain_values(vid), map(float, Softmax(dim=0)(logits))) + continue - pred_cat_idx = 0 - pred_num_idx = 0 - train_idx_to_attr = {idx: attr for attr, idx in self._dataset._train_attr_idxs.items()} + # Real valued prediction - for idx, is_cat in enumerate(is_categorical.view(-1)): - vid = int(vids[idx, 0]) - if is_cat: - logits = pred_cats[pred_cat_idx] - pred_cat_idx += 1 - yield vid, bool(is_cat), zip(self._dataset.domain_values(vid), map(float, Softmax(dim=0)(logits))) - continue + # Find the z-score and map it back to its actual value + attr = train_idx_to_attr[int(attr_idxs[idx,0])] + group_idx = self._dataset._train_num_attrs_group[attr].index(attr) + mean = self._dataset._num_attrs_mean[attr] + std = self._dataset._num_attrs_std[attr] + pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean + pred_num_idx += 1 + n_nums += 1 + yield vid, False, pred_num - # Real valued prediction - # dim = self.out_num_masks[attr_idxs[idx,0] - self._n_train_cat_attrs].nonzero().max() - - # Find the z-score and map it back to its actual value - attr = train_idx_to_attr[int(attr_idxs[idx,0])] - group_idx = self._dataset._train_num_attrs_group[attr].index(attr) - mean = self._dataset._num_attrs_mean[attr] - std = self._dataset._num_attrs_std[attr] - pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean - pred_num_idx += 1 - yield vid, False, pred_num + self._dataset.set_mode(inference_mode=False) + logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', + type(self).__name__, n_cats, n_nums) diff --git a/holoclean.py b/holoclean.py index f480e53d8..c8ca8b761 100644 --- a/holoclean.py +++ b/holoclean.py @@ -1,3 +1,4 @@ +import time import logging import os import random @@ -365,19 +366,32 @@ def quantize_numericals(self, num_attr_groups_bins): status, quantize_time, quantized_data = \ quantize_km(self.env, self.ds.get_raw_data(), num_attr_groups_bins) + logging.info(status) + logging.debug('Time to quantize the dataset: %.2f secs' % quantize_time) + + self.load_quantized_data(quantized_data) + + + return quantized_data + + def load_quantized_data(self, df): + tic = time.time() name = self.ds.raw_data.name + '_quantized' - self.ds.quantized_data = Table(name, Source.DF, df=quantized_data) + self.ds.quantized_data = Table(name, Source.DF, df=df) # Re-store to DB, ensuring numerical values are stored as floats. - df_correct_type = quantized_data.copy() + df_correct_type = df.copy() for attr in self.ds.numerical_attrs: df_correct_type.loc[df_correct_type[attr] == NULL_REPR, attr] = np.nan df_correct_type[attr] = df_correct_type[attr].astype(float) df_correct_type.to_sql(name, self.ds.engine.engine, if_exists='replace', index=False, index_label=None) - logging.info(status) - logging.debug('Time to quantize the dataset: %.2f secs' % quantize_time) + for attr in self.ds.quantized_data.get_attributes(): + self.ds.quantized_data.create_db_index(self.ds.engine, [attr]) + logging.debug('Time to load quantized dataset: %.2f secs' % (time.time() - tic)) + + def generate_domain(self): status, domain_time = self.domain_engine.setup() diff --git a/repair/featurize/constraintfeat.py b/repair/featurize/constraintfeat.py index a7a64d266..5fbb6acd0 100644 --- a/repair/featurize/constraintfeat.py +++ b/repair/featurize/constraintfeat.py @@ -61,6 +61,8 @@ class ConstraintFeaturizer(Featurizer): def specific_setup(self): self.name = 'ConstraintFeaturizer' self.constraints = self.ds.constraints + # TODO(richardwu): should we be querying DCs based on original values + # vs quantized centroids? self.table_name = self.ds.quantized_data.name if self.ds.do_quantization else self.ds.raw_data.name def create_tensor(self): From 36e4ffff426fa161a2fa528298da52d2b1f5f155 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Tue, 4 Jun 2019 22:23:54 -0400 Subject: [PATCH 32/48] Fixed bug in get_features. --- domain/estimators/tuple_embedding.py | 18 +++++++++++------- 1 file changed, 11 insertions(+), 7 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 3534b07f3..df798e1bc 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1347,16 +1347,13 @@ def get_features(self, vids): logging.debug('%s: getting features in batches (# batches = %d, size = %d) ...', type(self).__name__, num_batches, batch_sz) + mask_offset = 0 self._dataset.set_mode(inference_mode=True) for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ domain_idxs, domain_masks, \ target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(vids))): - # (# of cats), (# of num) - cat_masks, num_masks = self._cat_num_masks(is_categorical) - # (# of num VIDs, 1) - num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) # (# of cats, max cat domain), (# of num, max_num_dim) cat_logits, num_predvals = self.forward(is_categorical, @@ -1369,20 +1366,27 @@ def get_features(self, vids): cat_probas = Softmax(dim=1)(cat_logits) + # (# of cats), (# of num) + cat_masks, num_masks = self._cat_num_masks(is_categorical) + cat_masks.add_(mask_offset) + num_masks.add_(mask_offset) + mask_offset += is_categorical.shape[0] + # (# of num VIDs, 1) + num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) # (# of num VIDS, 1) num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) # write values to return tensor - ret_cat_probas.scatter_(0, cat_masks.unsqueeze(-1).expand(-1, self.max_cat_domain), cat_probas) - ret_num_predvals.scatter_(0, num_masks.unsqueeze(-1), num_predvals_masked) + ret_cat_probas.scatter_(0, cat_masks.unsqueeze(-1).expand(-1, self.max_cat_domain), cat_probas.data) + ret_num_predvals.scatter_(0, num_masks.unsqueeze(-1), num_predvals_masked.data) ret_is_categorical[cat_masks] = 1 del cat_probas, num_predvals_masked self._dataset.set_mode(inference_mode=False) - return ret_cat_probas, ret_num_predvals, ret_is_categorical + return ret_cat_probas.detach(), ret_num_predvals.detach(), ret_is_categorical.detach() def _model_fpaths(self, prefix): From 4dca0e9bc839ba03a33baf73919ff78c8fc5d471 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 5 Jun 2019 05:29:59 -0400 Subject: [PATCH 33/48] Added comment to EmbeddingFeat. --- repair/featurize/embeddingfeat.py | 1 + 1 file changed, 1 insertion(+) diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 001c95101..8cd6163ad 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -123,6 +123,7 @@ def create_tensor(self): # Pad last dimension on the right side with pad_len cat_probas = F.pad(cat_probas, pad=(0,pad_len), mode='constant', value=0.) + # Create tensor for z-scored domain values num_attrs_idx = {attr: idx for idx, attr in enumerate(self.embedding_model._train_num_attrs)} domain_numvals = torch.zeros(len(vids), self.embedding_model.max_domain, len(num_attrs_idx)) # Mask to mask out RMSE computed on padding outside of cell's domain. From 3792df0dc47f439673ef1826b1dd5f8a5b01216d Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sat, 8 Jun 2019 01:52:48 -0400 Subject: [PATCH 34/48] Finally fixed memory issues with torch.no_grad. --- domain/estimators/tuple_embedding.py | 163 ++++++++++++++------------- 1 file changed, 84 insertions(+), 79 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index df798e1bc..c1c48c23d 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1338,55 +1338,57 @@ def get_features(self, vids): num_predvals: (# of vids, 1) is_categorical: (# of vids, 1) """ - ret_cat_probas = torch.zeros(len(vids), self.max_cat_domain) - ret_num_predvals = torch.zeros(len(vids), 1) - ret_is_categorical = torch.zeros(len(vids), 1, dtype=torch.uint8) + # No gradients required. + with torch.no_grad(): + ret_cat_probas = torch.zeros(len(vids), self.max_cat_domain) + ret_num_predvals = torch.zeros(len(vids), 1) + ret_is_categorical = torch.zeros(len(vids), 1, dtype=torch.uint8) - batch_sz = int(1e6 / self._embed_size) - num_batches = math.ceil(len(vids) / batch_sz) - logging.debug('%s: getting features in batches (# batches = %d, size = %d) ...', - type(self).__name__, num_batches, batch_sz) + batch_sz = int(1e5 / self._embed_size) + num_batches = math.ceil(len(vids) / batch_sz) + logging.debug('%s: getting features in batches (# batches = %d, size = %d) ...', + type(self).__name__, num_batches, batch_sz) - mask_offset = 0 + mask_offset = 0 - self._dataset.set_mode(inference_mode=True) - for vids, is_categorical, attr_idxs, \ - init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, \ - target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(vids))): - - # (# of cats, max cat domain), (# of num, max_num_dim) - cat_logits, num_predvals = self.forward(is_categorical, - attr_idxs, - init_cat_idxs, - init_numvals, - init_nummasks, - domain_idxs, - domain_masks) - - cat_probas = Softmax(dim=1)(cat_logits) - - # (# of cats), (# of num) - cat_masks, num_masks = self._cat_num_masks(is_categorical) - cat_masks.add_(mask_offset) - num_masks.add_(mask_offset) - mask_offset += is_categorical.shape[0] - # (# of num VIDs, 1) - num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) - num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) - # (# of num VIDS, 1) - num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) - - # write values to return tensor - ret_cat_probas.scatter_(0, cat_masks.unsqueeze(-1).expand(-1, self.max_cat_domain), cat_probas.data) - ret_num_predvals.scatter_(0, num_masks.unsqueeze(-1), num_predvals_masked.data) - ret_is_categorical[cat_masks] = 1 - - del cat_probas, num_predvals_masked + self._dataset.set_mode(inference_mode=True) + for vids, is_categorical, attr_idxs, \ + init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, \ + target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(vids))): - self._dataset.set_mode(inference_mode=False) + # (# of cats, max cat domain), (# of num, max_num_dim) + cat_logits, num_predvals = self.forward(is_categorical, + attr_idxs, + init_cat_idxs, + init_numvals, + init_nummasks, + domain_idxs, + domain_masks) + + cat_probas = Softmax(dim=1)(cat_logits) + + # (# of cats), (# of num) + cat_masks, num_masks = self._cat_num_masks(is_categorical) + cat_masks.add_(mask_offset) + num_masks.add_(mask_offset) + mask_offset += is_categorical.shape[0] + # (# of num VIDs, 1) + num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) + num_attr_group_mask = self._num_attr_group_mask.index_select(0, num_attr_idxs.view(-1)) + # (# of num VIDS, 1) + num_predvals_masked = (num_attr_group_mask * num_predvals).sum(dim=1, keepdim=True) - return ret_cat_probas.detach(), ret_num_predvals.detach(), ret_is_categorical.detach() + # write values to return tensor + ret_cat_probas.scatter_(0, cat_masks.unsqueeze(-1).expand(-1, self.max_cat_domain), cat_probas.data) + ret_num_predvals.scatter_(0, num_masks.unsqueeze(-1), num_predvals_masked.data) + ret_is_categorical[cat_masks] = 1 + + del cat_probas, num_predvals_masked + + self._dataset.set_mode(inference_mode=False) + + return ret_cat_probas.detach(), ret_num_predvals.detach(), ret_is_categorical.detach() def _model_fpaths(self, prefix): @@ -1636,46 +1638,49 @@ def predict_pp_batch(self, df=None): n_cats, n_nums = 0, 0 # Limit max batch size to prevent memory explosion. - batch_sz = int(1e6 / self._embed_size) + batch_sz = int(1e5 / self._embed_size) num_batches = math.ceil(df.shape[0] / batch_sz) logging.debug('%s: starting batched (# batches = %d, size = %d) prediction...', type(self).__name__, num_batches, batch_sz) self._dataset.set_mode(inference_mode=True) - for vids, is_categorical, attr_idxs, \ - init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, \ - target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(df['_vid_'].values))): - pred_cats, pred_nums = self.forward(is_categorical, - attr_idxs, - init_cat_idxs, - init_numvals, - init_nummasks, - domain_idxs, - domain_masks) - - pred_cat_idx = 0 - pred_num_idx = 0 - - for idx, is_cat in enumerate(is_categorical.view(-1)): - vid = int(vids[idx, 0]) - if is_cat: - logits = pred_cats[pred_cat_idx] - pred_cat_idx += 1 - n_cats += 1 - yield vid, bool(is_cat), zip(self._dataset.domain_values(vid), map(float, Softmax(dim=0)(logits))) - continue - # Real valued prediction - - # Find the z-score and map it back to its actual value - attr = train_idx_to_attr[int(attr_idxs[idx,0])] - group_idx = self._dataset._train_num_attrs_group[attr].index(attr) - mean = self._dataset._num_attrs_mean[attr] - std = self._dataset._num_attrs_std[attr] - pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean - pred_num_idx += 1 - n_nums += 1 - yield vid, False, pred_num + # No gradients required. + with torch.no_grad(): + for vids, is_categorical, attr_idxs, \ + init_cat_idxs, init_numvals, init_nummasks, \ + domain_idxs, domain_masks, \ + target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(df['_vid_'].values))): + pred_cats, pred_nums = self.forward(is_categorical, + attr_idxs, + init_cat_idxs, + init_numvals, + init_nummasks, + domain_idxs, + domain_masks) + + pred_cat_idx = 0 + pred_num_idx = 0 + + for idx, is_cat in enumerate(is_categorical.view(-1)): + vid = int(vids[idx, 0]) + if is_cat: + logits = pred_cats[pred_cat_idx] + pred_cat_idx += 1 + n_cats += 1 + yield vid, bool(is_cat), zip(self._dataset.domain_values(vid), map(float, Softmax(dim=0)(logits))) + continue + + # Real valued prediction + + # Find the z-score and map it back to its actual value + attr = train_idx_to_attr[int(attr_idxs[idx,0])] + group_idx = self._dataset._train_num_attrs_group[attr].index(attr) + mean = self._dataset._num_attrs_mean[attr] + std = self._dataset._num_attrs_std[attr] + pred_num = float(pred_nums[pred_num_idx,group_idx]) * std + mean + pred_num_idx += 1 + n_nums += 1 + yield vid, False, pred_num self._dataset.set_mode(inference_mode=False) logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', From d22c91af0e9ba3e37de47c10cbdf06f6549f2d2b Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 10 Jun 2019 15:44:27 -0400 Subject: [PATCH 35/48] ConstraintFeaturizer runs on un-quantized values. --- repair/featurize/constraintfeat.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/repair/featurize/constraintfeat.py b/repair/featurize/constraintfeat.py index 5fbb6acd0..a9f4d0767 100644 --- a/repair/featurize/constraintfeat.py +++ b/repair/featurize/constraintfeat.py @@ -61,9 +61,7 @@ class ConstraintFeaturizer(Featurizer): def specific_setup(self): self.name = 'ConstraintFeaturizer' self.constraints = self.ds.constraints - # TODO(richardwu): should we be querying DCs based on original values - # vs quantized centroids? - self.table_name = self.ds.quantized_data.name if self.ds.do_quantization else self.ds.raw_data.name + self.table_name = self.ds.raw_data.name def create_tensor(self): queries = self.generate_relaxed_sql() From b13ccb2eb77521e55a0e4c0a1ad4df67ee2f12be Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 10 Jun 2019 15:44:48 -0400 Subject: [PATCH 36/48] Do not drop single value cells (for evaluation). --- domain/domain.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index 1755ba1c0..21c50948b 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -224,8 +224,8 @@ def generate_domain(self): # point to run inference on it since we cannot even generate # a random domain. Therefore, we just ignore it from the # final tensor. - if len(rand_dom_values) == 0: - continue + # if len(rand_dom_values) == 0: + # continue # Otherwise, just add the random domain values to the domain # and set the cell status accordingly. From f9c14f156b9c277f8664e5c99571521cc630e441 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 10 Jun 2019 15:54:43 -0400 Subject: [PATCH 37/48] Do not generate queries/feature for DC that does not pertain to attributes we are training on. --- repair/featurize/constraintfeat.py | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/repair/featurize/constraintfeat.py b/repair/featurize/constraintfeat.py index a9f4d0767..0c6069782 100644 --- a/repair/featurize/constraintfeat.py +++ b/repair/featurize/constraintfeat.py @@ -141,6 +141,12 @@ def gen_unary_queries(self, constraint): if len(orig_cnf) == 0: orig_cnf = 'TRUE' rv_attr, op, rv_val = self.relax_unary_predicate(predicates[k]) + + # No need to generate queries for non-active attributes (attributes + # we are not training for) + if rv_attr not in self.ds.get_active_attributes(): + continue + cast_type = 'NUMERIC' if rv_attr in self.ds.categorical_attrs: cast_type = 'TEXT' @@ -164,6 +170,12 @@ def gen_binary_queries(self, constraint): is_binary, join_rel, other_rel = self.get_binary_predicate_join_rel(predicates[k]) if not is_binary: rv_attr, op, rv_val = self.relax_unary_predicate(predicates[k]) + + # No need to generate queries for non-active attributes (attributes + # we are not training for) + if rv_attr not in self.ds.get_active_attributes(): + continue + cast_type = 'NUMERIC' if rv_attr in self.ds.categorical_attrs: cast_type = 'TEXT' @@ -176,6 +188,11 @@ def gen_binary_queries(self, constraint): for idx, rel in enumerate(join_rel): rv_attr, op, rv_val = self.relax_binary_predicate(predicates[k], idx) + # No need to generate queries for non-active attributes (attributes + # we are not training for) + if rv_attr not in self.ds.get_active_attributes(): + continue + cast_type = 'NUMERIC' if rv_attr in self.ds.categorical_attrs: cast_type = 'TEXT' From dc7433ab05d5ee0ac05610eafef84da856f8d37a Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Mon, 10 Jun 2019 17:13:31 -0400 Subject: [PATCH 38/48] Fixed ConstraintFeaturizer to handle no DCs. --- repair/featurize/constraintfeat.py | 2 ++ repair/featurize/featurized_dataset.py | 5 +++-- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/repair/featurize/constraintfeat.py b/repair/featurize/constraintfeat.py index 0c6069782..164a15f0a 100644 --- a/repair/featurize/constraintfeat.py +++ b/repair/featurize/constraintfeat.py @@ -67,6 +67,8 @@ def create_tensor(self): queries = self.generate_relaxed_sql() results = self.ds.engine.execute_queries_w_backup(queries) tensors = self._apply_func(partial(gen_feat_tensor, total_vars=self.total_vars, classes=self.classes), results) + if not len(tensors): + return None combined = torch.cat(tensors, 2) combined = F.normalize(combined, p=2, dim=1) return combined diff --git a/repair/featurize/featurized_dataset.py b/repair/featurize/featurized_dataset.py index ae6d26d88..3f99dcf4b 100644 --- a/repair/featurize/featurized_dataset.py +++ b/repair/featurize/featurized_dataset.py @@ -27,8 +27,9 @@ def __init__(self, dataset, env, featurizers): featurizer.learnable, featurizer.init_weight, featurizer.feature_names()) - for tensor, featurizer in zip(tensors, featurizers)] - tensor = torch.cat(tensors, 2) + for tensor, featurizer in zip(tensors, featurizers) + if tensor is not None] + tensor = torch.cat([tens for tens in tensors if tens is not None], 2) self.tensor = tensor logging.debug('DONE featurization. Feature tensor size: %s', self.tensor.shape) From 1d9b92ce9b196cd023c40f3efc11dbcf206e0713 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Tue, 11 Jun 2019 00:09:41 -0400 Subject: [PATCH 39/48] Removed deprecated code and added dropout. --- domain/estimators/tuple_embedding.py | 202 +++------------------------ repair/featurize/embeddingfeat.py | 3 + 2 files changed, 22 insertions(+), 183 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index c1c48c23d..1eb3c096e 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -586,6 +586,7 @@ def __init__(self, env, dataset, domain_df, numerical_attr_groups=None, memoize=False, neg_sample=True, + dropout_pct=0., learning_rate=0.05, validate_fpath=None, validate_tid_col=None, validate_attr_col=None, validate_val_col=None, validate_epoch=None): @@ -612,6 +613,11 @@ def __init__(self, env, dataset, domain_df, torch.nn.Module.__init__(self) Estimator.__init__(self, env, dataset, domain_df) + self.inference_mode = False + + assert dropout_pct < 1 and dropout_pct >= 0 + self.dropout_pct = dropout_pct + self._embed_size = self.env['estimator_embedding_size'] train_attrs = self.env['train_attrs'] numerical_attr_groups = numerical_attr_groups or [] @@ -908,6 +914,11 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att # (batch, 1, n_init_cat_attrs + n_num_attr_groups) attr_weights = Softmax(dim=2)(attr_logits) + # Apply dropout to individual attributes of context + if self.dropout_pct > 0 and not self.inference_mode: + dropout_mask = (torch.rand_like(attr_weights) > self.dropout_pct).type(torch.FloatTensor) + attr_weights = attr_weights.mul(dropout_mask / (1. - self.dropout_pct)) + # (batch, 1, embed size) combined_init = attr_weights.matmul(init_vecs) # (batch, embed size, 1) @@ -968,10 +979,6 @@ def _num_forward(self, combined_init, num_attr_idxs): # (batch, embed size, max num dim) normed_out_num_bases.mul_(out_num_masks.unsqueeze(1)) - - - ### Temporary: just project and take the value - # (batch, embed size, embed size) out_num_w1 = self.out_num_w1.index_select(0, num_attr_idxs.view(-1)) # (batch, 1, embed size) @@ -985,77 +992,16 @@ def _num_forward(self, combined_init, num_attr_idxs): # (batch, embed size, 1) combined_init2 = combined_init2.view(-1, self._embed_size, 1) + ### Project non-linear context onto basis vectors. # (batch, max num dim) pred_numvals = (combined_init2 * normed_out_num_bases).sum(dim=1) pred_numvals.mul_(out_num_masks) return pred_numvals - - - - - - # Project combined_init onto basis vectors: - # That is given normalized basis vectors v_1,...v_n the projection - # of vector c is - # c' = \sum_{i=1}^n (c \cdot v_i) v_i - # We perform the dot product by multiplying element-wise then - # summing ALONG THE EMBEDDING DIMENSION. - # We then project it back onto the normed basis vectors - # (batch, embed size, max num dim) - projected_inits = (combined_init * normed_out_num_bases).sum(dim=1, keepdim=True) * normed_out_num_bases - # (batch, embed size, 1) - projected_inits = projected_inits.sum(dim=2, keepdim=True) - # Calculate pseudo-inverse of bases for all attributes in the current batch - unique_num_attr_idxs = num_attr_idxs.unique(sorted=True) - # (unique attrs, max_num_dim, embed size) - pinverse_num_bases = torch.stack([self.out_num_bases[idx].pinverse() for idx in unique_num_attr_idxs]) - # We need to find which index each attr_idx corresponds to in - # dim = 0 of pinverse_num_bases. - # e.g. given - # unique_num_attr_idxs = [2,5,1] - # num_attr_idxs = [[1,5,2,5,1]] - # then temp = [[ 1, -3, 0, -3, 1], - # [ 4, 0, 3, 0, 4], - # [ 0, -4, -1, -4, 0]] - temp = unique_num_attr_idxs.unsqueeze(1) - num_attr_idxs.t() - # e.g. temp = [[0, 0, 1], - # [0, 1, 0], - # [1, 0, 0], - # [0, 1, 0], - # [0, 0, 1]] - temp = (temp == 0).t() - assert temp.any(dim=1).all() - # e.g. num_attr_idxs_pinverses = [2, 1, 0, 1, 2] - # (batch) - num_attr_idxs_pinverses = temp.nonzero()[:,1] - # Apply (pseudo)-inverse to find real value again. - # That is for an attribute with d dimension and embedding size k, d <= k - # we have: - # V: k X d basis - # z: k X 1 zero vector - # r: d X 1 d-dimensional real value - # We map r into a k-dimensional vector c by - # Vr + z = c - # Now that we have c our k-dimensional context vector projected onto the span - # of V, we recover r by: - # r = V^{-1}(c - z) - # where V^{-1} is the pseudo-inverse. - # (batch, max_num_dim, embed size) - batch_pinverses = pinverse_num_bases.index_select(0, num_attr_idxs_pinverses) - - # (batch, embed size, 1) - out_num_zero_vecs = self.out_num_zero_vecs.index_select(0, num_attr_idxs.view(-1)).unsqueeze(-1) - - # (batch, max_num_dim) - pred_numvals = batch_pinverses.matmul(projected_inits - out_num_zero_vecs).squeeze(-1) - - # 0 out extraneous dimensions since extraneous targets are 0 - # (batch, max_num_dim) - pred_numvals.mul_(out_num_masks) - - return pred_numvals + def set_mode(self, inference_mode): + self.inference_mode = inference_mode + self._dataset.set_mode(inference_mode) def forward(self, is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, @@ -1221,116 +1167,6 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., return batch_losses - def _get_dataset_vecs(self, vids): - """ - Returns the vectors from Dataset for the given VIDs that has been - reshaped to be in the proper format for forward. - - Returns (vids, - is_categorical, - attr_idxs, - init_cat_idxs, - init_numvals, - init_nummasks, - domain_idxs, - domain_masks, - target_numvals, - cat_targets, - ) - """ - self._dataset.set_mode(inference_mode=True) - ds_tuples = [self._dataset[vid] for vid in vids] - self._dataset.set_mode(inference_mode=False) - - return tuple(map(torch.stack, list(zip(*ds_tuples)))) - - def get_context_vecs(self, vids): - """ - Returns (# of vids, embed_size) context DETACHED pytorch tensors for - the given VIDs. - """ - _, _, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, \ - _, _, _, _ = self._get_dataset_vecs(vids) - - # (# of vids, embed_size, 1) - context_vec = self._get_combined_init_vec(init_cat_idxs, init_numvals, init_nummasks, attr_idxs) - # (# of vids, embed_size) - return context_vec.squeeze(-1).detach() - - def get_target_vecs(self, vids): - """ - Returns ((1), (2), (3)) DETACHED pytorch vectors. - - - (1): (# of vids, max domain values, embed_size) the target - tensors for each domain value for each VID (CATEGORICAL cells). - - (2): (# of vids, max domain values, 1) the bias for the target vector - (CATEGORICAL cells). - - (3): (# of cats) indices of categorical cells. - - Note for each VID the domain target vectors are padded up to the maximum - domain size. - """ - _, is_categorical, attr_idxs, _, _, _, \ - domain_idxs, _, target_numvals, _ = self._get_dataset_vecs(vids) - - # (# of cats), (# of num) - cat_masks, num_masks = self._cat_num_masks(is_categorical) - - # (# of cats, max_cat_domain, embed_size) - target_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ - .view(*domain_idxs.shape, self._embed_size) - # (# of cats, max_cat_domain, 1) - target_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ - .view(*domain_idxs.shape, 1) - - # Zero out target vectors for numerical values for now since - # there is no concept of target vectors for numerical cells. - target_vecs[num_masks] = 0. - target_bias[num_masks] = 0. - - return target_vecs.detach(), target_bias.detach(), cat_masks.detach() - - # # Select target vector and bias for CATEGORICAL cells - # cat_vecs = torch.FloatTensor(0, self.max_cat_domain, self._embed_size) - # cat_bias = torch.FloatTensor(0, self.max_cat_domain, 1) - # if len(cat_masks): - # # (# of cats, max_cat_domain) - # domain_idxs = domain_idxs.index_select(0, cat_masks) - # # (# of cats, max_cat_domain, embed_size) - # cat_vecs = self.out_W.index_select(0, domain_idxs.view(-1))\ - # .view(*domain_idxs.shape, self._embed_size) - # # (# of cats, max_cat_domain, 1) - # cat_bias = self.out_B.index_select(0, domain_idxs.view(-1))\ - # .view(*domain_idxs.shape, 1) - # There is no "target vector" for NUMERICAL cells since we do - # pseudo-regression with the context vector. Ignore for now. - # # Select target vector and bias for NUMERICAL cells - # num_vecs = torch.FloatTensor(0, 1, self._embed_size) - # if len(num_masks): - # # (# of num, max num dim) - # target_numvals = target_numvals.index_select(0, num_masks) - - # # (# of num, 1) - # num_attr_idxs = self._num_attr_idxs(is_categorical, attr_idxs) - - # # (# of num, embed_size, max num dim) - # out_num_bases = self.out_num_bases.index_select(0, num_attr_idxs.view(-1)) - # # (# of num, max num dim) - # out_num_masks = self.out_num_masks.index_select(0, num_attr_idxs.view(-1)) - # # (# of num, embed_size, max num dim) - # out_num_bases.mul_(out_num_masks.unsqueeze(1)) - - # # (# of num, embed_size, 1) - # num_vecs = out_num_bases.matmul(target_numvals.unsqueeze(-1)) - # # (# of num, 1, embed_size) - # num_vecs = num_vecs.view(-1, 1, self._embed_size) - # return cat_vecs.detach(), \ - # cat_bias.detach(), \ - # num_vecs.detach() - def get_features(self, vids): """ Returns three tensors: @@ -1351,7 +1187,7 @@ def get_features(self, vids): mask_offset = 0 - self._dataset.set_mode(inference_mode=True) + self.set_mode(inference_mode=True) for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ domain_idxs, domain_masks, \ @@ -1386,7 +1222,7 @@ def get_features(self, vids): del cat_probas, num_predvals_masked - self._dataset.set_mode(inference_mode=False) + self.set_mode(inference_mode=False) return ret_cat_probas.detach(), ret_num_predvals.detach(), ret_is_categorical.detach() @@ -1642,7 +1478,7 @@ def predict_pp_batch(self, df=None): num_batches = math.ceil(df.shape[0] / batch_sz) logging.debug('%s: starting batched (# batches = %d, size = %d) prediction...', type(self).__name__, num_batches, batch_sz) - self._dataset.set_mode(inference_mode=True) + self.set_mode(inference_mode=True) # No gradients required. with torch.no_grad(): @@ -1682,6 +1518,6 @@ def predict_pp_batch(self, df=None): n_nums += 1 yield vid, False, pred_num - self._dataset.set_mode(inference_mode=False) + self.set_mode(inference_mode=False) logging.debug('%s: done batch prediction on %d categorical and %d numerical VIDs.', type(self).__name__, n_cats, n_nums) diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 8cd6163ad..323807fe4 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -25,6 +25,7 @@ class EmbeddingFeaturizer(Featurizer): """ DEFAULT_EPOCHS = 10 DEFAULT_BATCH_SIZE = 32 + DEFAULT_DROPOUT = 0. DEFAULT_LR = 0.05 DEFAULT_WEIGHT_LAMBDA = 0. @@ -37,6 +38,7 @@ def specific_setup(self): epochs = self.addn_kwargs.get('epochs', self.DEFAULT_EPOCHS) batch_size = self.addn_kwargs.get('batch_size', self.DEFAULT_BATCH_SIZE) + dropout_pct = self.addn_kwargs.get('dropout_pct', self.DEFAULT_DROPOUT) weight_lambda = self.addn_kwargs.get('weight_lambda', self.DEFAULT_WEIGHT_LAMBDA) learning_rate = self.addn_kwargs.get('learning_rate', self.DEFAULT_LR) numerical_attr_groups = self.addn_kwargs.get('numerical_attr_groups', None) @@ -54,6 +56,7 @@ def specific_setup(self): domain_df = self.ds.aux_table[AuxTables.cell_domain].df.sort_values('_vid_') self.embedding_model = TupleEmbedding(self.env, self.ds, domain_df, numerical_attr_groups=numerical_attr_groups, + dropout_pct=dropout_pct, learning_rate=learning_rate, validate_fpath=validate_fpath, validate_tid_col=validate_tid_col, From c0d7f0baa023fef6a2b6c6e006b518aedafdc62a Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 12 Jun 2019 00:46:38 -0400 Subject: [PATCH 40/48] Fixed calculation of num_batches in learning loop. --- repair/learn/learn.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/repair/learn/learn.py b/repair/learn/learn.py index 90c404aeb..2af30a6e2 100644 --- a/repair/learn/learn.py +++ b/repair/learn/learn.py @@ -143,7 +143,7 @@ def fit_model(self, X_train, Y_train, mask_train): epochs = self.env['epochs'] for epoch_idx in tqdm(range(1, epochs + 1)): cost = 0. - num_batches = X_train.shape[0] // batch_size + num_batches = (X_train.shape[0] + batch_size - 1) // batch_size for k in range(num_batches): start, end = k * batch_size, (k + 1) * batch_size cost += self.__train__(loss, optimizer, X_train[start:end], From aa2670443d4a45da6aef5ea730ab605e790753cc Mon Sep 17 00:00:00 2001 From: stoke Date: Mon, 17 Jun 2019 14:44:10 -0400 Subject: [PATCH 41/48] do not drop null inits cells with dom(len) <= 1 --- domain/domain.py | 4 ++-- domain/estimators/tuple_embedding.py | 5 ++++- 2 files changed, 6 insertions(+), 3 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index 21c50948b..6307d97fa 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -210,8 +210,8 @@ def generate_domain(self): # a domain (note that NULL is not included in the domain); # a random domain probably won't help us so # completely ignore this cell and continue. - if init_value == NULL_REPR: - continue + # if init_value == NULL_REPR: + # continue # Not enough domain values, we need to get some random # values (other than 'init_value') for training. However, diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 1eb3c096e..3d6b10637 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1202,7 +1202,10 @@ def get_features(self, vids): domain_idxs, domain_masks) - cat_probas = Softmax(dim=1)(cat_logits) + if cat_logits.nelement(): + cat_probas = Softmax(dim=1)(cat_logits) + else: + cat_probas = cat_logits # (# of cats), (# of num) cat_masks, num_masks = self._cat_num_masks(is_categorical) From cbd7dca869fe527508b07c73e73876e1816e2c1f Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 19 Jun 2019 02:24:39 -0400 Subject: [PATCH 42/48] Fixed z-scoring with 0 std and deleting e-notation numerical values. --- domain/estimators/tuple_embedding.py | 26 +++++++++++++------------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 3d6b10637..747704e0d 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -18,7 +18,7 @@ from ..estimator import Estimator from utils import NULL_REPR -NONNUMERICS = "[^0-9+-.]" +NONNUMERICS = "[^0-9+-.e]" def verify_numerical_attr_groups(dataset, numerical_attr_groups): """ @@ -141,7 +141,7 @@ def __init__(self, env, dataset, domain_df, self._num_attrs_std[num_attr] = temp[fil_notnull].astype(np.float).std(axis=0) temp[fil_notnull] = ((temp[fil_notnull].astype(np.float) \ - self._num_attrs_mean[num_attr]) \ - / self._num_attrs_std[num_attr]).astype(str) + / (self._num_attrs_std[num_attr] or 1.)).astype(str) self._raw_data[num_attr] = temp # Indexes assigned to attributes: first categorical then numerical. @@ -643,17 +643,17 @@ def __init__(self, env, dataset, domain_df, self._embed_size) raise Exception() # Convert non numerical init values in numerical attributes with _nan_. - if self._numerical_attrs is not None: - fil_attr = self.domain_df['attribute'].isin(self._numerical_attrs) - fil_notnull = self.domain_df['weak_label'] != NULL_REPR - fil_notnumeric = self.domain_df['weak_label'].str.contains(NONNUMERICS) - bad_numerics = fil_attr & fil_notnull & fil_notnumeric - if bad_numerics.sum(): - self.domain_df.loc[bad_numerics, 'weak_label'] = NULL_REPR - logging.warning('%s: replaced %d non-numerical values in DOMAIN as "%s" (NULL)', - type(self).__name__, - bad_numerics.sum(), - NULL_REPR) + # if self._numerical_attrs is not None: + # fil_attr = self.domain_df['attribute'].isin(self._numerical_attrs) + # fil_notnull = self.domain_df['weak_label'] != NULL_REPR + # fil_notnumeric = self.domain_df['weak_label'].str.contains(NONNUMERICS) + # bad_numerics = fil_attr & fil_notnull & fil_notnumeric + # if bad_numerics.sum(): + # self.domain_df.loc[bad_numerics, 'weak_label'] = NULL_REPR + # logging.warning('%s: replaced %d non-numerical values in DOMAIN as "%s" (NULL)', + # type(self).__name__, + # bad_numerics.sum(), + # NULL_REPR) # Remove domain for numerical attributes. fil_numattr = self.domain_df['attribute'].isin(self._numerical_attrs) From aea74a5e28623ef3d7474c7c3e5ab489a4a5055c Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 19 Jun 2019 20:09:18 -0400 Subject: [PATCH 43/48] Do not quantize if bins > unique. --- dataset/quantization.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/dataset/quantization.py b/dataset/quantization.py index 393a993ac..653d6e078 100644 --- a/dataset/quantization.py +++ b/dataset/quantization.py @@ -32,9 +32,11 @@ def quantize_km(env, df_raw, num_attr_groups_bins): # Matrix of possibly n-dimension values X_attrs = df_group.values.astype(np.float) - n_clusters = min(bins, np.unique(X_attrs, axis=0).shape[0]) + if bins >= np.unique(X_attrs, axis=0).shape[0]: + # No need to quantize since more bins than unique values. + continue - km = KMeans(n_clusters=n_clusters) + km = KMeans(n_clusters=bins) km.fit(X_attrs) label_pred = km.labels_ From 05f04bf2b284b3d18eafb1b9a0e0f61cb0e85378 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sat, 22 Jun 2019 01:10:50 -0400 Subject: [PATCH 44/48] Fixed some things in domain. --- domain/domain.py | 16 ++++++++-------- domain/estimators/tuple_embedding.py | 16 ---------------- tests/start_test.sh | 2 +- 3 files changed, 9 insertions(+), 25 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index 6307d97fa..fcad07958 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -206,12 +206,10 @@ def generate_domain(self): cell_status = CellStatus.NOT_SET.value if len(dom) <= 1: - # Initial value is NULL and we cannot come up with - # a domain (note that NULL is not included in the domain); - # a random domain probably won't help us so - # completely ignore this cell and continue. - # if init_value == NULL_REPR: - # continue + # Initial value is NULL and we cannot come up with + # a domain (note that NULL is not included in the domain) + if init_value == NULL_REPR and len(dom) == 0: + continue # Not enough domain values, we need to get some random # values (other than 'init_value') for training. However, @@ -224,8 +222,10 @@ def generate_domain(self): # point to run inference on it since we cannot even generate # a random domain. Therefore, we just ignore it from the # final tensor. - # if len(rand_dom_values) == 0: - # continue + # We do not drop NULL cells since we stil have to repair them + # with their 1 domain value. + if init_value != NULL_REPR and len(rand_dom_values) == 0: + continue # Otherwise, just add the random domain values to the domain # and set the cell status accordingly. diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 747704e0d..bb32972d3 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -642,18 +642,6 @@ def __init__(self, env, dataset, domain_df, max(list(map(len, numerical_attr_groups)) or [0]), self._embed_size) raise Exception() - # Convert non numerical init values in numerical attributes with _nan_. - # if self._numerical_attrs is not None: - # fil_attr = self.domain_df['attribute'].isin(self._numerical_attrs) - # fil_notnull = self.domain_df['weak_label'] != NULL_REPR - # fil_notnumeric = self.domain_df['weak_label'].str.contains(NONNUMERICS) - # bad_numerics = fil_attr & fil_notnull & fil_notnumeric - # if bad_numerics.sum(): - # self.domain_df.loc[bad_numerics, 'weak_label'] = NULL_REPR - # logging.warning('%s: replaced %d non-numerical values in DOMAIN as "%s" (NULL)', - # type(self).__name__, - # bad_numerics.sum(), - # NULL_REPR) # Remove domain for numerical attributes. fil_numattr = self.domain_df['attribute'].isin(self._numerical_attrs) @@ -739,9 +727,6 @@ def __init__(self, env, dataset, domain_df, self.in_num_w1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size, self._embed_size)) self.in_num_bias1 = torch.nn.Parameter(torch.zeros(self._n_num_attr_groups, self._embed_size)) - # out_num_zeros_vecs may not be necessary - self.out_num_zero_vecs = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size)) - self.out_num_bases = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._max_num_dim)) # Non-linearity for combined_init for each numerical attr self.out_num_w1 = torch.nn.Parameter(torch.zeros(self._n_train_num_attrs, self._embed_size, self._embed_size)) @@ -783,7 +768,6 @@ def __init__(self, env, dataset, domain_df, torch.nn.init.xavier_uniform_(self.in_num_bias1) if self._n_train_num_attrs > 0: - torch.nn.init.xavier_uniform_(self.out_num_zero_vecs) torch.nn.init.xavier_uniform_(self.out_num_bases) torch.nn.init.xavier_uniform_(self.out_num_w1) torch.nn.init.xavier_uniform_(self.out_num_bias1) diff --git a/tests/start_test.sh b/tests/start_test.sh index c69227ea7..3399530cb 100755 --- a/tests/start_test.sh +++ b/tests/start_test.sh @@ -5,4 +5,4 @@ source ../set_env.sh # Launch tests. echo "Launching tests..." -pytest -n 1 +pytest From 6e53187db4fdc8ef4781d5dd3a177a53784a950d Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Thu, 4 Jul 2019 01:56:46 -0400 Subject: [PATCH 45/48] Added repair w/ validation set and removed multiple correct values in evaluation. --- domain/estimators/tuple_embedding.py | 2 +- evaluate/eval.py | 16 ++++++------ holoclean.py | 39 +++++++++++++++++++++++++++- repair/learn/learn.py | 29 ++++++++++----------- repair/repair.py | 26 ++++++++++++++++++- 5 files changed, 86 insertions(+), 26 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index bb32972d3..bd73b96a5 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -1375,7 +1375,7 @@ def validate(self): def calc_rmse(df_filter): if df_filter.sum() == 0: return 0 - X_cor = df_res.loc[df_filter, '_value_'].apply(lambda arr: arr[0]).values.astype(np.float) + X_cor = df_res.loc[df_filter, '_value_'].apply(lambda arr: arr[0] if arr[0] != '_nan_' else 0.).values.astype(np.float) X_inferred = df_res.loc[df_filter, 'inferred_val'].values.astype(np.float) assert X_cor.shape == X_inferred.shape return np.sqrt(np.mean((X_cor - X_inferred) ** 2)) diff --git a/evaluate/eval.py b/evaluate/eval.py index 0f6839b2c..cb1315c9e 100644 --- a/evaluate/eval.py +++ b/evaluate/eval.py @@ -22,7 +22,7 @@ 'FROM "$init_table" as t1, "$grdt_table" as t2 ' \ 'WHERE t1._tid_ = t2._tid_ ' \ ' AND t2._attribute_ = \'$attr\' ' \ - ' AND NOT t1."$attr" = ANY(string_to_array(regexp_replace(t2._value_,\'[{\"\"}]\',\'\',\'gi\'),\'|\'))') + ' AND t1."$attr" != t2._value_') """ The 'errors' aliased subquery returns the (_tid_, _attribute_, _value_) @@ -39,10 +39,10 @@ ' FROM "$init_table" as t1, "$grdt_table" as t2 ' ' WHERE t1._tid_ = t2._tid_ ' ' AND t2._attribute_ = \'$attr\' ' - ' AND NOT t1."$attr" = ANY(string_to_array(regexp_replace(t2._value_,\'[{\"\"}]\',\'\',\'gi\'),\'|\'))) as errors, "$inf_dom" as repairs ' + ' AND t1."$attr" != t2._value_) as errors, "$inf_dom" as repairs ' 'WHERE errors._tid_ = repairs._tid_ ' ' AND errors._attribute_ = repairs.attribute ' - ' AND repairs.rv_value = ANY(string_to_array(regexp_replace(errors._value_,\'[{\"\"}]\',\'\',\'gi\'),\'|\'))') + ' AND repairs.rv_value = errors._value_') """ @@ -219,7 +219,7 @@ def compute_total_repairs_grdt(self, attr=None): query = """ SELECT - (t1.init_value = ANY(string_to_array(regexp_replace(t3._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) AS is_correct, + t1.init_value = t3._value_ AS is_correct, count(*) FROM "{}" as t1, "{}" as t2, "{}" as t3 WHERE t1._tid_ = t2._tid_ @@ -304,7 +304,7 @@ def compute_detected_errors(self, attr=None): " WHERE t1._tid_ = t2._tid_ " \ " AND t1._cid_ = t3._cid_ " \ " AND t1.attribute = t2._attribute_ " \ - " AND NOT t1.init_value = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\')) " \ + " AND t1.init_value != t2._value_" \ " AND {}) AS t".format(AuxTables.cell_domain.name, self.clean_data.name, AuxTables.dk_cells.name, @@ -415,10 +415,10 @@ def log_weak_label_stats(self): select (t3._tid_ is NULL) as clean, (t1.fixed) as status, - (t1.init_value = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) as init_eq_grdth, - (t1.weak_label = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) as wl_eq_grdth, + (t1.init_value = t2._value_) as init_eq_grdth, + (t1.weak_label = t2._value_) as wl_eq_grdth, (t1.weak_label = t4.rv_value) as wl_eq_infer, - (t4.rv_value = ANY(string_to_array(regexp_replace(t2._value_,\'[{{\"\"}}]\',\'\',\'gi\'),\'|\'))) as infer_eq_grdth, + (t4.rv_value = t2._value_) as infer_eq_grdth, count(*) as count from "{cell_domain}" as t1, diff --git a/holoclean.py b/holoclean.py index c8ca8b761..c13b06a5a 100644 --- a/holoclean.py +++ b/holoclean.py @@ -405,13 +405,50 @@ def run_estimator(self): self.domain_engine.run_estimator() def repair_errors(self, featurizers): + return self._repair_errors(featurizers) + + def repair_validate_errors(self, featurizers, fpath, tid_col, attr_col, + val_col, validate_period, na_values=None): + return self._repair_errors(featurizers, fpath, tid_col, attr_col, + val_col, na_values, validate_period) + + def _repair_errors(self, featurizers, fpath=None, + tid_col=None, attr_col=None, val_col=None, na_values=None, + validate_period=None): + """ + Repair errors and optionally runs validation set per epoch. + + Must specify the following parameters if validation required: + + :param fpath: (str) filepath to test set (ground truth) CSV file. + :param tid_col: (str) column in CSV that corresponds to the TID. + :param attr_col: (str) column in CSV that corresponds to the attribute. + :param val_col: (str) column in CSV that corresponds to correct value + for the current TID and attribute (i.e. cell). + :param na_values: (Any) how na_values are represented in the data. + :param validate_period: (int) perform validation every nth epoch. + """ status, feat_time = self.repair_engine.setup_featurized_ds(featurizers) logging.info(status) logging.debug('Time to featurize data: %.2f secs', feat_time) status, setup_time = self.repair_engine.setup_repair_model() logging.info(status) logging.debug('Time to setup repair model: %.2f secs', feat_time) - status, fit_time = self.repair_engine.fit_repair_model() + + # If validation fpath provided, fit and validate + if fpath is None: + status, fit_time = self.repair_engine.fit_repair_model() + else: + # Set up validation set + name = self.ds.raw_data.name + '_clean' + status, load_time = self.eval_engine.load_data(name, fpath, + tid_col, attr_col, val_col, na_values=na_values) + logging.info(status) + logging.debug('Time to evaluate repairs: %.2f secs', load_time) + + status, fit_time = self.repair_engine.fit_validate_repair_model(self.eval_engine, + validate_period) + logging.info(status) logging.debug('Time to fit repair model: %.2f secs', fit_time) status, infer_time = self.repair_engine.infer_repairs() diff --git a/repair/learn/learn.py b/repair/learn/learn.py index 2af30a6e2..f84bc1416 100644 --- a/repair/learn/learn.py +++ b/repair/learn/learn.py @@ -120,33 +120,32 @@ def __init__(self, env, feat_info, max_domain, bias=False, layer_sizes=[1]): bias=bias, layer_sizes=layer_sizes) self.featurizer_weights = {} - def fit_model(self, X_train, Y_train, mask_train): - """ - X_train: (batch, # of classes (domain size), total # of features) - Y_train: (batch, 1) - mask_train: (batch, # of classes) - """ - loss = torch.nn.CrossEntropyLoss() + self.loss = torch.nn.CrossEntropyLoss() trainable_parameters = filter(lambda p: p.requires_grad, self.model.parameters()) if self.env['optimizer'] == 'sgd': - optimizer = optim.SGD(trainable_parameters, + self.optimizer = optim.SGD(trainable_parameters, lr=self.env['learning_rate'], momentum=self.env['momentum'], weight_decay=self.env['weight_decay']) else: - optimizer = optim.Adam(trainable_parameters, + self.optimizer = optim.Adam(trainable_parameters, lr=self.env['learning_rate'], weight_decay=self.env['weight_decay']) + def fit_model(self, X_train, Y_train, mask_train, epochs): + """ + X_train: (batch, # of classes (domain size), total # of features) + Y_train: (batch, 1) + mask_train: (batch, # of classes) + """ batch_size = self.env['batch_size'] - epochs = self.env['epochs'] for epoch_idx in tqdm(range(1, epochs + 1)): cost = 0. num_batches = (X_train.shape[0] + batch_size - 1) // batch_size for k in range(num_batches): start, end = k * batch_size, (k + 1) * batch_size - cost += self.__train__(loss, optimizer, X_train[start:end], + cost += self.__train__(X_train[start:end], Y_train[start:end], mask_train[start:end]) @@ -164,7 +163,7 @@ def infer_values(self, X_pred, mask_pred): output = self.__predict__(X_pred, mask_pred) return output - def __train__(self, loss, optimizer, X_train, Y_train, mask_train): + def __train__(self, X_train, Y_train, mask_train): """ X_train: (batch, # of classes (domain size), total # of features) Y_train: (batch, 1) @@ -183,11 +182,11 @@ def __train__(self, loss, optimizer, X_train, Y_train, mask_train): # index of the correct class ('class' = max domain) # fx is a tensor of length 'class' the linear activation going in the # softmax. - output = loss.forward(fx, Y_train.squeeze(1)) + output = self.loss.forward(fx, Y_train.squeeze(1)) - optimizer.zero_grad() + self.optimizer.zero_grad() output.backward() - optimizer.step() + self.optimizer.step() cost = output.item() return cost diff --git a/repair/repair.py b/repair/repair.py index 49ff18fe0..785114fd0 100644 --- a/repair/repair.py +++ b/repair/repair.py @@ -37,7 +37,31 @@ def fit_repair_model(self): tic = time.clock() X_train, Y_train, mask_train = self.feat_dataset.get_training_data() logging.info('training with %d training examples (cells)', X_train.shape[0]) - self.repair_model.fit_model(X_train, Y_train, mask_train) + self.repair_model.fit_model(X_train, Y_train, mask_train, self.env['epochs']) + toc = time.clock() + status = "DONE training repair model." + train_time = toc - tic + return status, train_time + + def fit_validate_repair_model(self, eval_engine, validate_period): + tic = time.clock() + X_train, Y_train, mask_train = self.feat_dataset.get_training_data() + logging.info('training with %d training examples (cells)', X_train.shape[0]) + + # Training loop + for epoch_idx in range(1, self.env['epochs']+1): + logging.info("Repair and validate epoch %d of %d", epoch_idx, self.env['epochs']) + self.repair_model.fit_model(X_train, Y_train, mask_train, 1) + + if epoch_idx % validate_period == 0: + logging.info("Running validation") + self.infer_repairs() + report, _, _ = eval_engine.eval_report() + logging.info(report) + logging.info("Feature weights:") + weights, _ = self.get_featurizer_weights() + logging.info(weights) + toc = time.clock() status = "DONE training repair model." train_time = toc - tic From ad0bd4c26195421bdc418e4c0903d596438aca78 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Fri, 19 Jul 2019 19:55:29 -0400 Subject: [PATCH 46/48] Fixed domain generation to include single value cells in domain. --- domain/domain.py | 24 ++++++++-------------- domain/estimators/tuple_embedding.py | 12 +++++------ repair/featurize/embeddingfeat.py | 28 -------------------------- repair/featurize/featurized_dataset.py | 2 +- repair/learn/learn.py | 6 +++++- 5 files changed, 20 insertions(+), 52 deletions(-) diff --git a/domain/domain.py b/domain/domain.py index fcad07958..1b97871e4 100644 --- a/domain/domain.py +++ b/domain/domain.py @@ -151,7 +151,7 @@ def get_corr_attributes(self, attr, thres): attr_correlations = self.correlations[attr] return sorted([corr_attr for corr_attr, corr_strength in attr_correlations.items() - if corr_attr != attr and corr_strength > thres]) + if corr_attr != attr and corr_strength >= thres]) def generate_domain(self): """ @@ -214,18 +214,10 @@ def generate_domain(self): # Not enough domain values, we need to get some random # values (other than 'init_value') for training. However, # this might still get us zero domain values. - rand_dom_values = self.get_random_domain(attr, init_value) - - # rand_dom_values might still be empty. In this case, - # there are no other possible values for this cell. There - # is not point to use this cell for training and there is no - # point to run inference on it since we cannot even generate - # a random domain. Therefore, we just ignore it from the - # final tensor. - # We do not drop NULL cells since we stil have to repair them - # with their 1 domain value. - if init_value != NULL_REPR and len(rand_dom_values) == 0: - continue + rand_dom_values = self.get_random_domain(attr, dom) + + # We still want to add cells with only 1 single value and no + # additional random domain # they are required in the output. # Otherwise, just add the random domain values to the domain # and set the cell status accordingly. @@ -330,16 +322,16 @@ def get_domain_cell(self, attr, row): return init_value, init_value_idx, domain_lst - def get_random_domain(self, attr, cur_value): + def get_random_domain(self, attr, cur_dom): """ get_random_domain returns a random sample of at most size - 'self.max_sample' of domain values for 'attr' that is NOT 'cur_value'. + 'self.max_sample' of domain values for 'attr' that is NOT in 'cur_dom'. """ domain_pool = set(self.single_stats[attr].keys()) # We should not have any NULLs since we do not keep track of their # counts. assert NULL_REPR not in domain_pool - domain_pool.discard(cur_value) + domain_pool = domain_pool.difference(cur_dom) domain_pool = sorted(list(domain_pool)) size = len(domain_pool) if size > 0: diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index bd73b96a5..3054bd9ad 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -537,10 +537,10 @@ def __len__(self): return len(self.iter) class VidSampler(Sampler): - def __init__(self, domain_df, raw_df, numerical_attr_groups, + def __init__(self, domain_df, raw_df, num_attrs, numerical_attr_groups, shuffle=True, train_only_clean=False): - # No NULL targets - domain_df = domain_df[domain_df['weak_label'] != NULL_REPR] + # No NULL categorical targets + domain_df = domain_df[domain_df['attribute'].isin(num_attrs) | (domain_df['weak_label'] != NULL_REPR)] # No NULL values in each cell's numerical group (all must be non-null # since target_numvals requires all numerical values. @@ -557,7 +557,7 @@ def group_notnull(row): return all(raw_data_dict[tid][attr] != NULL_REPR for attr in attr_to_group[cur_attr]) fil_notnull = domain_df.apply(group_notnull, axis=1) - if sum(fil_notnull) < domain_df.shape[0]: + if domain_df.shape[0] and sum(fil_notnull) < domain_df.shape[0]: logging.warning('dropping %d targets where target\'s numerical group contain NULLs', domain_df.shape[0] - sum(fil_notnull)) domain_df = domain_df[fil_notnull] @@ -646,7 +646,7 @@ def __init__(self, env, dataset, domain_df, fil_numattr = self.domain_df['attribute'].isin(self._numerical_attrs) # Memoize max domain size for numerical attribue for padding later. - self.max_domain = self.domain_df['domain_size'].max() + self.max_domain = int(self.domain_df['domain_size'].max()) self.domain_df.loc[fil_numattr, 'domain'] = '' self.domain_df.loc[fil_numattr, 'domain_size'] = 0 # Remove categorical domain/training cells without a domain @@ -1064,7 +1064,7 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., # Returns VIDs to train on. sampler = VidSampler(self.domain_df, self.ds.get_raw_data(), - self._numerical_attr_groups, + self._numerical_attrs, self._numerical_attr_groups, shuffle=shuffle, train_only_clean=train_only_clean) logging.debug("%s: training (lambda = %f) on %d cells (%d cells in total) in:\n1) %d categorical columns: %s\n2) %d numerical columns: %s", diff --git a/repair/featurize/embeddingfeat.py b/repair/featurize/embeddingfeat.py index 323807fe4..7d86f308f 100644 --- a/repair/featurize/embeddingfeat.py +++ b/repair/featurize/embeddingfeat.py @@ -89,34 +89,6 @@ def create_tensor(self): vids = domain_df['_vid_'] - # # (# of vids, embed_size) - # context_vecs = self.embedding_model.get_context_vecs(vids) - # # (# of vids, max_cat_domain, embed_size), (# of vids, max_cat_domain, 1), (# of cats) - # target_vecs, target_bias, cat_masks = self.embedding_model.get_target_vecs(vids) - # # (# of vids, max_cat_domain, embed_size) - # context_vecs = context_vecs.unsqueeze(1).expand(-1, target_vecs.shape[1], -1) - - # # Verify the non-zero target_vectors correspond to the # of domain - # # values actually in each VID. - # # Note we omit the bias since the bias is 0 for numerical values. - # assert ((target_vecs.index_select(0, cat_masks) != 0).all(dim=2).sum(dim=1).detach().numpy() - # == domain_df.iloc[cat_masks.numpy()]['domain_size'].values).all() - - # # (# of vids, max_cat_domain, 1) - # logits = (target_vecs * context_vecs).sum(dim=-1, keepdim=True) + target_bias - # # Logits without an actual domain value needs to be negative large number - # logits[(target_vecs == 0.).all(dim=-1, keepdim=True)] = -1e9 - - # # (# of vids, max_cat_domain, 1) - # probs = Softmax(dim=1)(logits) - - # # (# of vids, max domain, 1) - # pad_len = self.embedding_model.max_domain - self.embedding_model.max_cat_domain - # if pad_len: - # # do not pad the last dimension but pad 2nd last diemsnion - # probs = F.pad(probs, pad=(0,0,0,pad_len), mode='constant', value=0.) - # return probs - # (# of vids, max_cat_domain), (# of vids, 1), (# of vids, 1) cat_probas, num_predvals, is_categorical = self.embedding_model.get_features(vids) diff --git a/repair/featurize/featurized_dataset.py b/repair/featurize/featurized_dataset.py index 3f99dcf4b..8d0f48bce 100644 --- a/repair/featurize/featurized_dataset.py +++ b/repair/featurize/featurized_dataset.py @@ -79,7 +79,7 @@ def generate_weak_labels(self): cell_status=CellStatus.NOT_SET.value) res = self.ds.engine.execute_query(query) if len(res) == 0: - raise Exception("No weak labels available. Reduce pruning threshold.") + logging.warning("No weak labels available. Reduce pruning threshold.") labels = -1 * torch.ones(self.total_vars, 1).type(torch.LongTensor) is_clean = torch.zeros(self.total_vars, 1).type(torch.LongTensor) for tuple in tqdm(res): diff --git a/repair/learn/learn.py b/repair/learn/learn.py index f84bc1416..4dcf9c3a7 100644 --- a/repair/learn/learn.py +++ b/repair/learn/learn.py @@ -80,6 +80,10 @@ def forward(self, X, index, mask): index: (batch) mask: (batch, # of classes) """ + if X.shape[0] == 0: + logging.warning("performing forward pass with no samples") + return torch.zeros(0, X.shape[1]) + # Multiply through the first layer. # (batch, # of classes, layers_size[0]) output = X.matmul(torch.cat([t for t in self.first_layer_weights], @@ -155,7 +159,7 @@ def fit_model(self, X_train, Y_train, mask_train, epochs): Y_pred = self.__predict__(X_train, mask_train) Y_assign = Y_pred.data.numpy().argmax(axis=1) logging.debug("Epoch %d, cost = %f, acc = %.2f%%", - epoch_idx, cost / num_batches, + epoch_idx, cost / max(num_batches, 1), 100. * np.mean(Y_assign == grdt)) def infer_values(self, X_pred, mask_pred): From 59b4e3fac80537dbdaf7ac1c43f1a48bd9498663 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Wed, 24 Jul 2019 20:32:08 -0400 Subject: [PATCH 47/48] Handle untrained context values properly and added code for domain co-occurrence in tupleembedding. --- domain/estimators/tuple_embedding.py | 133 +++++++++++++++++++++------ 1 file changed, 105 insertions(+), 28 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 3054bd9ad..58d524757 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -109,6 +109,7 @@ def __init__(self, env, dataset, domain_df, # Attributes to derive context from self._init_cat_attrs, self._init_num_attrs = self._split_cat_num_attrs(self._all_attrs) self._n_init_cat_attrs, self._n_init_num_attrs = len(self._init_cat_attrs), len(self._init_num_attrs) + self._n_init_attrs = len(self._all_attrs) logging.debug('%s: init categorical attributes: %s', type(self).__name__, self._init_cat_attrs) @@ -129,7 +130,16 @@ def __init__(self, env, dataset, domain_df, self._train_num_attrs) # Make copy of raw data + # Quantized data is used for co-occurrence statistics in the last layer + # for categorical targets. self._raw_data = self.ds.get_raw_data().copy() + self._qtized_raw_data = self.ds.get_quantized_data() if self.ds.do_quantization else self._raw_data + self._raw_data_dict = self._raw_data.set_index('_tid_').to_dict('index') + self._qtized_raw_data_dict = self._qtized_raw_data.set_index('_tid_').to_dict('index') + + # Statistics for cooccurrences. + _, self._single_stats, self._pair_stats = self.ds.get_statistics() + # Keep track of mean + std to un-normalize during prediction self._num_attrs_mean = {} self._num_attrs_std = {} @@ -144,7 +154,8 @@ def __init__(self, env, dataset, domain_df, / (self._num_attrs_std[num_attr] or 1.)).astype(str) self._raw_data[num_attr] = temp - # Indexes assigned to attributes: first categorical then numerical. + # Indexes assigned to attributes: FIRST categorical THEN numerical. + # (this order is important since we shift the numerical idxs). self._init_attr_idxs = {attr: idx for idx, attr in enumerate(self._init_cat_attrs + self._init_num_attrs)} self._train_attr_idxs = {attr: idx for idx, attr in enumerate(self._train_cat_attrs + self._train_num_attrs)} @@ -155,6 +166,11 @@ def __init__(self, env, dataset, domain_df, # Assign index for every unique value-attr (train/possible values, target) self._train_val_idxs = {attr: {} for attr in self._train_cat_attrs} + # Initial categorical values we've seen during training. Otherwise + # we need to zero out the associated embedding since un-seen initial + # values will have garbage embeddings. + self._seen_init_cat_vals = {attr: set() for attr in self._init_cat_attrs} + # Reserve the 0th index as placeholder for padding in domain_idx and # for NULL values. cur_init_idx = 1 @@ -210,8 +226,6 @@ def __init__(self, env, dataset, domain_df, self.n_init_vals = cur_init_idx self.n_train_vals = cur_train_idx - self._raw_data_dict = self._raw_data.set_index('_tid_').to_dict('index') - self._vid_to_idx = {vid: idx for idx, vid in enumerate(domain_df['_vid_'].values)} self._train_records = domain_df[['_vid_', '_tid_', 'attribute', 'init_value', 'init_index', @@ -236,6 +250,8 @@ def _init_dummies(self): dtype=torch.float) self._dummy_domain_idxs = torch.zeros(self.max_cat_domain, dtype=torch.long) + self._dummy_domain_cooccur = torch.zeros(self.max_cat_domain, self._n_init_attrs, + dtype=torch.float) self._dummy_target_numvals = torch.zeros(self._max_num_dim, dtype=torch.float) self._dummy_cat_target = torch.LongTensor([-1]) @@ -298,6 +314,33 @@ def _get_domain_idxs(self, idx): return self._domain_idxs[idx] + def _get_domain_cooccur_probs(self, idx): + """ + Returns co-occurrence probability for every domain value with every + initial context value (categorical and numerical (quantized)). + + Returns (max_cat_domain, # of init attrs) tensor. + """ + cur = self._train_records[idx] + + cooccur_probs = torch.zeros(self.max_cat_domain, + self._n_init_attrs, + dtype=torch.float) + + # Compute co-occurrence statistics. + for attr_idx, attr in enumerate(self._all_attrs): + ctx_val = self._qtized_raw_data_dict[cur['_tid_']][attr] + if attr == cur['attribute'] or ctx_val == NULL_REPR or \ + ctx_val not in self._pair_stats[attr][cur['attribute']]: + continue + + denom = self._single_stats[attr][ctx_val] + for dom_idx, dom_val in enumerate(cur['domain']): + numer = self._pair_stats[attr][cur['attribute']][ctx_val].get(dom_val, 0.) + cooccur_probs[dom_idx,attr_idx] = numer / denom + + return cooccur_probs + def _get_target_numvals(self, idx): if not self.memoize or idx not in self._target_numvals: cur = self._train_records[idx] @@ -338,9 +381,21 @@ def _get_init_cat_idxs(self, idx): if not self.memoize or idx not in self._init_cat_idxs: cur = self._train_records[idx] - init_cat_idxs = torch.LongTensor([self._init_val_idxs[attr][self._raw_data_dict[cur['_tid_']][attr]] - if attr != cur['attribute'] else 0 - for attr in self._init_cat_attrs]) + init_cat_idxs = [] + for attr in self._init_cat_attrs: + ctx_val = self._raw_data_dict[cur['_tid_']][attr] + # If the context attribute is the current target attribute + # we use the 0-vector. + # If we are in inference mode, we need to ensure we've seen + # the context value before, otherwise we assign the 0-vector. + if attr == cur['attribute'] or \ + (self.inference_mode and \ + ctx_val not in self._seen_init_cat_vals[attr]): + init_cat_idxs.append(0) + continue + self._seen_init_cat_vals[attr].add(ctx_val) + init_cat_idxs.append(self._init_val_idxs[attr][ctx_val]) + init_cat_idxs = torch.LongTensor(init_cat_idxs) if not self.memoize: return init_cat_idxs @@ -460,6 +515,9 @@ def __getitem__(self, vid): # Categorical VID if cur['attribute'] in self._train_cat_attrs: domain_idxs, domain_mask, target = self._get_cat_domain_target(idx) + # TODO(richardwu): decide if we care about co-occurrence probabilities or not. + # domain_cooccur = self._get_domain_cooccur_probs(idx) + domain_cooccur = self._dummy_domain_cooccur return vid, \ is_categorical, \ attr_idx, \ @@ -468,6 +526,7 @@ def __getitem__(self, vid): init_nummask, \ domain_idxs, \ domain_mask, \ + domain_cooccur, \ self._dummy_target_numvals, \ target @@ -481,6 +540,7 @@ def __getitem__(self, vid): init_nummask, \ self._dummy_domain_idxs, \ self._dummy_domain_mask, \ + self._dummy_domain_cooccur, \ target_numvals, \ self._dummy_cat_target @@ -498,6 +558,7 @@ def _state_attrs(self): return ['_vid_to_idx', '_train_records', '_raw_data_dict', + '_qtized_raw_data_dict', 'max_cat_domain', '_max_num_dim', '_init_val_idxs', @@ -691,7 +752,7 @@ def __init__(self, env, dataset, domain_df, self._n_init_cat_attrs = self._dataset._n_init_cat_attrs self._n_init_num_attrs = self._dataset._n_init_num_attrs - self._n_init_attrs = self._n_init_cat_attrs + self._n_init_num_attrs + self._n_init_attrs = self._dataset._n_init_attrs self._n_train_cat_attrs = self._dataset._n_train_cat_attrs self._n_train_num_attrs = self._dataset._n_train_num_attrs @@ -756,6 +817,11 @@ def __init__(self, env, dataset, domain_df, self.attr_W = torch.nn.Parameter(torch.zeros(self._n_train_attrs, self._n_init_cat_attrs + self._n_num_attr_groups)) + # Weights for 1) embedding score and 2) co-occurrence probabilities + # for categorical domain values. + self.cat_feat_W = torch.nn.Parameter(torch.zeros(self._n_train_attrs, + 1 + self._n_init_attrs, 1)) + # Initialize all but the first 0th vector embedding (reserved). torch.nn.init.xavier_uniform_(self.in_W[1:]) torch.nn.init.xavier_uniform_(self.out_W[1:]) @@ -773,6 +839,7 @@ def __init__(self, env, dataset, domain_df, torch.nn.init.xavier_uniform_(self.out_num_bias1) torch.nn.init.xavier_uniform_(self.attr_W) + torch.nn.init.xavier_uniform_(self.cat_feat_W) self._cat_loss = CrossEntropyLoss() # TODO: we use MSE loss for all numerical attributes for now. @@ -911,27 +978,35 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att # (batch, embed size, 1) return combined_init - def _cat_forward(self, combined_init, domain_idxs, domain_masks): + def _cat_forward(self, combined_init, cat_attr_idxs, domain_idxs, domain_masks, domain_cooccur): """ combined_init: (batch, embed size, 1) + cat_attr_idxs: (batch, 1) domain_idxs: (batch, max domain) domain_masks: (batch, max domain) + domain_cooccur: (batch, max domain, # of init attrs) Returns logits: (batch, max domain) """ # (batch, max domain, embed size) domain_vecs = self.out_W.index_select(0, domain_idxs.view(-1)).view(*domain_idxs.shape, self._embed_size) - # (batch, max domain, 1) - logits = domain_vecs.matmul(combined_init) - + embed_prods = domain_vecs.matmul(combined_init) # (batch, max domain, 1) domain_biases = self.out_B.index_select(0, domain_idxs.view(-1)).view(*domain_idxs.shape, 1) - # (batch, max domain, 1) - logits.add_(domain_biases) - # (batch, max domain) - logits = logits.squeeze(-1) + embed_prods.add_(domain_biases) + + logits = embed_prods.squeeze(-1) + + # # (batch, max domain, 1 + # of init attrs) + # domain_feats = torch.cat([embed_prods, domain_cooccur], dim=-1) + + # # (batch, 1 + # of init attrs, 1) + # cat_feat_W = self.cat_feat_W.index_select(0, cat_attr_idxs.view(-1)).view(domain_feats.shape[0], + # *self.cat_feat_W.shape[1:]) + # # (batch, max domain) + # logits = domain_feats.matmul(cat_feat_W).squeeze(-1) # Add mask to void out-of-domain indexes # (batch, max domain) @@ -989,12 +1064,9 @@ def set_mode(self, inference_mode): def forward(self, is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks): + domain_idxs, domain_masks, domain_cooccur): """ Performs one forward pass. - - is_categorical: (batch, 1) - attr_idxs: (batch, 1) """ # (batch, embed size, 1) combined_init = self._get_combined_init_vec(init_cat_idxs, init_numvals, @@ -1005,12 +1077,15 @@ def forward(self, is_categorical, attr_idxs, cat_logits = torch.empty(0, self.max_cat_domain) if len(cat_mask): - cat_combined_init, domain_idxs, domain_masks = \ + cat_combined_init, cat_attr_idxs, domain_idxs, domain_masks, domain_cooccur = \ combined_init[cat_mask], \ + attr_idxs[cat_mask], \ domain_idxs[cat_mask], \ - domain_masks[cat_mask] + domain_masks[cat_mask], \ + domain_cooccur[cat_mask] # (# of cat VIDs, max_cat_domain) - cat_logits = self._cat_forward(cat_combined_init, domain_idxs, domain_masks) + cat_logits = self._cat_forward(cat_combined_init, cat_attr_idxs, domain_idxs, + domain_masks, domain_cooccur) pred_numvals = torch.empty(0, self._max_num_dim) if len(num_mask): @@ -1092,13 +1167,13 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, \ + domain_idxs, domain_masks, domain_cooccur, \ target_numvals, cat_targets \ in tqdm(DataLoader(self._dataset, batch_size=batch_size, sampler=sampler)): cat_preds, numval_preds = self.forward(is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks) + domain_idxs, domain_masks, domain_cooccur) # Select out the appropriate targets cat_mask, num_mask = self._cat_num_masks(is_categorical) @@ -1174,7 +1249,7 @@ def get_features(self, vids): self.set_mode(inference_mode=True) for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, \ + domain_idxs, domain_masks, domain_cooccur, \ target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(vids))): # (# of cats, max cat domain), (# of num, max_num_dim) @@ -1184,7 +1259,8 @@ def get_features(self, vids): init_numvals, init_nummasks, domain_idxs, - domain_masks) + domain_masks, + domain_cooccur) if cat_logits.nelement(): cat_probas = Softmax(dim=1)(cat_logits) @@ -1471,7 +1547,7 @@ def predict_pp_batch(self, df=None): with torch.no_grad(): for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, \ + domain_idxs, domain_masks, domain_cooccur, \ target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(df['_vid_'].values))): pred_cats, pred_nums = self.forward(is_categorical, attr_idxs, @@ -1479,7 +1555,8 @@ def predict_pp_batch(self, df=None): init_numvals, init_nummasks, domain_idxs, - domain_masks) + domain_masks, + domain_cooccur) pred_cat_idx = 0 pred_num_idx = 0 From ddbf829250db8349f9d83c0aad7dfdd569de5932 Mon Sep 17 00:00:00 2001 From: Richard Wu Date: Sat, 27 Jul 2019 01:49:33 -0400 Subject: [PATCH 48/48] Regression fix for moving raw_data_dict before z-normalization and removed code references to domain_cooccur (for the most part). --- domain/estimators/tuple_embedding.py | 39 +++++++++++++--------------- 1 file changed, 18 insertions(+), 21 deletions(-) diff --git a/domain/estimators/tuple_embedding.py b/domain/estimators/tuple_embedding.py index 58d524757..c21ea79b7 100644 --- a/domain/estimators/tuple_embedding.py +++ b/domain/estimators/tuple_embedding.py @@ -134,7 +134,6 @@ def __init__(self, env, dataset, domain_df, # for categorical targets. self._raw_data = self.ds.get_raw_data().copy() self._qtized_raw_data = self.ds.get_quantized_data() if self.ds.do_quantization else self._raw_data - self._raw_data_dict = self._raw_data.set_index('_tid_').to_dict('index') self._qtized_raw_data_dict = self._qtized_raw_data.set_index('_tid_').to_dict('index') # Statistics for cooccurrences. @@ -153,6 +152,9 @@ def __init__(self, env, dataset, domain_df, - self._num_attrs_mean[num_attr]) \ / (self._num_attrs_std[num_attr] or 1.)).astype(str) self._raw_data[num_attr] = temp + # This MUST go after the mean-0 variance 1 normalization above since + # this is looked up subsequently during training. + self._raw_data_dict = self._raw_data.set_index('_tid_').to_dict('index') # Indexes assigned to attributes: FIRST categorical THEN numerical. # (this order is important since we shift the numerical idxs). @@ -517,7 +519,6 @@ def __getitem__(self, vid): domain_idxs, domain_mask, target = self._get_cat_domain_target(idx) # TODO(richardwu): decide if we care about co-occurrence probabilities or not. # domain_cooccur = self._get_domain_cooccur_probs(idx) - domain_cooccur = self._dummy_domain_cooccur return vid, \ is_categorical, \ attr_idx, \ @@ -526,7 +527,6 @@ def __getitem__(self, vid): init_nummask, \ domain_idxs, \ domain_mask, \ - domain_cooccur, \ self._dummy_target_numvals, \ target @@ -540,7 +540,6 @@ def __getitem__(self, vid): init_nummask, \ self._dummy_domain_idxs, \ self._dummy_domain_mask, \ - self._dummy_domain_cooccur, \ target_numvals, \ self._dummy_cat_target @@ -558,7 +557,9 @@ def _state_attrs(self): return ['_vid_to_idx', '_train_records', '_raw_data_dict', - '_qtized_raw_data_dict', + # '_qtized_raw_data_dict', + # '_single_stats', + # '_pair_stats', 'max_cat_domain', '_max_num_dim', '_init_val_idxs', @@ -978,7 +979,7 @@ def _get_combined_init_vec(self, init_cat_idxs, init_numvals, init_nummasks, att # (batch, embed size, 1) return combined_init - def _cat_forward(self, combined_init, cat_attr_idxs, domain_idxs, domain_masks, domain_cooccur): + def _cat_forward(self, combined_init, domain_idxs, domain_masks): """ combined_init: (batch, embed size, 1) cat_attr_idxs: (batch, 1) @@ -1064,7 +1065,7 @@ def set_mode(self, inference_mode): def forward(self, is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks, domain_cooccur): + domain_idxs, domain_masks): """ Performs one forward pass. """ @@ -1077,15 +1078,13 @@ def forward(self, is_categorical, attr_idxs, cat_logits = torch.empty(0, self.max_cat_domain) if len(cat_mask): - cat_combined_init, cat_attr_idxs, domain_idxs, domain_masks, domain_cooccur = \ + cat_combined_init, domain_idxs, domain_masks = \ combined_init[cat_mask], \ - attr_idxs[cat_mask], \ domain_idxs[cat_mask], \ - domain_masks[cat_mask], \ - domain_cooccur[cat_mask] + domain_masks[cat_mask] # (# of cat VIDs, max_cat_domain) - cat_logits = self._cat_forward(cat_combined_init, cat_attr_idxs, domain_idxs, - domain_masks, domain_cooccur) + cat_logits = self._cat_forward(cat_combined_init, domain_idxs, + domain_masks) pred_numvals = torch.empty(0, self._max_num_dim) if len(num_mask): @@ -1167,13 +1166,13 @@ def train(self, num_epochs=10, batch_size=32, weight_entropy_lambda=0., for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, domain_cooccur, \ + domain_idxs, domain_masks, \ target_numvals, cat_targets \ in tqdm(DataLoader(self._dataset, batch_size=batch_size, sampler=sampler)): cat_preds, numval_preds = self.forward(is_categorical, attr_idxs, init_cat_idxs, init_numvals, init_nummasks, - domain_idxs, domain_masks, domain_cooccur) + domain_idxs, domain_masks) # Select out the appropriate targets cat_mask, num_mask = self._cat_num_masks(is_categorical) @@ -1249,7 +1248,7 @@ def get_features(self, vids): self.set_mode(inference_mode=True) for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, domain_cooccur, \ + domain_idxs, domain_masks, \ target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(vids))): # (# of cats, max cat domain), (# of num, max_num_dim) @@ -1259,8 +1258,7 @@ def get_features(self, vids): init_numvals, init_nummasks, domain_idxs, - domain_masks, - domain_cooccur) + domain_masks) if cat_logits.nelement(): cat_probas = Softmax(dim=1)(cat_logits) @@ -1547,7 +1545,7 @@ def predict_pp_batch(self, df=None): with torch.no_grad(): for vids, is_categorical, attr_idxs, \ init_cat_idxs, init_numvals, init_nummasks, \ - domain_idxs, domain_masks, domain_cooccur, \ + domain_idxs, domain_masks, \ target_numvals, cat_targets in tqdm(DataLoader(self._dataset, batch_size=batch_sz, sampler=IterSampler(df['_vid_'].values))): pred_cats, pred_nums = self.forward(is_categorical, attr_idxs, @@ -1555,8 +1553,7 @@ def predict_pp_batch(self, df=None): init_numvals, init_nummasks, domain_idxs, - domain_masks, - domain_cooccur) + domain_masks) pred_cat_idx = 0 pred_num_idx = 0