From e4e24861e928499ceadeb22dc13a23684cbce775 Mon Sep 17 00:00:00 2001 From: Shu Date: Sun, 16 Apr 2023 15:44:55 +1000 Subject: [PATCH 1/4] update datasets used in lecture cross_section --- cross_section/cities_brazil.csv | 3 + cross_section/cities_us.txt | 315 ++++++++++++++++++++++++++ cross_section/forbes-billionaires.csv | 3 + cross_section/forbes-global2000.csv | 3 + 4 files changed, 324 insertions(+) create mode 100644 cross_section/cities_brazil.csv create mode 100644 cross_section/cities_us.txt create mode 100644 cross_section/forbes-billionaires.csv create mode 100644 cross_section/forbes-global2000.csv diff --git a/cross_section/cities_brazil.csv b/cross_section/cities_brazil.csv new file mode 100644 index 0000000..d6fd68d --- /dev/null +++ b/cross_section/cities_brazil.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:127c77ad01d5c6fc6225222698bee6a0f2fbf9e6dbef9ccff96e6cc92d722e39 +size 17888 diff --git a/cross_section/cities_us.txt b/cross_section/cities_us.txt new file mode 100644 index 0000000..a7abf5a --- /dev/null +++ b/cross_section/cities_us.txt @@ -0,0 +1,315 @@ +1 New York[d]  New York 8,398,748 8,175,133 +2.74% 301.5 sq mi 780.9 km2 28,317/sq mi 10,933/km2 40.6635°N 73.9387°W +2 Los Angeles  California 3,990,456 3,792,621 +5.22% 468.7 sq mi 1,213.9 km2 8,484/sq mi 3,276/km2 34.0194°N 118.4108°W +3 Chicago  Illinois 2,705,994 2,695,598 +0.39% 227.3 sq mi 588.7 km2 11,900/sq mi 4,600/km2 41.8376°N 87.6818°W +4 Houston[3]  Texas 2,325,502 2,100,263 +10.72% 637.5 sq mi 1,651.1 km2 3,613/sq mi 1,395/km2 29.7866°N 95.3909°W +5 Phoenix  Arizona 1,660,272 1,445,632 +14.85% 517.6 sq mi 1,340.6 km2 3,120/sq mi 1,200/km2 33.5722°N 112.0901°W +6 Philadelphia[e]  Pennsylvania 1,584,138 1,526,006 +3.81% 134.2 sq mi 347.6 km2 11,683/sq mi 4,511/km2 40.0094°N 75.1333°W +7 San Antonio  Texas 1,532,233 1,327,407 +15.43% 461.0 sq mi 1,194.0 km2 3,238/sq mi 1,250/km2 29.4724°N 98.5251°W +8 San Diego  California 1,425,976 1,307,402 +9.07% 325.2 sq mi 842.3 km2 4,325/sq mi 1,670/km2 32.8153°N 117.1350°W +9 Dallas  Texas 1,345,047 1,197,816 +12.29% 340.9 sq mi 882.9 km2 3,866/sq mi 1,493/km2 32.7933°N 96.7665°W +10 San Jose  California 1,030,119 945,942 +8.90% 177.5 sq mi 459.7 km2 5,777/sq mi 2,231/km2 37.2967°N 121.8189°W +11 Austin  Texas 964,254 790,390 +22.00% 312.7 sq mi 809.9 km2 3,031/sq mi 1,170/km2 30.3039°N 97.7544°W +12 Jacksonville[f]  Florida 903,889 821,784 +9.99% 747.4 sq mi 1,935.8 km2 1,178/sq mi 455/km2 30.3369°N 81.6616°W +13 Fort Worth  Texas 895,008 741,206 +20.75% 342.9 sq mi 888.1 km2 2,491/sq mi 962/km2 32.7815°N 97.3467°W +14 Columbus  Ohio 892,533 787,033 +13.40% 218.5 sq mi 565.9 km2 3,936/sq mi 1,520/km2 39.9852°N 82.9848°W +15 San Francisco[g]  California 883,305 805,235 +9.70% 46.9 sq mi 121.5 km2 18,569/sq mi 7,170/km2 37.7272°N 123.0322°W +16 Charlotte  North Carolina 872,498 731,424 +19.29% 305.4 sq mi 791.0 km2 2,757/sq mi 1,064/km2 35.2078°N 80.8310°W +17 Indianapolis[h]  Indiana 867,125 820,445 +5.69% 361.5 sq mi 936.3 km2 2,366/sq mi 914/km2 39.7767°N 86.1459°W +18 Seattle  Washington 744,955 608,660 +22.39% 83.8 sq mi 217.0 km2 8,405/sq mi 3,245/km2 47.6205°N 122.3509°W +19 Denver[i]  Colorado 716,492 600,158 +19.38% 153.3 sq mi 397.0 km2 4,521/sq mi 1,746/km2 39.7619°N 104.8811°W +20 Washington[j]  District of Columbia 702,455 601,723 +16.74% 61.1 sq mi 158.2 km2 11,148/sq mi 4,304/km2 38.9041°N 77.0172°W +21 Boston  Massachusetts 694,583 617,594 +12.47% 48.3 sq mi 125.1 km2 13,938/sq mi 5,381/km2 42.3320°N 71.0202°W +22 El Paso  Texas 682,669 649,121 +5.17% 256.8 sq mi 665.1 km2 2,660/sq mi 1,030/km2 31.8484°N 106.4270°W +23 Detroit  Michigan 672,662 713,777 −5.76% 138.8 sq mi 359.5 km2 4,847/sq mi 1,871/km2 42.3830°N 83.1022°W +24 Nashville[k]  Tennessee 669,053 601,222 +11.28% 475.9 sq mi 1,232.6 km2 1,388/sq mi 536/km2 36.1718°N 86.7850°W +25 Portland  Oregon 653,115 583,776 +11.88% 133.5 sq mi 345.8 km2 4,793/sq mi 1,851/km2 45.5370°N 122.6500°W +26 Memphis  Tennessee 650,618 646,889 +0.58% 317.4 sq mi 822.1 km2 2,056/sq mi 794/km2 35.1028°N 89.9774°W +27 Oklahoma City  Oklahoma 649,021 579,999 +11.90% 606.3 sq mi 1,570.3 km2 1,053/sq mi 407/km2 35.4671°N 97.5137°W +28 Las Vegas  Nevada 644,644 583,756 +10.43% 134.4 sq mi 348.1 km2 4,709/sq mi 1,818/km2 36.2292°N 115.2601°W +29 Louisville[l]  Kentucky 620,118 597,337 +3.81% 263.5 sq mi 682.5 km2 2,339/sq mi 903/km2 38.1654°N 85.6474°W +30 Baltimore[m]  Maryland 602,495 620,961 −2.97% 80.9 sq mi 209.5 km2 7,598/sq mi 2,934/km2 39.3000°N 76.6105°W +31 Milwaukee  Wisconsin 592,025 594,833 −0.47% 96.2 sq mi 249.2 km2 6,186/sq mi 2,388/km2 43.0633°N 87.9667°W +32 Albuquerque  New Mexico 560,218 545,852 +2.63% 188.2 sq mi 487.4 km2 2,972/sq mi 1,147/km2 35.1056°N 106.6474°W +33 Tucson  Arizona 545,975 520,116 +4.97% 230.8 sq mi 597.8 km2 2,299/sq mi 888/km2 32.1531°N 110.8706°W +34 Fresno  California 530,093 494,665 +7.16% 114.4 sq mi 296.3 km2 4,563/sq mi 1,762/km2 36.7836°N 119.7934°W +35 Mesa  Arizona 508,958 439,041 +15.92% 137.9 sq mi 357.2 km2 3,514/sq mi 1,357/km2 33.4019°N 111.7174°W +36 Sacramento  California 508,529 466,488 +9.01% 97.9 sq mi 253.6 km2 5,059/sq mi 1,953/km2 38.5666°N 121.4686°W +37 Atlanta  Georgia 498,044 420,003 +18.58% 133.5 sq mi 345.8 km2 3,539/sq mi 1,366/km2 33.7629°N 84.4227°W +38 Kansas City  Missouri 491,918 459,787 +6.99% 315.0 sq mi 815.8 km2 1,528/sq mi 590/km2 39.1251°N 94.5510°W +39 Colorado Springs  Colorado 472,688 416,427 +13.51% 195.6 sq mi 506.6 km2 2,378/sq mi 918/km2 38.8673°N 104.7607°W +40 Miami  Florida 470,914 399,457 +17.89% 36.0 sq mi 93.2 km2 12,599/sq mi 4,865/km2 25.7752°N 80.2086°W +41 Raleigh  North Carolina 469,298 403,892 +16.19% 145.1 sq mi 375.8 km2 3,163/sq mi 1,221/km2 35.8306°N 78.6418°W +42 Omaha  Nebraska 468,262 408,958 +14.50% 133.2 sq mi 345.0 km2 3,356/sq mi 1,296/km2 41.2644°N 96.0451°W +43 Long Beach  California 467,354 462,257 +1.10% 50.3 sq mi 130.3 km2 9,347/sq mi 3,609/km2 33.8092°N 118.1553°W +44 Virginia Beach[m]  Virginia 450,189 437,994 +2.78% 244.7 sq mi 633.8 km2 1,850/sq mi 710/km2 36.7800°N 76.0252°W +45 Oakland  California 429,082 390,724 +9.82% 55.9 sq mi 144.8 km2 7,514/sq mi 2,901/km2 37.7698°N 122.2257°W +46 Minneapolis  Minnesota 425,403 382,578 +11.19% 54.0 sq mi 139.9 km2 7,660/sq mi 2,960/km2 44.9633°N 93.2683°W +47 Tulsa  Oklahoma 400,669 391,906 +2.24% 196.8 sq mi 509.7 km2 2,048/sq mi 791/km2 36.1279°N 95.9023°W +48 Arlington  Texas 398,112 365,438 +8.94% 95.8 sq mi 248.1 km2 4,100/sq mi 1,600/km2 32.7007°N 97.1247°W +49 Tampa  Florida 392,890 335,709 +17.03% 113.4 sq mi 293.7 km2 3,326/sq mi 1,284/km2 27.9701°N 82.4797°W +50 New Orleans[n]  Louisiana 391,006 343,829 +13.72% 169.4 sq mi 438.7 km2 2,311/sq mi 892/km2 30.0534°N 89.9345°W +51 Wichita  Kansas 389,255 382,368 +1.80% 160.4 sq mi 415.4 km2 2,431/sq mi 939/km2 37.6907°N 97.3459°W +52 Cleveland  Ohio 383,793 396,815 −3.28% 77.7 sq mi 201.2 km2 4,965/sq mi 1,917/km2 41.4785°N 81.6794°W +53 Bakersfield  California 383,579 347,483 +10.39% 148.8 sq mi 385.4 km2 2,529/sq mi 976/km2 35.3212°N 119.0183°W +54 Aurora  Colorado 374,114 325,078 +15.08% 153.5 sq mi 397.6 km2 2,356/sq mi 910/km2 39.6880°N 104.6897°W +55 Anaheim  California 352,005 336,265 +4.68% 50.0 sq mi 129.5 km2 7,021/sq mi 2,711/km2 33.8555°N 117.7601°W +56 Honolulu[b]  Hawaii 347,397 337,256 +3.01% 60.5 sq mi 156.7 km2 5,815/sq mi 2,245/km2 21.3243°N 157.8476°W +57 Santa Ana  California 332,725 324,528 +2.53% 27.1 sq mi 70.2 km2 12,333/sq mi 4,762/km2 33.7363°N 117.8830°W +58 Riverside  California 330,063 303,871 +8.62% 81.2 sq mi 210.3 km2 3,999/sq mi 1,544/km2 33.9381°N 117.3932°W +59 Corpus Christi  Texas 326,554 305,215 +6.99% 174.6 sq mi 452.2 km2 1,866/sq mi 720/km2 27.7543°N 97.1734°W +60 Lexington[o]  Kentucky 323,780 295,803 +9.46% 283.6 sq mi 734.5 km2 1,123/sq mi 434/km2 38.0407°N 84.4583°W +61 Stockton  California 311,178 291,707 +6.67% 61.7 sq mi 159.8 km2 4,977/sq mi 1,922/km2 37.9763°N 121.3133°W +62 Henderson  Nevada 310,390 257,729 +20.43% 104.7 sq mi 271.2 km2 2,798/sq mi 1,080/km2 36.0097°N 115.0357°W +63 Saint Paul  Minnesota 307,695 285,068 +7.94% 52.0 sq mi 134.7 km2 5,815/sq mi 2,245/km2 44.9489°N 93.1041°W +64 St. Louis[m]  Missouri 302,838 319,294 −5.15% 62.0 sq mi 160.6 km2 5,023/sq mi 1,939/km2 38.6357°N 90.2446°W +65 Cincinnati  Ohio 302,605 296,943 +1.91% 77.4 sq mi 200.5 km2 3,860/sq mi 1,490/km2 39.1402°N 84.5058°W +66 Pittsburgh  Pennsylvania 301,048 305,704 −1.52% 55.4 sq mi 143.5 km2 5,481/sq mi 2,116/km2 40.4398°N 79.9766°W +67 Greensboro  North Carolina 294,722 269,666 +9.29% 128.3 sq mi 332.3 km2 2,237/sq mi 864/km2 36.0951°N 79.8270°W +68 Anchorage[p]  Alaska 291,538 291,826 −0.10% 1,706.6 sq mi 4,420.1 km2 175/sq mi 68/km2 61.1743°N 149.2843°W +69 Plano  Texas 288,061 259,841 +10.86% 71.7 sq mi 185.7 km2 3,990/sq mi 1,540/km2 33.0508°N 96.7479°W +70 Lincoln  Nebraska 287,401 258,379 +11.23% 92.1 sq mi 238.5 km2 3,044/sq mi 1,175/km2 40.8105°N 96.6803°W +71 Orlando  Florida 285,713 238,300 +19.90% 105.2 sq mi 272.5 km2 2,635/sq mi 1,017/km2 28.4166°N 81.2736°W +72 Irvine  California 282,572 212,375 +33.05% 65.6 sq mi 169.9 km2 4,057/sq mi 1,566/km2 33.6784°N 117.7713°W +73 Newark  New Jersey 282,090 277,140 +1.79% 24.1 sq mi 62.4 km2 11,691/sq mi 4,514/km2 40.7242°N 74.1726°W +74 Toledo  Ohio 274,975 287,208 −4.26% 80.7 sq mi 209.0 km2 3,451/sq mi 1,332/km2 41.6641°N 83.5819°W +75 Durham  North Carolina 274,291 228,330 +20.13% 109.8 sq mi 284.4 km2 2,395/sq mi 925/km2 35.9811°N 78.9029°W +76 Chula Vista  California 271,651 243,916 +11.37% 49.6 sq mi 128.5 km2 5,387/sq mi 2,080/km2 32.6277°N 117.0152°W +77 Fort Wayne  Indiana 267,633 253,691 +5.50% 110.6 sq mi 286.5 km2 2,391/sq mi 923/km2 41.0882°N 85.1439°W +78 Jersey City  New Jersey 265,549 247,597 +7.25% 14.8 sq mi 38.3 km2 17,848/sq mi 6,891/km2 40.7114°N 74.0648°W +79 St. Petersburg  Florida 265,098 244,769 +8.31% 61.8 sq mi 160.1 km2 4,223/sq mi 1,631/km2 27.7620°N 82.6441°W +80 Laredo  Texas 261,639 236,091 +10.82% 101.1 sq mi 261.8 km2 2,544/sq mi 982/km2 27.5604°N 99.4892°W +81 Madison  Wisconsin 258,054 233,209 +10.65% 77.0 sq mi 199.4 km2 3,280/sq mi 1,270/km2 43.0878°N 89.4299°W +82 Chandler  Arizona 257,165 236,123 +8.91% 64.9 sq mi 168.1 km2 3,813/sq mi 1,472/km2 33.2829°N 111.8549°W +83 Buffalo  New York 256,304 261,310 −1.92% 40.4 sq mi 104.6 km2 6,359/sq mi 2,455/km2 42.8925°N 78.8597°W +84 Lubbock  Texas 255,885 229,573 +11.46% 124.6 sq mi 322.7 km2 2,027/sq mi 783/km2 33.5656°N 101.8867°W +85 Scottsdale  Arizona 255,310 217,385 +17.45% 183.9 sq mi 476.3 km2 1,341/sq mi 518/km2 33.6843°N 111.8611°W +86 Reno  Nevada 250,998 225,221 +11.45% 107.3 sq mi 277.9 km2 2,286/sq mi 883/km2 39.5491°N 119.8499°W +87 Glendale  Arizona 250,702 226,721 +10.58% 59.1 sq mi 153.1 km2 4,161/sq mi 1,607/km2 33.5331°N 112.1899°W +88 Gilbert[q]  Arizona 248,279 208,453 +19.11% 68.0 sq mi 176.1 km2 3,487/sq mi 1,346/km2 33.3103°N 111.7431°W +89 Winston–Salem  North Carolina 246,328 229,617 +7.28% 132.5 sq mi 343.2 km2 1,828/sq mi 706/km2 36.1027°N 80.2610°W +90 North Las Vegas  Nevada 245,949 216,961 +13.36% 98.0 sq mi 253.8 km2 2,436/sq mi 941/km2 36.2857°N 115.0939°W +91 Norfolk[m]  Virginia 244,076 242,803 +0.52% 53.3 sq mi 138.0 km2 4,599/sq mi 1,776/km2 36.9230°N 76.2446°W +92 Chesapeake[m]  Virginia 242,634 222,209 +9.19% 338.5 sq mi 876.7 km2 703/sq mi 271/km2 36.6794°N 76.3018°W +93 Garland  Texas 242,507 226,876 +6.89% 57.0 sq mi 147.6 km2 4,122/sq mi 1,592/km2 32.9098°N 96.6303°W +94 Irving  Texas 242,242 216,290 +12.00% 67.0 sq mi 173.5 km2 3,557/sq mi 1,373/km2 32.8577°N 96.9700°W +95 Hialeah  Florida 238,942 224,669 +6.35% 21.5 sq mi 55.7 km2 10,995/sq mi 4,245/km2 25.8699°N 80.3029°W +96 Fremont  California 237,807 214,089 +11.08% 77.5 sq mi 200.7 km2 3,008/sq mi 1,161/km2 37.4945°N 121.9412°W +97 Boise[r]  Idaho 228,790 205,671 +11.24% 82.1 sq mi 212.6 km2 2,718/sq mi 1,049/km2 43.6002°N 116.2317°W +98 Richmond[m]  Virginia 228,783 204,214 +12.03% 59.8 sq mi 154.9 km2 3,732/sq mi 1,441/km2 37.5314°N 77.4760°W +99 Baton Rouge[s]  Louisiana 221,599 229,493 −3.44% 85.9 sq mi 222.5 km2 2,651/sq mi 1,024/km2 30.4422°N 91.1309°W +100 Spokane  Washington 219,190 208,916 +4.92% 68.7 sq mi 177.9 km2 3,144/sq mi 1,214/km2 47.6669°N 117.4333°W +101 Des Moines  Iowa 216,853 203,433 +6.60% 88.9 sq mi 230.2 km2 2,424/sq mi 936/km2 41.5726°N 93.6102°W +102 Tacoma  Washington 216,279 198,397 +9.01% 49.7 sq mi 128.7 km2 4,251/sq mi 1,641/km2 47.2522°N 122.4598°W +103 San Bernardino  California 215,941 209,924 +2.87% 61.5 sq mi 159.3 km2 3,516/sq mi 1,358/km2 34.1416°N 117.2936°W +104 Modesto  California 215,030 201,165 +6.89% 43.0 sq mi 111.4 km2 4,934/sq mi 1,905/km2 37.6375°N 121.0030°W +105 Fontana  California 213,739 196,069 +9.01% 43.0 sq mi 111.4 km2 4,876/sq mi 1,883/km2 34.1090°N 117.4629°W +106 Santa Clarita  California 210,089 176,320 +19.15% 52.8 sq mi 136.8 km2 3,446/sq mi 1,331/km2 34.4030°N 118.5042°W +107 Birmingham  Alabama 209,880 212,237 −1.11% 146.1 sq mi 378.4 km2 1,452/sq mi 561/km2 33.5274°N 86.7990°W +108 Oxnard  California 209,877 197,899 +6.05% 26.9 sq mi 69.7 km2 7,729/sq mi 2,984/km2 34.2023°N 119.2046°W +109 Fayetteville  North Carolina 209,468 200,564 +4.44% 147.7 sq mi 382.5 km2 1,386/sq mi 535/km2 35.0828°N 78.9735°W +110 Moreno Valley  California 209,050 193,365 +8.11% 51.3 sq mi 132.9 km2 4,006/sq mi 1,547/km2 33.9233°N 117.2057°W +111 Rochester  New York 206,284 210,565 −2.03% 35.8 sq mi 92.7 km2 5,835/sq mi 2,253/km2 43.1699°N 77.6169°W +112 Glendale  California 201,361 191,719 +5.03% 30.4 sq mi 78.7 km2 6,606/sq mi 2,551/km2 34.1814°N 118.2458°W +113 Huntington Beach  California 200,641 189,992 +5.60% 26.9 sq mi 69.7 km2 7,459/sq mi 2,880/km2 33.6906°N 118.0093°W +114 Salt Lake City  Utah 200,591 186,440 +7.59% 111.2 sq mi 288.0 km2 1,742/sq mi 673/km2 40.7769°N 111.9310°W +115 Grand Rapids  Michigan 200,217 188,040 +6.48% 44.4 sq mi 115.0 km2 4,424/sq mi 1,708/km2 42.9612°N 85.6556°W +116 Amarillo  Texas 199,924 190,695 +4.84% 101.4 sq mi 262.6 km2 1,968/sq mi 760/km2 35.1999°N 101.8302°W +117 Yonkers  New York 199,663 195,976 +1.88% 18.0 sq mi 46.6 km2 11,156/sq mi 4,307/km2 40.9459°N 73.8674°W +118 Aurora  Illinois 199,602 197,899 +0.86% 44.9 sq mi 116.3 km2 4,479/sq mi 1,729/km2 41.7635°N 88.2901°W +119 Montgomery  Alabama 198,218 205,764 −3.67% 159.8 sq mi 413.9 km2 1,252/sq mi 483/km2 32.3472°N 86.2661°W +120 Akron  Ohio 198,006 199,110 −0.55% 62.0 sq mi 160.6 km2 3,188/sq mi 1,231/km2 41.0805°N 81.5214°W +121 Little Rock  Arkansas 197,881 193,524 +2.25% 118.7 sq mi 307.4 km2 1,673/sq mi 646/km2 34.7254°N 92.3586°W +122 Huntsville  Alabama 197,318 180,105 +9.56% 213.4 sq mi 552.7 km2 905/sq mi 349/km2 34.6990°N 86.6730°W +123 Augusta[t]  Georgia 196,939 195,844 +0.56% 302.5 sq mi 783.5 km2 652/sq mi 252/km2 33.3655°N 82.0734°W +124 Port St. Lucie  Florida 195,248 164,603 +18.62% 118.9 sq mi 307.9 km2 1,557/sq mi 601/km2 27.2806°N 80.3883°W +125 Grand Prairie  Texas 194,614 175,396 +10.96% 72.3 sq mi 187.3 km2 2,637/sq mi 1,018/km2 32.6869°N 97.0211°W +126 Columbus[u]  Georgia 194,160 189,885 +2.25% 216.4 sq mi 560.5 km2 913/sq mi 353/km2 32.5102°N 84.8749°W +127 Tallahassee  Florida 193,551 181,376 +6.71% 100.4 sq mi 260.0 km2 1,901/sq mi 734/km2 30.4551°N 84.2534°W +128 Overland Park  Kansas 192,536 173,372 +11.05% 75.1 sq mi 194.5 km2 2,516/sq mi 971/km2 38.8890°N 94.6906°W +129 Tempe  Arizona 192,364 161,719 +18.95% 40.0 sq mi 103.6 km2 4,562/sq mi 1,761/km2 33.3884°N 111.9318°W +130 McKinney  Texas 191,645 131,117 +46.16% 63.0 sq mi 163.2 km2 2,735/sq mi 1,056/km2 33.1985°N 96.6680°W +131 Mobile  Alabama 189,572 195,111 −2.84% 139.4 sq mi 361.0 km2 1,384/sq mi 534/km2 30.6684°N 88.1002°W +132 Cape Coral  Florida 189,343 154,305 +22.71% 105.6 sq mi 273.5 km2 1,703/sq mi 658/km2 26.6432°N 81.9974°W +133 Shreveport  Louisiana 188,987 199,311 −5.18% 107.1 sq mi 277.4 km2 1,820/sq mi 700/km2 32.4669°N 93.7922°W +134 Frisco  Texas 188,170 116,989 +60.84% 67.7 sq mi 175.3 km2 2,417/sq mi 933/km2 33.1554°N 96.8226°W +135 Knoxville  Tennessee 187,500 178,874 +4.82% 98.5 sq mi 255.1 km2 1,891/sq mi 730/km2 35.9707°N 83.9493°W +136 Worcester  Massachusetts 185,877 181,045 +2.67% 37.4 sq mi 96.9 km2 4,933/sq mi 1,905/km2 42.2695°N 71.8078°W +137 Brownsville  Texas 183,392 175,023 +4.78% 132.5 sq mi 343.2 km2 1,387/sq mi 536/km2 25.9991°N 97.4550°W +138 Vancouver  Washington 183,012 161,791 +13.12% 46.9 sq mi 121.5 km2 3,728/sq mi 1,439/km2 45.6349°N 122.5957°W +139 Fort Lauderdale  Florida 182,595 165,521 +10.32% 34.6 sq mi 89.6 km2 5,166/sq mi 1,995/km2 26.1412°N 80.1467°W +140 Sioux Falls  South Dakota 181,883 153,888 +18.19% 75.4 sq mi 195.3 km2 2,312/sq mi 893/km2 43.5383°N 96.7320°W +141 Ontario  California 181,107 163,924 +10.48% 49.9 sq mi 129.2 km2 3,471/sq mi 1,340/km2 34.0394°N 117.6042°W +142 Chattanooga  Tennessee 180,557 167,674 +7.68% 143.1 sq mi 370.6 km2 1,241/sq mi 479/km2 35.0660°N 85.2484°W +143 Providence  Rhode Island 179,335 178,042 +0.73% 18.4 sq mi 47.7 km2 9,740/sq mi 3,760/km2 41.8231°N 71.4188°W +144 Newport News[m]  Virginia 178,626 180,719 −1.16% 69.1 sq mi 179.0 km2 2,631/sq mi 1,016/km2 37.0762°N 76.5220°W +145 Rancho Cucamonga  California 177,751 165,269 +7.55% 40.0 sq mi 103.6 km2 4,413/sq mi 1,704/km2 34.1233°N 117.5642°W +146 Santa Rosa  California 177,586 167,815 +5.82% 41.3 sq mi 107.0 km2 4,241/sq mi 1,637/km2 38.4468°N 122.7061°W +147 Oceanside  California 176,080 167,086 +5.38% 41.3 sq mi 107.0 km2 4,249/sq mi 1,641/km2 33.2245°N 117.3062°W +148 Salem  Oregon 173,442 154,637 +12.16% 48.6 sq mi 125.9 km2 3,445/sq mi 1,330/km2 44.9237°N 123.0232°W +149 Elk Grove  California 172,886 153,015 +12.99% 42.2 sq mi 109.3 km2 4,022/sq mi 1,553/km2 38.4146°N 121.3850°W +150 Garden Grove  California 172,646 170,883 +1.03% 18.0 sq mi 46.6 km2 9,714/sq mi 3,751/km2 33.7788°N 117.9605°W +151 Pembroke Pines  Florida 172,374 154,019 +11.92% 33.0 sq mi 85.5 km2 5,109/sq mi 1,973/km2 26.0210°N 80.3404°W +152 Peoria  Arizona 172,259 154,065 +11.81% 175.7 sq mi 455.1 km2 934/sq mi 361/km2 33.7862°N 112.3080°W +153 Eugene  Oregon 171,245 156,185 +9.64% 44.1 sq mi 114.2 km2 3,777/sq mi 1,458/km2 44.0567°N 123.1162°W +154 Corona  California 168,819 152,374 +10.79% 39.5 sq mi 102.3 km2 4,222/sq mi 1,630/km2 33.8620°N 117.5655°W +155 Cary[v]  North Carolina 168,160 135,234 +24.35% 56.5 sq mi 146.3 km2 2,873/sq mi 1,109/km2 35.7809°N 78.8133°W +156 Springfield  Missouri 168,122 159,498 +5.41% 82.3 sq mi 213.2 km2 2,033/sq mi 785/km2 37.1942°N 93.2913°W +157 Fort Collins  Colorado 167,830 143,986 +16.56% 55.8 sq mi 144.5 km2 2,943/sq mi 1,136/km2 40.5482°N 105.0648°W +158 Jackson  Mississippi 164,422 173,514 −5.24% 111.0 sq mi 287.5 km2 1,524/sq mi 588/km2 32.3158°N 90.2128°W +159 Alexandria[m]  Virginia 160,530 139,966 +14.69% 15.0 sq mi 38.8 km2 10,387/sq mi 4,010/km2 38.8201°N 77.0841°W +160 Hayward  California 159,620 144,186 +10.70% 45.5 sq mi 117.8 km2 3,493/sq mi 1,349/km2 37.6287°N 122.1024°W +161 Lancaster  California 159,053 156,633 +1.55% 94.3 sq mi 244.2 km2 1,698/sq mi 656/km2 34.6936°N 118.1753°W +162 Lakewood  Colorado 156,798 142,980 +9.66% 42.9 sq mi 111.1 km2 3,599/sq mi 1,390/km2 39.6989°N 105.1176°W +163 Clarksville  Tennessee 156,794 132,929 +17.95% 98.3 sq mi 254.6 km2 1,529/sq mi 590/km2 36.5664°N 87.3452°W +164 Palmdale  California 156,667 152,750 +2.56% 106.0 sq mi 274.5 km2 1,484/sq mi 573/km2 34.5910°N 118.1054°W +165 Salinas  California 156,259 150,441 +3.87% 23.6 sq mi 61.1 km2 6,662/sq mi 2,572/km2 36.6902°N 121.6337°W +166 Springfield  Massachusetts 155,032 153,060 +1.29% 31.9 sq mi 82.6 km2 4,830/sq mi 1,860/km2 42.1155°N 72.5400°W +167 Hollywood  Florida 154,823 140,768 +9.98% 27.3 sq mi 70.7 km2 5,568/sq mi 2,150/km2 26.0310°N 80.1646°W +168 Pasadena  Texas 153,219 149,043 +2.80% 43.5 sq mi 112.7 km2 3,525/sq mi 1,361/km2 29.6586°N 95.1506°W +169 Sunnyvale  California 153,185 140,081 +9.35% 22.0 sq mi 57.0 km2 6,944/sq mi 2,681/km2 37.3858°N 122.0263°W +170 Macon[w]  Georgia 153,095 91,351 +67.59% 249.3 sq mi 645.7 km2 612/sq mi 236/km2 32.8088°N 83.6942°W +171 Kansas City[x]  Kansas 152,958 145,786 +4.92% 124.8 sq mi 323.2 km2 1,216/sq mi 470/km2 39.1225°N 94.7418°W +172 Pomona  California 152,361 149,058 +2.22% 23.0 sq mi 59.6 km2 6,630/sq mi 2,560/km2 34.0585°N 117.7611°W +173 Escondido  California 152,213 143,911 +5.77% 37.1 sq mi 96.1 km2 4,087/sq mi 1,578/km2 33.1331°N 117.0740°W +174 Killeen  Texas 149,103 127,921 +16.56% 53.5 sq mi 138.6 km2 2,680/sq mi 1,030/km2 31.0777°N 97.7320°W +175 Naperville  Illinois 148,304 141,853 +4.55% 38.7 sq mi 100.2 km2 3,802/sq mi 1,468/km2 41.7492°N 88.1620°W +176 Joliet  Illinois 148,099 147,433 +0.45% 64.4 sq mi 166.8 km2 2,302/sq mi 889/km2 41.5177°N 88.1488°W +177 Bellevue  Washington 147,599 122,363 +20.62% 33.5 sq mi 86.8 km2 4,221/sq mi 1,630/km2 47.5979°N 122.1565°W +178 Rockford  Illinois 146,526 152,871 −4.15% 63.5 sq mi 164.5 km2 2,325/sq mi 898/km2 42.2588°N 89.0646°W +179 Savannah  Georgia 145,862 136,286 +7.03% 103.6 sq mi 268.3 km2 1,417/sq mi 547/km2 32.0025°N 81.1536°W +180 Paterson  New Jersey 145,627 146,199 −0.39% 8.4 sq mi 21.8 km2 17,500/sq mi 6,800/km2 40.9148°N 74.1628°W +181 Torrance  California 145,182 145,438 −0.18% 20.5 sq mi 53.1 km2 7,180/sq mi 2,770/km2 33.8350°N 118.3414°W +182 Bridgeport  Connecticut 144,900 144,229 +0.47% 16.1 sq mi 41.7 km2 9,064/sq mi 3,500/km2 41.1874°N 73.1958°W +183 McAllen  Texas 143,433 129,877 +10.44% 58.4 sq mi 151.3 km2 2,435/sq mi 940/km2 26.2322°N 98.2464°W +184 Mesquite  Texas 142,816 139,824 +2.14% 47.2 sq mi 122.2 km2 3,045/sq mi 1,176/km2 32.7629°N 96.5888°W +185 Syracuse  New York 142,749 145,170 −1.67% 25.0 sq mi 64.7 km2 5,735/sq mi 2,214/km2 43.0410°N 76.1436°W +186 Midland  Texas 142,344 111,147 +28.07% 74.4 sq mi 192.7 km2 1,809/sq mi 698/km2 32.0246°N 102.1135°W +187 Pasadena  California 141,371 137,122 +3.10% 23.0 sq mi 59.6 km2 6,176/sq mi 2,385/km2 34.1606°N 118.1396°W +188 Murfreesboro  Tennessee 141,344 108,755 +29.97% 55.9 sq mi 144.8 km2 2,360/sq mi 910/km2 35.8522°N 86.4160°W +189 Miramar  Florida 140,823 122,041 +15.39% 29.4 sq mi 76.1 km2 4,709/sq mi 1,818/km2 25.9770°N 80.3358°W +190 Dayton  Ohio 140,640 141,527 −0.63% 55.7 sq mi 144.3 km2 2,522/sq mi 974/km2 39.7774°N 84.1996°W +191 Fullerton  California 139,640 135,161 +3.31% 22.4 sq mi 58.0 km2 6,282/sq mi 2,425/km2 33.8857°N 117.9280°W +192 Olathe  Kansas 139,605 125,872 +10.91% 60.9 sq mi 157.7 km2 2,225/sq mi 859/km2 38.8843°N 94.8195°W +193 Orange  California 139,484 136,416 +2.25% 25.4 sq mi 65.8 km2 5,532/sq mi 2,136/km2 33.7870°N 117.8613°W +194 Thornton  Colorado 139,436 118,772 +17.40% 35.7 sq mi 92.5 km2 3,829/sq mi 1,478/km2 39.9194°N 104.9428°W +195 Roseville  California 139,117 118,788 +17.11% 43.0 sq mi 111.4 km2 3,085/sq mi 1,191/km2 38.7690°N 121.3189°W +196 Denton  Texas 138,541 113,383 +22.19% 93.4 sq mi 241.9 km2 1,433/sq mi 553/km2 33.2166°N 97.1414°W +197 Waco  Texas 138,183 124,805 +10.72% 89.0 sq mi 230.5 km2 1,510/sq mi 580/km2 31.5601°N 97.1860°W +198 Surprise  Arizona 138,161 117,517 +17.57% 107.9 sq mi 279.5 km2 1,230/sq mi 470/km2 33.6706°N 112.4527°W +199 Carrollton  Texas 136,879 119,097 +14.93% 36.3 sq mi 94.0 km2 3,674/sq mi 1,419/km2 32.9884°N 96.8998°W +200 West Valley City  Utah 136,401 129,480 +5.35% 35.5 sq mi 91.9 km2 3,847/sq mi 1,485/km2 40.6885°N 112.0118°W +201 Charleston  South Carolina 136,208 120,083 +13.43% 109.0 sq mi 282.3 km2 1,233/sq mi 476/km2 32.8179°N 79.9590°W +202 Warren  Michigan 134,587 134,056 +0.40% 34.4 sq mi 89.1 km2 3,928/sq mi 1,517/km2 42.4929°N 83.0250°W +203 Hampton[m]  Virginia 134,313 137,436 −2.27% 51.5 sq mi 133.4 km2 2,629/sq mi 1,015/km2 37.0480°N 76.2971°W +204 Gainesville  Florida 133,857 124,354 +7.64% 62.3 sq mi 161.4 km2 2,112/sq mi 815/km2 29.6788°N 82.3461°W +205 Visalia  California 133,800 124,442 +7.52% 37.5 sq mi 97.1 km2 3,495/sq mi 1,349/km2 36.3273°N 119.3289°W +206 Coral Springs  Florida 133,507 121,096 +10.25% 23.8 sq mi 61.6 km2 5,465/sq mi 2,110/km2 26.2707°N 80.2593°W +207 Columbia  South Carolina 133,451 129,272 +3.23% 133.5 sq mi 345.8 km2 1,006/sq mi 388/km2 34.0291°N 80.8980°W +208 Cedar Rapids  Iowa 133,174 126,326 +5.42% 70.8 sq mi 183.4 km2 1,852/sq mi 715/km2 41.9670°N 91.6778°W +209 Sterling Heights  Michigan 132,964 129,699 +2.52% 36.5 sq mi 94.5 km2 3,628/sq mi 1,401/km2 42.5812°N 83.0303°W +210 New Haven  Connecticut 130,418 129,779 +0.49% 18.7 sq mi 48.4 km2 6,948/sq mi 2,683/km2 41.3108°N 72.9250°W +211 Stamford  Connecticut 129,775 122,643 +5.82% 37.6 sq mi 97.4 km2 3,434/sq mi 1,326/km2 41.0799°N 73.5460°W +212 Concord  California 129,688 122,067 +6.24% 30.5 sq mi 79.0 km2 4,221/sq mi 1,630/km2 37.9722°N 122.0016°W +213 Kent  Washington 129,618 92,411 +40.26% 33.7 sq mi 87.3 km2 3,784/sq mi 1,461/km2 47.3880°N 122.2127°W +214 Santa Clara  California 129,488 116,468 +11.18% 18.4 sq mi 47.7 km2 6,845/sq mi 2,643/km2 37.3646°N 121.9679°W +215 Elizabeth  New Jersey 128,885 124,969 +3.13% 12.3 sq mi 31.9 km2 10,459/sq mi 4,038/km2 40.6664°N 74.1935°W +216 Round Rock  Texas 128,739 99,887 +28.88% 35.6 sq mi 92.2 km2 3,396/sq mi 1,311/km2 30.5252°N 97.6660°W +217 Thousand Oaks  California 127,690 126,683 +0.79% 55.2 sq mi 143.0 km2 2,335/sq mi 902/km2 34.1933°N 118.8742°W +218 Lafayette[y]  Louisiana 126,143 120,623 +4.58% 53.8 sq mi 139.3 km2 2,372/sq mi 916/km2 30.2074°N 92.0285°W +219 Athens[z]  Georgia 125,964 115,452 +9.11% 116.4 sq mi 301.5 km2 1,060/sq mi 410/km2 33.9496°N 83.3701°W +220 Topeka  Kansas 125,904 127,473 −1.23% 61.5 sq mi 159.3 km2 2,062/sq mi 796/km2 39.0347°N 95.6962°W +221 Simi Valley  California 125,851 124,237 +1.30% 41.5 sq mi 107.5 km2 3,044/sq mi 1,175/km2 34.2669°N 118.7485°W +222 Fargo  North Dakota 124,844 105,549 +18.28% 49.3 sq mi 127.7 km2 2,450/sq mi 950/km2 46.8652°N 96.8290°W +223 Norman  Oklahoma 123,471 110,925 +11.31% 178.8 sq mi 463.1 km2 683/sq mi 264/km2 35.2406°N 97.3453°W +224 Columbia  Missouri 123,180 108,500 +13.53% 65.0 sq mi 168.3 km2 1,856/sq mi 717/km2 38.951561°N 92.328638°W +225 Abilene  Texas 122,999 117,063 +5.07% 106.7 sq mi 276.4 km2 1,146/sq mi 442/km2 32.4545°N 99.7381°W +226 Wilmington  North Carolina 122,607 106,476 +15.15% 51.6 sq mi 133.6 km2 2,278/sq mi 880/km2 34.2092°N 77.8858°W +227 Hartford  Connecticut 122,587 124,775 −1.75% 17.4 sq mi 45.1 km2 7,083/sq mi 2,735/km2 41.7659°N 72.6816°W +228 Victorville  California 122,312 115,903 +5.53% 73.3 sq mi 189.8 km2 1,668/sq mi 644/km2 34.5277°N 117.3536°W +229 Pearland  Texas 122,149 91,252 +33.86% 46.3 sq mi 119.9 km2 2,453/sq mi 947/km2 29.5558°N 95.3231°W +230 Vallejo  California 121,913 115,942 +5.15% 30.7 sq mi 79.5 km2 3,951/sq mi 1,525/km2 38.1079°N 122.2640°W +231 Ann Arbor  Michigan 121,890 113,934 +6.98% 28.1 sq mi 72.8 km2 4,298/sq mi 1,659/km2 42.2761°N 83.7309°W +232 Berkeley  California 121,643 112,580 +8.05% 10.5 sq mi 27.2 km2 11,547/sq mi 4,458/km2 37.8670°N 122.2991°W +233 Allentown  Pennsylvania 121,433 118,032 +2.88% 17.5 sq mi 45.3 km2 6,882/sq mi 2,657/km2 40.5936°N 75.4784°W +234 Richardson  Texas 120,981 99,223 +21.93% 28.6 sq mi 74.1 km2 3,963/sq mi 1,530/km2 32.9723°N 96.7081°W +235 Odessa  Texas 120,568 99,940 +20.64% 45.2 sq mi 117.1 km2 2,608/sq mi 1,007/km2 31.8838°N 102.3411°W +236 Arvada  Colorado 120,492 106,433 +13.21% 38.6 sq mi 100.0 km2 3,043/sq mi 1,175/km2 39.8337°N 105.1503°W +237 Cambridge  Massachusetts 118,977 105,162 +13.14% 6.4 sq mi 16.6 km2 17,289/sq mi 6,675/km2 42.3760°N 71.1187°W +238 Sugar Land  Texas 118,600 78,817 +50.48% 34.0 sq mi 88.1 km2 3,488/sq mi 1,347/km2 29.5994°N 95.6142°W +239 Beaumont  Texas 118,428 118,296 +0.11% 82.1 sq mi 212.6 km2 1,441/sq mi 556/km2 30.0849°N 94.1453°W +240 Lansing  Michigan 118,427 114,297 +3.61% 39.1 sq mi 101.3 km2 2,967/sq mi 1,146/km2 42.7143°N 84.5593°W +241 Evansville  Indiana 117,963 117,429 +0.45% 47.3 sq mi 122.5 km2 2,526/sq mi 975/km2 37.9877°N 87.5347°W +242 Rochester  Minnesota 116,961 106,769 +9.55% 54.6 sq mi 141.4 km2 2,088/sq mi 806/km2 44.0154°N 92.4772°W +243 Independence  Missouri 116,925 116,830 +0.08% 77.8 sq mi 201.5 km2 1,504/sq mi 581/km2 39.0855°N 94.3521°W +244 Fairfield  California 116,884 105,321 +10.98% 40.9 sq mi 105.9 km2 2,806/sq mi 1,083/km2 38.2593°N 122.0321°W +245 Provo  Utah 116,702 112,488 +3.75% 41.7 sq mi 108.0 km2 2,803/sq mi 1,082/km2 40.2453°N 111.6448°W +246 Clearwater  Florida 116,478 107,685 +8.17% 25.9 sq mi 67.1 km2 4,415/sq mi 1,705/km2 27.9789°N 82.7666°W +247 College Station  Texas 116,218 93,857 +23.82% 51.0 sq mi 132.1 km2 2,199/sq mi 849/km2 30.5852°N 96.2964°W +248 West Jordan  Utah 116,046 103,712 +11.89% 32.3 sq mi 83.7 km2 3,520/sq mi 1,360/km2 40.6024°N 112.0008°W +249 Carlsbad  California 115,877 105,328 +10.02% 37.7 sq mi 97.6 km2 3,023/sq mi 1,167/km2 33.1239°N 117.2828°W +250 El Monte  California 115,586 113,475 +1.86% 9.6 sq mi 24.9 km2 12,063/sq mi 4,658/km2 34.0746°N 118.0291°W +251 Murrieta  California 114,985 103,466 +11.13% 33.6 sq mi 87.0 km2 3,324/sq mi 1,283/km2 33.5721°N 117.1904°W +252 Temecula  California 114,742 100,097 +14.63% 37.3 sq mi 96.6 km2 3,031/sq mi 1,170/km2 33.4931°N 117.1317°W +253 Springfield  Illinois 114,694 116,250 −1.34% 60.1 sq mi 155.7 km2 1,925/sq mi 743/km2 39.7911°N 89.6446°W +254 Palm Bay  Florida 114,194 103,190 +10.66% 65.7 sq mi 170.2 km2 1,676/sq mi 647/km2 27.9856°N 80.6626°W +255 Costa Mesa  California 113,615 109,960 +3.32% 15.7 sq mi 40.7 km2 7,186/sq mi 2,775/km2 33.6659°N 117.9123°W +256 Westminster  Colorado 113,479 106,114 +6.94% 31.7 sq mi 82.1 km2 3,592/sq mi 1,387/km2 39.8822°N 105.0644°W +257 North Charleston  South Carolina 113,237 97,471 +16.18% 73.7 sq mi 190.9 km2 1,483/sq mi 573/km2 32.9178°N 80.0650°W +258 Miami Gardens  Florida 113,069 107,167 +5.51% 18.2 sq mi 47.1 km2 6,212/sq mi 2,398/km2 25.9489°N 80.2436°W +259 Manchester  New Hampshire 112,525 109,565 +2.70% 33.1 sq mi 85.7 km2 3,339/sq mi 1,289/km2 42.9849°N 71.4441°W +260 High Point  North Carolina 112,316 104,371 +7.61% 55.2 sq mi 143.0 km2 2,015/sq mi 778/km2 35.9900°N 79.9905°W +261 Downey  California 112,269 111,772 +0.44% 12.4 sq mi 32.1 km2 9,134/sq mi 3,527/km2 33.9382°N 118.1309°W +262 Clovis  California 112,022 95,631 +17.14% 24.2 sq mi 62.7 km2 4,404/sq mi 1,700/km2 36.8282°N 119.6849°W +263 Pompano Beach  Florida 111,954 99,845 +12.13% 24.0 sq mi 62.2 km2 4,558/sq mi 1,760/km2 26.2416°N 80.1339°W +264 Pueblo  Colorado 111,750 106,595 +4.84% 53.6 sq mi 138.8 km2 2,058/sq mi 795/km2 38.2699°N 104.6123°W +265 Elgin  Illinois 111,683 108,188 +3.23% 37.4 sq mi 96.9 km2 2,998/sq mi 1,158/km2 42.0396°N 88.3217°W +266 Lowell  Massachusetts 111,670 106,519 +4.84% 13.6 sq mi 35.2 km2 8,129/sq mi 3,139/km2 42.6390°N 71.3211°W +267 Antioch  California 111,535 102,372 +8.95% 29.4 sq mi 76.1 km2 3,772/sq mi 1,456/km2 37.9791°N 121.7962°W +268 West Palm Beach  Florida 111,398 99,919 +11.49% 55.1 sq mi 142.7 km2 1,963/sq mi 758/km2 26.7464°N 80.1251°W +269 Peoria  Illinois 111,388 115,007 −3.15% 48.2 sq mi 124.8 km2 2,371/sq mi 915/km2 40.7515°N 89.6174°W +270 Everett  Washington 111,262 103,019 +8.00% 33.3 sq mi 86.2 km2 3,275/sq mi 1,264/km2 47.9566°N 122.1914°W +271 Ventura[aa]  California 111,128 106,433 +4.41% 21.8 sq mi 56.5 km2 5,027/sq mi 1,941/km2 34.2678°N 119.2542°W +272 Centennial  Colorado 110,831 100,377 +10.41% 29.5 sq mi 76.4 km2 3,727/sq mi 1,439/km2 39.5906°N 104.8691°W +273 Lakeland  Florida 110,516 97,422 +13.44% 65.9 sq mi 170.7 km2 1,615/sq mi 624/km2 28.0555°N 81.9549°W +274 Gresham  Oregon 110,158 105,594 +4.32% 23.3 sq mi 60.3 km2 4,786/sq mi 1,848/km2 45.5023°N 122.4416°W +275 Richmond  California 110,146 103,701 +6.21% 30.1 sq mi 78.0 km2 3,648/sq mi 1,409/km2 37.9523°N 122.3606°W +276 Billings  Montana 109,550 104,170 +5.16% 43.7 sq mi 113.2 km2 2,525/sq mi 975/km2 45.7885°N 108.5499°W +277 Inglewood  California 109,419 109,673 −0.23% 9.1 sq mi 23.6 km2 12,160/sq mi 4,700/km2 33.9561°N 118.3443°W +278 Broken Arrow  Oklahoma 109,171 98,850 +10.44% 61.7 sq mi 159.8 km2 1,741/sq mi 672/km2 36.0365°N 95.7810°W +279 Sandy Springs  Georgia 108,797 93,853 +15.92% 37.7 sq mi 97.6 km2 2,804/sq mi 1,083/km2 33.9315°N 84.3687°W +280 Jurupa Valley  California 108,393 0 NA[ab] 42.9 sq mi 111.1 km2 2,414/sq mi 932/km2 34.0026°N 117.4676°W +281 Hillsboro  Oregon 108,389 91,611 +18.31% 25.0 sq mi 64.7 km2 4,207/sq mi 1,624/km2 45.5280°N 122.9357°W +282 Waterbury  Connecticut 108,093 110,366 −2.06% 28.5 sq mi 73.8 km2 3,799/sq mi 1,467/km2 41.5585°N 73.0367°W +283 Santa Maria  California 107,408 99,553 +7.89% 22.8 sq mi 59.1 km2 4,662/sq mi 1,800/km2 34.9332°N 120.4438°W +284 Boulder  Colorado 107,353 97,385 +10.24% 24.8 sq mi 64.2 km2 4,358/sq mi 1,683/km2 40.0270°N 105.2519°W +285 Greeley  Colorado 107,348 92,889 +15.57% 47.8 sq mi 123.8 km2 2,176/sq mi 840/km2 40.4153°N 104.7697°W +286 Daly City  California 107,008 101,123 +5.82% 7.6 sq mi 19.7 km2 14,009/sq mi 5,409/km2 37.7009°N 122.4650°W +287 Meridian  Idaho 106,804 75,092 +42.23% 29.8 sq mi 77.2 km2 3,584/sq mi 1,384/km2 43.6142°N 116.3989°W +288 Lewisville  Texas 106,586 95,290 +11.85% 36.7 sq mi 95.1 km2 2,852/sq mi 1,101/km2 33.0466°N 96.9818°W +289 Davie[ac]  Florida 106,558 91,992 +15.83% 34.9 sq mi 90.4 km2 2,919/sq mi 1,127/km2 26.0791°N 80.2850°W +290 West Covina  California 106,311 106,098 +0.20% 16.0 sq mi 41.4 km2 6,740/sq mi 2,600/km2 34.0559°N 117.9099°W +291 League City  Texas 106,244 83,560 +27.15% 51.2 sq mi 132.6 km2 1,992/sq mi 769/km2 29.4901°N 95.1091°W +292 Tyler  Texas 105,729 96,900 +9.11% 56.6 sq mi 146.6 km2 1,852/sq mi 715/km2 32.3173°N 95.3059°W +293 Norwalk  California 105,120 105,549 −0.41% 9.7 sq mi 25.1 km2 10,946/sq mi 4,226/km2 33.9076°N 118.0835°W +294 San Mateo  California 105,025 97,207 +8.04% 12.1 sq mi 31.3 km2 8,592/sq mi 3,317/km2 37.5603°N 122.3106°W +295 Green Bay  Wisconsin 104,879 104,057 +0.79% 45.4 sq mi 117.6 km2 2,316/sq mi 894/km2 44.5207°N 87.9842°W +296 Wichita Falls  Texas 104,576 104,553 +0.02% 72.2 sq mi 187.0 km2 1,450/sq mi 560/km2 33.9067°N 98.5259°W +297 Sparks  Nevada 104,246 90,264 +15.49% 35.9 sq mi 93.0 km2 2,810/sq mi 1,080/km2 39.5544°N 119.7356°W +298 Lakewood[ad]  New Jersey 104,157 92,843 +12.19% 24.7 sq mi 64.0 km2 4,079/sq mi 1,575/km2 40.0771°N 74.2004°W +299 Burbank  California 103,695 103,340 +0.34% 17.4 sq mi 45.1 km2 6,003/sq mi 2,318/km2 34.1901°N 118.3264°W +300 Rialto  California 103,440 99,171 +4.30% 22.3 sq mi 57.8 km2 4,633/sq mi 1,789/km2 34.1118°N 117.3883°W +301 Allen  Texas 103,383 84,246 +22.72% 27.1 sq mi 70.2 km2 3,715/sq mi 1,434/km2 33.0997°N 96.6631°W +302 El Cajon  California 103,241 99,478 +3.78% 14.5 sq mi 37.6 km2 7,156/sq mi 2,763/km2 32.8017°N 116.9604°W +303 Las Cruces  New Mexico 102,926 97,618 +5.44% 76.9 sq mi 199.2 km2 1,323/sq mi 511/km2 32.3264°N 106.7897°W +304 Renton  Washington 102,153 90,927 +12.35% 23.4 sq mi 60.6 km2 4,314/sq mi 1,666/km2 47.4761°N 122.1920°W +305 Davenport  Iowa 102,085 99,685 +2.41% 62.9 sq mi 162.9 km2 1,631/sq mi 630/km2 41.5541°N 90.6040°W +306 South Bend  Indiana 101,860 101,168 +0.68% 41.4 sq mi 107.2 km2 2,457/sq mi 949/km2 41.6769°N 86.2690°W +307 Vista  California 101,224 93,834 +7.88% 18.7 sq mi 48.4 km2 5,436/sq mi 2,099/km2 33.1895°N 117.2386°W +308 Tuscaloosa  Alabama 101,113 90,468 +11.77% 71.7 sq mi 185.7 km2 1,399/sq mi 540/km2 33.2065°N 87.5346°W +309 Clinton[ae]  Michigan 100,800 96,796 +4.14% 28.1 sq mi 72.8 km2 3,573/sq mi 1,380/km2 42.5903°N 82.9170°W +310 Edison[ad]  New Jersey 100,693 99,967 +0.73% 30.1 sq mi 78.0 km2 3,389/sq mi 1,309/km2 40.5040°N 74.3494°W +311 Woodbridge[ad]  New Jersey 100,450 99,585 +0.87% 23.3 sq mi 60.3 km2 4,351/sq mi 1,680/km2 40.5607°N 74.2927°W +312 San Angelo  Texas 100,215 93,200 +7.53% 59.9 sq mi 155.1 km2 1,681/sq mi 649/km2 31.4411°N 100.4505°W +313 Kenosha  Wisconsin 100,164 99,218 +0.95% 28.0 sq mi 72.5 km2 3,577/sq mi 1,381/km2 42.5822°N 87.8456°W +314 Vacaville  California 100,154 92,428 +8.36% 29.0 sq mi 75.1 km2 3,449/sq mi 1,332/km2 38.3539°N 121.9728°W + diff --git a/cross_section/forbes-billionaires.csv b/cross_section/forbes-billionaires.csv new file mode 100644 index 0000000..23298b8 --- /dev/null +++ b/cross_section/forbes-billionaires.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:45618eb7ccab9a132c87005d74bfbd0d18ffb7ff599f619f85083edad0149d63 +size 794366 diff --git a/cross_section/forbes-global2000.csv b/cross_section/forbes-global2000.csv new file mode 100644 index 0000000..1ec928f --- /dev/null +++ b/cross_section/forbes-global2000.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:29c7af7c1ee77064094b17327150e27dd3c56147f8e343526681e35bcee3e4c6 +size 118381 From 95200f633da599b3d2b09a148f3ea003aa665363 Mon Sep 17 00:00:00 2001 From: Shu Date: Mon, 17 Apr 2023 14:50:00 +1000 Subject: [PATCH 2/4] update_rm --- cross_section/README.md | 10 ++++++++++ 1 file changed, 10 insertions(+) create mode 100644 cross_section/README.md diff --git a/cross_section/README.md b/cross_section/README.md new file mode 100644 index 0000000..b39a67e --- /dev/null +++ b/cross_section/README.md @@ -0,0 +1,10 @@ +# Datasets for lecture ``cross_section`` + +This folder contains datasets used to generate figures in lecture ``cross_section``: +- city size distribution (source in the curly bracket) + - ``cities_brazil.csv`` (https://worldpopulationreview.com/countries/cities/brazil) + - ``cities_us.txt``(change to this: https://worldpopulationreview.com/us-cities) +- wealth distribution + - ``forbes-billionaires.csv`` (https://www.forbes.com/billionaires/) +- firm size distribution + - ``forbes-global2000.csv`` (https://www.forbes.com/lists/global2000/) \ No newline at end of file From 2d0f0a7a753d37ecd8d936a453d398ccca23375b Mon Sep 17 00:00:00 2001 From: Shu Date: Sat, 29 Apr 2023 22:34:56 +1000 Subject: [PATCH 3/4] update_api_file_doc --- cross_section/README.md | 45 ++++++-- cross_section/webscrape_forbes.ipynb | 156 +++++++++++++++++++++++++++ 2 files changed, 191 insertions(+), 10 deletions(-) create mode 100644 cross_section/webscrape_forbes.ipynb diff --git a/cross_section/README.md b/cross_section/README.md index b39a67e..016d801 100644 --- a/cross_section/README.md +++ b/cross_section/README.md @@ -1,10 +1,35 @@ -# Datasets for lecture ``cross_section`` - -This folder contains datasets used to generate figures in lecture ``cross_section``: -- city size distribution (source in the curly bracket) - - ``cities_brazil.csv`` (https://worldpopulationreview.com/countries/cities/brazil) - - ``cities_us.txt``(change to this: https://worldpopulationreview.com/us-cities) -- wealth distribution - - ``forbes-billionaires.csv`` (https://www.forbes.com/billionaires/) -- firm size distribution - - ``forbes-global2000.csv`` (https://www.forbes.com/lists/global2000/) \ No newline at end of file +### Datasets information + +Here is an information table for the dataset: + +| name | description | size | source | Features | +| ------------------------ | --------------------------------------------------- | ----- | --------------------------------------------------------- | ------------------------------------------------------------ | +| cities_brazil.csv | Population of cities in 2023 Brazil | 18kb | https://worldpopulationreview.com/countries/cities/brazil | | +| cities_us.txt | Population of cities in 2023 United States | 37kb | https://worldpopulationreview.com/us-cities | | +| forbes-billionaires.csv* | The world's richest 2000 people according to Forbes | 790kb | https://www.forbes.com/billionaires/ | | +| forbes-global2000.csv* | The world's largest 2000 firms according to Forbes | 118kb | https://www.forbes.com/lists/global2000/ | Variables measuring the firm size: Sales, Profits, Assets, Market Value | +| | | | | | + +*These two datasets are generated using the file ``webscrape_forbes.ipynb`` with the Forbes API. + +### Instructions on fetching the data for use in a lecture + +There are many different method of fetching and using the data. + +In ``Python`` environment you can follow: + +Step 1: find the url code by clicking the file -->> view raw -->> copy the url path + +Step 2: paste the url path in the following code + +``` +import pandas as pd + +url = "" +pd.read_csv(url) # for csv files + +pd.read_csv(url, delimiter="\t", header=None) # for txt files +``` + + + diff --git a/cross_section/webscrape_forbes.ipynb b/cross_section/webscrape_forbes.ipynb new file mode 100644 index 0000000..d947bd1 --- /dev/null +++ b/cross_section/webscrape_forbes.ipynb @@ -0,0 +1,156 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# parse_forbeslists\n", + "\n", + "This notebook \n", + "- parses Forbes richest lists and Forbes global 2000 list and\n", + "- saves them as csv files." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "import pandas as pd\n", + "from pathlib import Path\n", + "from pandas import DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Forbes lists\n", + "lists = [ \n", + " { 'type': 'person', 'year': 2020, 'uri': 'billionaires' }, # World richest\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'forbes-400' }, # American richest 400\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'hong-kong-billionaires' }, # Hong Kong richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'australia-billionaires' }, # Australia richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'china-billionaires' }, # China richest 400\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'taiwan-billionaires' }, # Taiwan richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'india-billionaires' }, # India richest 100\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'japan-billionaires' }, # Japan richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'africa-billionaires' }, # Africa richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'korea-billionaires' }, # Korea richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'malaysia-billionaires' }, # Malaysia richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'philippines-billionaires' }, # Philippines richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'singapore-billionaires' }, # Singapore richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'indonesia-billionaires' }, # Indonesia richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'thailand-billionaires' }, # Thailand richest 50\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'self-made-women' }, # American richest self-made women\n", + " # { 'type': 'person', 'year': 2018, 'uri': 'richest-in-tech' }, # tech richest\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'hedge-fund-managers' }, # hedge fund highest-earning\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'powerful-people' }, # world powerful\n", + " # { 'type': 'person', 'year': 2020, 'uri': 'power-women' }, # world powerful women\n", + " # { 'type': 'person', 'year': 0, 'uri': 'rtb' }, # real-time world billionaires\n", + " # { 'type': 'person', 'year': 0, 'uri': 'rtrl' }, # real-time American richest 400\n", + "]\n", + "\n", + "url = 'http://www.forbes.com/ajax/list/data'\n", + "SOURCES_DIR = Path('./sources')\n", + "\n", + "for forbes_list in lists:\n", + " response = requests.get(url, params=forbes_list)\n", + "\n", + " if not SOURCES_DIR.exists():\n", + " SOURCES_DIR.mkdir(exist_ok=True, parents=True)\n", + "\n", + " DataFrame(response.json()).to_csv('forbes-{}.csv'.format(forbes_list['uri']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then Forbes Global 2000 for the largest 2000 firms globally." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "headers = {\n", + " \"accept\": \"application/json, text/plain, */*\",\n", + " \"referer\": \"https://www.forbes.com/global2000/\",\n", + " \"user-agent\": \"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/87.0.4280.67 Safari/537.36\",\n", + "}\n", + "\n", + "cookies = {\n", + " \"notice_behavior\": \"expressed,eu\",\n", + " \"notice_gdpr_prefs\": \"0,1,2:1a8b5228dd7ff0717196863a5d28ce6c\",\n", + "}\n", + "\n", + "api_url = \"https://www.forbes.com/forbesapi/org/global2000/2020/position/true.json?limit=2000\"\n", + "response = requests.get(api_url, headers=headers, cookies=cookies).json()\n", + "\n", + "sample_table = [\n", + " [\n", + " item[\"organizationName\"],\n", + " item[\"country\"],\n", + " item[\"revenue\"],\n", + " item[\"profits\"],\n", + " item[\"assets\"],\n", + " item[\"marketValue\"]\n", + " ] for item in\n", + " sorted(response[\"organizationList\"][\"organizationsLists\"], key=lambda k: k[\"position\"])\n", + "]\n", + "\n", + "dfff = pd.DataFrame(sample_table, columns=[\"Company\", \"Country\", \"Sales\", \"Profits\", \"Assets\", \"Market Value\"])\n", + "dfff.to_csv('forbes-global2000.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 181bd7491393ef9e76e3cc138e59594dc8b879c0 Mon Sep 17 00:00:00 2001 From: Shu Date: Wed, 3 May 2023 16:25:53 +1000 Subject: [PATCH 4/4] modification --- cross_section/README.md | 16 +- cross_section/cities_us.csv | 3 + cross_section/cities_us.txt | 315 ------------------------------------ 3 files changed, 10 insertions(+), 324 deletions(-) create mode 100644 cross_section/cities_us.csv delete mode 100644 cross_section/cities_us.txt diff --git a/cross_section/README.md b/cross_section/README.md index 016d801..12159e2 100644 --- a/cross_section/README.md +++ b/cross_section/README.md @@ -2,13 +2,13 @@ Here is an information table for the dataset: -| name | description | size | source | Features | -| ------------------------ | --------------------------------------------------- | ----- | --------------------------------------------------------- | ------------------------------------------------------------ | -| cities_brazil.csv | Population of cities in 2023 Brazil | 18kb | https://worldpopulationreview.com/countries/cities/brazil | | -| cities_us.txt | Population of cities in 2023 United States | 37kb | https://worldpopulationreview.com/us-cities | | -| forbes-billionaires.csv* | The world's richest 2000 people according to Forbes | 790kb | https://www.forbes.com/billionaires/ | | -| forbes-global2000.csv* | The world's largest 2000 firms according to Forbes | 118kb | https://www.forbes.com/lists/global2000/ | Variables measuring the firm size: Sales, Profits, Assets, Market Value | -| | | | | | +| name | description | size | source | Features | +| ------------------------ | ----------------------------------------------------------- | ----- | --------------------------------------------------------- | ------------------------------------------------------------ | +| cities_brazil.csv | Population of cities in 2023 Brazil | 18kb | https://worldpopulationreview.com/countries/cities/brazil | | +| cities_us.csv | Population of cities in United States | 37kb | https://worldpopulationreview.com/us-cities | Including population data in 2023, 2022, 2020 census, 2010 census | +| forbes-billionaires.csv* | The world's richest 2000 people in 2020 according to Forbes | 790kb | https://www.forbes.com/billionaires/ | | +| forbes-global2000.csv* | The world's largest 2000 firms in 2020 according to Forbes | 118kb | https://www.forbes.com/lists/global2000/ | Variables measuring the firm size: sales, profits, assets, market value | +| | | | | | *These two datasets are generated using the file ``webscrape_forbes.ipynb`` with the Forbes API. @@ -27,8 +27,6 @@ import pandas as pd url = "" pd.read_csv(url) # for csv files - -pd.read_csv(url, delimiter="\t", header=None) # for txt files ``` diff --git a/cross_section/cities_us.csv b/cross_section/cities_us.csv new file mode 100644 index 0000000..6d0b47c --- /dev/null +++ b/cross_section/cities_us.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa831de3a9e318712fc688e62908fb353eb18497b729fc8b6fda17b2653ceebb +size 48126 diff --git a/cross_section/cities_us.txt b/cross_section/cities_us.txt deleted file mode 100644 index a7abf5a..0000000 --- a/cross_section/cities_us.txt +++ /dev/null @@ -1,315 +0,0 @@ -1 New York[d]  New York 8,398,748 8,175,133 +2.74% 301.5 sq mi 780.9 km2 28,317/sq mi 10,933/km2 40.6635°N 73.9387°W -2 Los Angeles  California 3,990,456 3,792,621 +5.22% 468.7 sq mi 1,213.9 km2 8,484/sq mi 3,276/km2 34.0194°N 118.4108°W -3 Chicago  Illinois 2,705,994 2,695,598 +0.39% 227.3 sq mi 588.7 km2 11,900/sq mi 4,600/km2 41.8376°N 87.6818°W -4 Houston[3]  Texas 2,325,502 2,100,263 +10.72% 637.5 sq mi 1,651.1 km2 3,613/sq mi 1,395/km2 29.7866°N 95.3909°W -5 Phoenix  Arizona 1,660,272 1,445,632 +14.85% 517.6 sq mi 1,340.6 km2 3,120/sq mi 1,200/km2 33.5722°N 112.0901°W -6 Philadelphia[e]  Pennsylvania 1,584,138 1,526,006 +3.81% 134.2 sq mi 347.6 km2 11,683/sq mi 4,511/km2 40.0094°N 75.1333°W -7 San Antonio  Texas 1,532,233 1,327,407 +15.43% 461.0 sq mi 1,194.0 km2 3,238/sq mi 1,250/km2 29.4724°N 98.5251°W -8 San Diego  California 1,425,976 1,307,402 +9.07% 325.2 sq mi 842.3 km2 4,325/sq mi 1,670/km2 32.8153°N 117.1350°W -9 Dallas  Texas 1,345,047 1,197,816 +12.29% 340.9 sq mi 882.9 km2 3,866/sq mi 1,493/km2 32.7933°N 96.7665°W -10 San Jose  California 1,030,119 945,942 +8.90% 177.5 sq mi 459.7 km2 5,777/sq mi 2,231/km2 37.2967°N 121.8189°W -11 Austin  Texas 964,254 790,390 +22.00% 312.7 sq mi 809.9 km2 3,031/sq mi 1,170/km2 30.3039°N 97.7544°W -12 Jacksonville[f]  Florida 903,889 821,784 +9.99% 747.4 sq mi 1,935.8 km2 1,178/sq mi 455/km2 30.3369°N 81.6616°W -13 Fort Worth  Texas 895,008 741,206 +20.75% 342.9 sq mi 888.1 km2 2,491/sq mi 962/km2 32.7815°N 97.3467°W -14 Columbus  Ohio 892,533 787,033 +13.40% 218.5 sq mi 565.9 km2 3,936/sq mi 1,520/km2 39.9852°N 82.9848°W -15 San Francisco[g]  California 883,305 805,235 +9.70% 46.9 sq mi 121.5 km2 18,569/sq mi 7,170/km2 37.7272°N 123.0322°W -16 Charlotte  North Carolina 872,498 731,424 +19.29% 305.4 sq mi 791.0 km2 2,757/sq mi 1,064/km2 35.2078°N 80.8310°W -17 Indianapolis[h]  Indiana 867,125 820,445 +5.69% 361.5 sq mi 936.3 km2 2,366/sq mi 914/km2 39.7767°N 86.1459°W -18 Seattle  Washington 744,955 608,660 +22.39% 83.8 sq mi 217.0 km2 8,405/sq mi 3,245/km2 47.6205°N 122.3509°W -19 Denver[i]  Colorado 716,492 600,158 +19.38% 153.3 sq mi 397.0 km2 4,521/sq mi 1,746/km2 39.7619°N 104.8811°W -20 Washington[j]  District of Columbia 702,455 601,723 +16.74% 61.1 sq mi 158.2 km2 11,148/sq mi 4,304/km2 38.9041°N 77.0172°W -21 Boston  Massachusetts 694,583 617,594 +12.47% 48.3 sq mi 125.1 km2 13,938/sq mi 5,381/km2 42.3320°N 71.0202°W -22 El Paso  Texas 682,669 649,121 +5.17% 256.8 sq mi 665.1 km2 2,660/sq mi 1,030/km2 31.8484°N 106.4270°W -23 Detroit  Michigan 672,662 713,777 −5.76% 138.8 sq mi 359.5 km2 4,847/sq mi 1,871/km2 42.3830°N 83.1022°W -24 Nashville[k]  Tennessee 669,053 601,222 +11.28% 475.9 sq mi 1,232.6 km2 1,388/sq mi 536/km2 36.1718°N 86.7850°W -25 Portland  Oregon 653,115 583,776 +11.88% 133.5 sq mi 345.8 km2 4,793/sq mi 1,851/km2 45.5370°N 122.6500°W -26 Memphis  Tennessee 650,618 646,889 +0.58% 317.4 sq mi 822.1 km2 2,056/sq mi 794/km2 35.1028°N 89.9774°W -27 Oklahoma City  Oklahoma 649,021 579,999 +11.90% 606.3 sq mi 1,570.3 km2 1,053/sq mi 407/km2 35.4671°N 97.5137°W -28 Las Vegas  Nevada 644,644 583,756 +10.43% 134.4 sq mi 348.1 km2 4,709/sq mi 1,818/km2 36.2292°N 115.2601°W -29 Louisville[l]  Kentucky 620,118 597,337 +3.81% 263.5 sq mi 682.5 km2 2,339/sq mi 903/km2 38.1654°N 85.6474°W -30 Baltimore[m]  Maryland 602,495 620,961 −2.97% 80.9 sq mi 209.5 km2 7,598/sq mi 2,934/km2 39.3000°N 76.6105°W -31 Milwaukee  Wisconsin 592,025 594,833 −0.47% 96.2 sq mi 249.2 km2 6,186/sq mi 2,388/km2 43.0633°N 87.9667°W -32 Albuquerque  New Mexico 560,218 545,852 +2.63% 188.2 sq mi 487.4 km2 2,972/sq mi 1,147/km2 35.1056°N 106.6474°W -33 Tucson  Arizona 545,975 520,116 +4.97% 230.8 sq mi 597.8 km2 2,299/sq mi 888/km2 32.1531°N 110.8706°W -34 Fresno  California 530,093 494,665 +7.16% 114.4 sq mi 296.3 km2 4,563/sq mi 1,762/km2 36.7836°N 119.7934°W -35 Mesa  Arizona 508,958 439,041 +15.92% 137.9 sq mi 357.2 km2 3,514/sq mi 1,357/km2 33.4019°N 111.7174°W -36 Sacramento  California 508,529 466,488 +9.01% 97.9 sq mi 253.6 km2 5,059/sq mi 1,953/km2 38.5666°N 121.4686°W -37 Atlanta  Georgia 498,044 420,003 +18.58% 133.5 sq mi 345.8 km2 3,539/sq mi 1,366/km2 33.7629°N 84.4227°W -38 Kansas City  Missouri 491,918 459,787 +6.99% 315.0 sq mi 815.8 km2 1,528/sq mi 590/km2 39.1251°N 94.5510°W -39 Colorado Springs  Colorado 472,688 416,427 +13.51% 195.6 sq mi 506.6 km2 2,378/sq mi 918/km2 38.8673°N 104.7607°W -40 Miami  Florida 470,914 399,457 +17.89% 36.0 sq mi 93.2 km2 12,599/sq mi 4,865/km2 25.7752°N 80.2086°W -41 Raleigh  North Carolina 469,298 403,892 +16.19% 145.1 sq mi 375.8 km2 3,163/sq mi 1,221/km2 35.8306°N 78.6418°W -42 Omaha  Nebraska 468,262 408,958 +14.50% 133.2 sq mi 345.0 km2 3,356/sq mi 1,296/km2 41.2644°N 96.0451°W -43 Long Beach  California 467,354 462,257 +1.10% 50.3 sq mi 130.3 km2 9,347/sq mi 3,609/km2 33.8092°N 118.1553°W -44 Virginia Beach[m]  Virginia 450,189 437,994 +2.78% 244.7 sq mi 633.8 km2 1,850/sq mi 710/km2 36.7800°N 76.0252°W -45 Oakland  California 429,082 390,724 +9.82% 55.9 sq mi 144.8 km2 7,514/sq mi 2,901/km2 37.7698°N 122.2257°W -46 Minneapolis  Minnesota 425,403 382,578 +11.19% 54.0 sq mi 139.9 km2 7,660/sq mi 2,960/km2 44.9633°N 93.2683°W -47 Tulsa  Oklahoma 400,669 391,906 +2.24% 196.8 sq mi 509.7 km2 2,048/sq mi 791/km2 36.1279°N 95.9023°W -48 Arlington  Texas 398,112 365,438 +8.94% 95.8 sq mi 248.1 km2 4,100/sq mi 1,600/km2 32.7007°N 97.1247°W -49 Tampa  Florida 392,890 335,709 +17.03% 113.4 sq mi 293.7 km2 3,326/sq mi 1,284/km2 27.9701°N 82.4797°W -50 New Orleans[n]  Louisiana 391,006 343,829 +13.72% 169.4 sq mi 438.7 km2 2,311/sq mi 892/km2 30.0534°N 89.9345°W -51 Wichita  Kansas 389,255 382,368 +1.80% 160.4 sq mi 415.4 km2 2,431/sq mi 939/km2 37.6907°N 97.3459°W -52 Cleveland  Ohio 383,793 396,815 −3.28% 77.7 sq mi 201.2 km2 4,965/sq mi 1,917/km2 41.4785°N 81.6794°W -53 Bakersfield  California 383,579 347,483 +10.39% 148.8 sq mi 385.4 km2 2,529/sq mi 976/km2 35.3212°N 119.0183°W -54 Aurora  Colorado 374,114 325,078 +15.08% 153.5 sq mi 397.6 km2 2,356/sq mi 910/km2 39.6880°N 104.6897°W -55 Anaheim  California 352,005 336,265 +4.68% 50.0 sq mi 129.5 km2 7,021/sq mi 2,711/km2 33.8555°N 117.7601°W -56 Honolulu[b]  Hawaii 347,397 337,256 +3.01% 60.5 sq mi 156.7 km2 5,815/sq mi 2,245/km2 21.3243°N 157.8476°W -57 Santa Ana  California 332,725 324,528 +2.53% 27.1 sq mi 70.2 km2 12,333/sq mi 4,762/km2 33.7363°N 117.8830°W -58 Riverside  California 330,063 303,871 +8.62% 81.2 sq mi 210.3 km2 3,999/sq mi 1,544/km2 33.9381°N 117.3932°W -59 Corpus Christi  Texas 326,554 305,215 +6.99% 174.6 sq mi 452.2 km2 1,866/sq mi 720/km2 27.7543°N 97.1734°W -60 Lexington[o]  Kentucky 323,780 295,803 +9.46% 283.6 sq mi 734.5 km2 1,123/sq mi 434/km2 38.0407°N 84.4583°W -61 Stockton  California 311,178 291,707 +6.67% 61.7 sq mi 159.8 km2 4,977/sq mi 1,922/km2 37.9763°N 121.3133°W -62 Henderson  Nevada 310,390 257,729 +20.43% 104.7 sq mi 271.2 km2 2,798/sq mi 1,080/km2 36.0097°N 115.0357°W -63 Saint Paul  Minnesota 307,695 285,068 +7.94% 52.0 sq mi 134.7 km2 5,815/sq mi 2,245/km2 44.9489°N 93.1041°W -64 St. Louis[m]  Missouri 302,838 319,294 −5.15% 62.0 sq mi 160.6 km2 5,023/sq mi 1,939/km2 38.6357°N 90.2446°W -65 Cincinnati  Ohio 302,605 296,943 +1.91% 77.4 sq mi 200.5 km2 3,860/sq mi 1,490/km2 39.1402°N 84.5058°W -66 Pittsburgh  Pennsylvania 301,048 305,704 −1.52% 55.4 sq mi 143.5 km2 5,481/sq mi 2,116/km2 40.4398°N 79.9766°W -67 Greensboro  North Carolina 294,722 269,666 +9.29% 128.3 sq mi 332.3 km2 2,237/sq mi 864/km2 36.0951°N 79.8270°W -68 Anchorage[p]  Alaska 291,538 291,826 −0.10% 1,706.6 sq mi 4,420.1 km2 175/sq mi 68/km2 61.1743°N 149.2843°W -69 Plano  Texas 288,061 259,841 +10.86% 71.7 sq mi 185.7 km2 3,990/sq mi 1,540/km2 33.0508°N 96.7479°W -70 Lincoln  Nebraska 287,401 258,379 +11.23% 92.1 sq mi 238.5 km2 3,044/sq mi 1,175/km2 40.8105°N 96.6803°W -71 Orlando  Florida 285,713 238,300 +19.90% 105.2 sq mi 272.5 km2 2,635/sq mi 1,017/km2 28.4166°N 81.2736°W -72 Irvine  California 282,572 212,375 +33.05% 65.6 sq mi 169.9 km2 4,057/sq mi 1,566/km2 33.6784°N 117.7713°W -73 Newark  New Jersey 282,090 277,140 +1.79% 24.1 sq mi 62.4 km2 11,691/sq mi 4,514/km2 40.7242°N 74.1726°W -74 Toledo  Ohio 274,975 287,208 −4.26% 80.7 sq mi 209.0 km2 3,451/sq mi 1,332/km2 41.6641°N 83.5819°W -75 Durham  North Carolina 274,291 228,330 +20.13% 109.8 sq mi 284.4 km2 2,395/sq mi 925/km2 35.9811°N 78.9029°W -76 Chula Vista  California 271,651 243,916 +11.37% 49.6 sq mi 128.5 km2 5,387/sq mi 2,080/km2 32.6277°N 117.0152°W -77 Fort Wayne  Indiana 267,633 253,691 +5.50% 110.6 sq mi 286.5 km2 2,391/sq mi 923/km2 41.0882°N 85.1439°W -78 Jersey City  New Jersey 265,549 247,597 +7.25% 14.8 sq mi 38.3 km2 17,848/sq mi 6,891/km2 40.7114°N 74.0648°W -79 St. Petersburg  Florida 265,098 244,769 +8.31% 61.8 sq mi 160.1 km2 4,223/sq mi 1,631/km2 27.7620°N 82.6441°W -80 Laredo  Texas 261,639 236,091 +10.82% 101.1 sq mi 261.8 km2 2,544/sq mi 982/km2 27.5604°N 99.4892°W -81 Madison  Wisconsin 258,054 233,209 +10.65% 77.0 sq mi 199.4 km2 3,280/sq mi 1,270/km2 43.0878°N 89.4299°W -82 Chandler  Arizona 257,165 236,123 +8.91% 64.9 sq mi 168.1 km2 3,813/sq mi 1,472/km2 33.2829°N 111.8549°W -83 Buffalo  New York 256,304 261,310 −1.92% 40.4 sq mi 104.6 km2 6,359/sq mi 2,455/km2 42.8925°N 78.8597°W -84 Lubbock  Texas 255,885 229,573 +11.46% 124.6 sq mi 322.7 km2 2,027/sq mi 783/km2 33.5656°N 101.8867°W -85 Scottsdale  Arizona 255,310 217,385 +17.45% 183.9 sq mi 476.3 km2 1,341/sq mi 518/km2 33.6843°N 111.8611°W -86 Reno  Nevada 250,998 225,221 +11.45% 107.3 sq mi 277.9 km2 2,286/sq mi 883/km2 39.5491°N 119.8499°W -87 Glendale  Arizona 250,702 226,721 +10.58% 59.1 sq mi 153.1 km2 4,161/sq mi 1,607/km2 33.5331°N 112.1899°W -88 Gilbert[q]  Arizona 248,279 208,453 +19.11% 68.0 sq mi 176.1 km2 3,487/sq mi 1,346/km2 33.3103°N 111.7431°W -89 Winston–Salem  North Carolina 246,328 229,617 +7.28% 132.5 sq mi 343.2 km2 1,828/sq mi 706/km2 36.1027°N 80.2610°W -90 North Las Vegas  Nevada 245,949 216,961 +13.36% 98.0 sq mi 253.8 km2 2,436/sq mi 941/km2 36.2857°N 115.0939°W -91 Norfolk[m]  Virginia 244,076 242,803 +0.52% 53.3 sq mi 138.0 km2 4,599/sq mi 1,776/km2 36.9230°N 76.2446°W -92 Chesapeake[m]  Virginia 242,634 222,209 +9.19% 338.5 sq mi 876.7 km2 703/sq mi 271/km2 36.6794°N 76.3018°W -93 Garland  Texas 242,507 226,876 +6.89% 57.0 sq mi 147.6 km2 4,122/sq mi 1,592/km2 32.9098°N 96.6303°W -94 Irving  Texas 242,242 216,290 +12.00% 67.0 sq mi 173.5 km2 3,557/sq mi 1,373/km2 32.8577°N 96.9700°W -95 Hialeah  Florida 238,942 224,669 +6.35% 21.5 sq mi 55.7 km2 10,995/sq mi 4,245/km2 25.8699°N 80.3029°W -96 Fremont  California 237,807 214,089 +11.08% 77.5 sq mi 200.7 km2 3,008/sq mi 1,161/km2 37.4945°N 121.9412°W -97 Boise[r]  Idaho 228,790 205,671 +11.24% 82.1 sq mi 212.6 km2 2,718/sq mi 1,049/km2 43.6002°N 116.2317°W -98 Richmond[m]  Virginia 228,783 204,214 +12.03% 59.8 sq mi 154.9 km2 3,732/sq mi 1,441/km2 37.5314°N 77.4760°W -99 Baton Rouge[s]  Louisiana 221,599 229,493 −3.44% 85.9 sq mi 222.5 km2 2,651/sq mi 1,024/km2 30.4422°N 91.1309°W -100 Spokane  Washington 219,190 208,916 +4.92% 68.7 sq mi 177.9 km2 3,144/sq mi 1,214/km2 47.6669°N 117.4333°W -101 Des Moines  Iowa 216,853 203,433 +6.60% 88.9 sq mi 230.2 km2 2,424/sq mi 936/km2 41.5726°N 93.6102°W -102 Tacoma  Washington 216,279 198,397 +9.01% 49.7 sq mi 128.7 km2 4,251/sq mi 1,641/km2 47.2522°N 122.4598°W -103 San Bernardino  California 215,941 209,924 +2.87% 61.5 sq mi 159.3 km2 3,516/sq mi 1,358/km2 34.1416°N 117.2936°W -104 Modesto  California 215,030 201,165 +6.89% 43.0 sq mi 111.4 km2 4,934/sq mi 1,905/km2 37.6375°N 121.0030°W -105 Fontana  California 213,739 196,069 +9.01% 43.0 sq mi 111.4 km2 4,876/sq mi 1,883/km2 34.1090°N 117.4629°W -106 Santa Clarita  California 210,089 176,320 +19.15% 52.8 sq mi 136.8 km2 3,446/sq mi 1,331/km2 34.4030°N 118.5042°W -107 Birmingham  Alabama 209,880 212,237 −1.11% 146.1 sq mi 378.4 km2 1,452/sq mi 561/km2 33.5274°N 86.7990°W -108 Oxnard  California 209,877 197,899 +6.05% 26.9 sq mi 69.7 km2 7,729/sq mi 2,984/km2 34.2023°N 119.2046°W -109 Fayetteville  North Carolina 209,468 200,564 +4.44% 147.7 sq mi 382.5 km2 1,386/sq mi 535/km2 35.0828°N 78.9735°W -110 Moreno Valley  California 209,050 193,365 +8.11% 51.3 sq mi 132.9 km2 4,006/sq mi 1,547/km2 33.9233°N 117.2057°W -111 Rochester  New York 206,284 210,565 −2.03% 35.8 sq mi 92.7 km2 5,835/sq mi 2,253/km2 43.1699°N 77.6169°W -112 Glendale  California 201,361 191,719 +5.03% 30.4 sq mi 78.7 km2 6,606/sq mi 2,551/km2 34.1814°N 118.2458°W -113 Huntington Beach  California 200,641 189,992 +5.60% 26.9 sq mi 69.7 km2 7,459/sq mi 2,880/km2 33.6906°N 118.0093°W -114 Salt Lake City  Utah 200,591 186,440 +7.59% 111.2 sq mi 288.0 km2 1,742/sq mi 673/km2 40.7769°N 111.9310°W -115 Grand Rapids  Michigan 200,217 188,040 +6.48% 44.4 sq mi 115.0 km2 4,424/sq mi 1,708/km2 42.9612°N 85.6556°W -116 Amarillo  Texas 199,924 190,695 +4.84% 101.4 sq mi 262.6 km2 1,968/sq mi 760/km2 35.1999°N 101.8302°W -117 Yonkers  New York 199,663 195,976 +1.88% 18.0 sq mi 46.6 km2 11,156/sq mi 4,307/km2 40.9459°N 73.8674°W -118 Aurora  Illinois 199,602 197,899 +0.86% 44.9 sq mi 116.3 km2 4,479/sq mi 1,729/km2 41.7635°N 88.2901°W -119 Montgomery  Alabama 198,218 205,764 −3.67% 159.8 sq mi 413.9 km2 1,252/sq mi 483/km2 32.3472°N 86.2661°W -120 Akron  Ohio 198,006 199,110 −0.55% 62.0 sq mi 160.6 km2 3,188/sq mi 1,231/km2 41.0805°N 81.5214°W -121 Little Rock  Arkansas 197,881 193,524 +2.25% 118.7 sq mi 307.4 km2 1,673/sq mi 646/km2 34.7254°N 92.3586°W -122 Huntsville  Alabama 197,318 180,105 +9.56% 213.4 sq mi 552.7 km2 905/sq mi 349/km2 34.6990°N 86.6730°W -123 Augusta[t]  Georgia 196,939 195,844 +0.56% 302.5 sq mi 783.5 km2 652/sq mi 252/km2 33.3655°N 82.0734°W -124 Port St. Lucie  Florida 195,248 164,603 +18.62% 118.9 sq mi 307.9 km2 1,557/sq mi 601/km2 27.2806°N 80.3883°W -125 Grand Prairie  Texas 194,614 175,396 +10.96% 72.3 sq mi 187.3 km2 2,637/sq mi 1,018/km2 32.6869°N 97.0211°W -126 Columbus[u]  Georgia 194,160 189,885 +2.25% 216.4 sq mi 560.5 km2 913/sq mi 353/km2 32.5102°N 84.8749°W -127 Tallahassee  Florida 193,551 181,376 +6.71% 100.4 sq mi 260.0 km2 1,901/sq mi 734/km2 30.4551°N 84.2534°W -128 Overland Park  Kansas 192,536 173,372 +11.05% 75.1 sq mi 194.5 km2 2,516/sq mi 971/km2 38.8890°N 94.6906°W -129 Tempe  Arizona 192,364 161,719 +18.95% 40.0 sq mi 103.6 km2 4,562/sq mi 1,761/km2 33.3884°N 111.9318°W -130 McKinney  Texas 191,645 131,117 +46.16% 63.0 sq mi 163.2 km2 2,735/sq mi 1,056/km2 33.1985°N 96.6680°W -131 Mobile  Alabama 189,572 195,111 −2.84% 139.4 sq mi 361.0 km2 1,384/sq mi 534/km2 30.6684°N 88.1002°W -132 Cape Coral  Florida 189,343 154,305 +22.71% 105.6 sq mi 273.5 km2 1,703/sq mi 658/km2 26.6432°N 81.9974°W -133 Shreveport  Louisiana 188,987 199,311 −5.18% 107.1 sq mi 277.4 km2 1,820/sq mi 700/km2 32.4669°N 93.7922°W -134 Frisco  Texas 188,170 116,989 +60.84% 67.7 sq mi 175.3 km2 2,417/sq mi 933/km2 33.1554°N 96.8226°W -135 Knoxville  Tennessee 187,500 178,874 +4.82% 98.5 sq mi 255.1 km2 1,891/sq mi 730/km2 35.9707°N 83.9493°W -136 Worcester  Massachusetts 185,877 181,045 +2.67% 37.4 sq mi 96.9 km2 4,933/sq mi 1,905/km2 42.2695°N 71.8078°W -137 Brownsville  Texas 183,392 175,023 +4.78% 132.5 sq mi 343.2 km2 1,387/sq mi 536/km2 25.9991°N 97.4550°W -138 Vancouver  Washington 183,012 161,791 +13.12% 46.9 sq mi 121.5 km2 3,728/sq mi 1,439/km2 45.6349°N 122.5957°W -139 Fort Lauderdale  Florida 182,595 165,521 +10.32% 34.6 sq mi 89.6 km2 5,166/sq mi 1,995/km2 26.1412°N 80.1467°W -140 Sioux Falls  South Dakota 181,883 153,888 +18.19% 75.4 sq mi 195.3 km2 2,312/sq mi 893/km2 43.5383°N 96.7320°W -141 Ontario  California 181,107 163,924 +10.48% 49.9 sq mi 129.2 km2 3,471/sq mi 1,340/km2 34.0394°N 117.6042°W -142 Chattanooga  Tennessee 180,557 167,674 +7.68% 143.1 sq mi 370.6 km2 1,241/sq mi 479/km2 35.0660°N 85.2484°W -143 Providence  Rhode Island 179,335 178,042 +0.73% 18.4 sq mi 47.7 km2 9,740/sq mi 3,760/km2 41.8231°N 71.4188°W -144 Newport News[m]  Virginia 178,626 180,719 −1.16% 69.1 sq mi 179.0 km2 2,631/sq mi 1,016/km2 37.0762°N 76.5220°W -145 Rancho Cucamonga  California 177,751 165,269 +7.55% 40.0 sq mi 103.6 km2 4,413/sq mi 1,704/km2 34.1233°N 117.5642°W -146 Santa Rosa  California 177,586 167,815 +5.82% 41.3 sq mi 107.0 km2 4,241/sq mi 1,637/km2 38.4468°N 122.7061°W -147 Oceanside  California 176,080 167,086 +5.38% 41.3 sq mi 107.0 km2 4,249/sq mi 1,641/km2 33.2245°N 117.3062°W -148 Salem  Oregon 173,442 154,637 +12.16% 48.6 sq mi 125.9 km2 3,445/sq mi 1,330/km2 44.9237°N 123.0232°W -149 Elk Grove  California 172,886 153,015 +12.99% 42.2 sq mi 109.3 km2 4,022/sq mi 1,553/km2 38.4146°N 121.3850°W -150 Garden Grove  California 172,646 170,883 +1.03% 18.0 sq mi 46.6 km2 9,714/sq mi 3,751/km2 33.7788°N 117.9605°W -151 Pembroke Pines  Florida 172,374 154,019 +11.92% 33.0 sq mi 85.5 km2 5,109/sq mi 1,973/km2 26.0210°N 80.3404°W -152 Peoria  Arizona 172,259 154,065 +11.81% 175.7 sq mi 455.1 km2 934/sq mi 361/km2 33.7862°N 112.3080°W -153 Eugene  Oregon 171,245 156,185 +9.64% 44.1 sq mi 114.2 km2 3,777/sq mi 1,458/km2 44.0567°N 123.1162°W -154 Corona  California 168,819 152,374 +10.79% 39.5 sq mi 102.3 km2 4,222/sq mi 1,630/km2 33.8620°N 117.5655°W -155 Cary[v]  North Carolina 168,160 135,234 +24.35% 56.5 sq mi 146.3 km2 2,873/sq mi 1,109/km2 35.7809°N 78.8133°W -156 Springfield  Missouri 168,122 159,498 +5.41% 82.3 sq mi 213.2 km2 2,033/sq mi 785/km2 37.1942°N 93.2913°W -157 Fort Collins  Colorado 167,830 143,986 +16.56% 55.8 sq mi 144.5 km2 2,943/sq mi 1,136/km2 40.5482°N 105.0648°W -158 Jackson  Mississippi 164,422 173,514 −5.24% 111.0 sq mi 287.5 km2 1,524/sq mi 588/km2 32.3158°N 90.2128°W -159 Alexandria[m]  Virginia 160,530 139,966 +14.69% 15.0 sq mi 38.8 km2 10,387/sq mi 4,010/km2 38.8201°N 77.0841°W -160 Hayward  California 159,620 144,186 +10.70% 45.5 sq mi 117.8 km2 3,493/sq mi 1,349/km2 37.6287°N 122.1024°W -161 Lancaster  California 159,053 156,633 +1.55% 94.3 sq mi 244.2 km2 1,698/sq mi 656/km2 34.6936°N 118.1753°W -162 Lakewood  Colorado 156,798 142,980 +9.66% 42.9 sq mi 111.1 km2 3,599/sq mi 1,390/km2 39.6989°N 105.1176°W -163 Clarksville  Tennessee 156,794 132,929 +17.95% 98.3 sq mi 254.6 km2 1,529/sq mi 590/km2 36.5664°N 87.3452°W -164 Palmdale  California 156,667 152,750 +2.56% 106.0 sq mi 274.5 km2 1,484/sq mi 573/km2 34.5910°N 118.1054°W -165 Salinas  California 156,259 150,441 +3.87% 23.6 sq mi 61.1 km2 6,662/sq mi 2,572/km2 36.6902°N 121.6337°W -166 Springfield  Massachusetts 155,032 153,060 +1.29% 31.9 sq mi 82.6 km2 4,830/sq mi 1,860/km2 42.1155°N 72.5400°W -167 Hollywood  Florida 154,823 140,768 +9.98% 27.3 sq mi 70.7 km2 5,568/sq mi 2,150/km2 26.0310°N 80.1646°W -168 Pasadena  Texas 153,219 149,043 +2.80% 43.5 sq mi 112.7 km2 3,525/sq mi 1,361/km2 29.6586°N 95.1506°W -169 Sunnyvale  California 153,185 140,081 +9.35% 22.0 sq mi 57.0 km2 6,944/sq mi 2,681/km2 37.3858°N 122.0263°W -170 Macon[w]  Georgia 153,095 91,351 +67.59% 249.3 sq mi 645.7 km2 612/sq mi 236/km2 32.8088°N 83.6942°W -171 Kansas City[x]  Kansas 152,958 145,786 +4.92% 124.8 sq mi 323.2 km2 1,216/sq mi 470/km2 39.1225°N 94.7418°W -172 Pomona  California 152,361 149,058 +2.22% 23.0 sq mi 59.6 km2 6,630/sq mi 2,560/km2 34.0585°N 117.7611°W -173 Escondido  California 152,213 143,911 +5.77% 37.1 sq mi 96.1 km2 4,087/sq mi 1,578/km2 33.1331°N 117.0740°W -174 Killeen  Texas 149,103 127,921 +16.56% 53.5 sq mi 138.6 km2 2,680/sq mi 1,030/km2 31.0777°N 97.7320°W -175 Naperville  Illinois 148,304 141,853 +4.55% 38.7 sq mi 100.2 km2 3,802/sq mi 1,468/km2 41.7492°N 88.1620°W -176 Joliet  Illinois 148,099 147,433 +0.45% 64.4 sq mi 166.8 km2 2,302/sq mi 889/km2 41.5177°N 88.1488°W -177 Bellevue  Washington 147,599 122,363 +20.62% 33.5 sq mi 86.8 km2 4,221/sq mi 1,630/km2 47.5979°N 122.1565°W -178 Rockford  Illinois 146,526 152,871 −4.15% 63.5 sq mi 164.5 km2 2,325/sq mi 898/km2 42.2588°N 89.0646°W -179 Savannah  Georgia 145,862 136,286 +7.03% 103.6 sq mi 268.3 km2 1,417/sq mi 547/km2 32.0025°N 81.1536°W -180 Paterson  New Jersey 145,627 146,199 −0.39% 8.4 sq mi 21.8 km2 17,500/sq mi 6,800/km2 40.9148°N 74.1628°W -181 Torrance  California 145,182 145,438 −0.18% 20.5 sq mi 53.1 km2 7,180/sq mi 2,770/km2 33.8350°N 118.3414°W -182 Bridgeport  Connecticut 144,900 144,229 +0.47% 16.1 sq mi 41.7 km2 9,064/sq mi 3,500/km2 41.1874°N 73.1958°W -183 McAllen  Texas 143,433 129,877 +10.44% 58.4 sq mi 151.3 km2 2,435/sq mi 940/km2 26.2322°N 98.2464°W -184 Mesquite  Texas 142,816 139,824 +2.14% 47.2 sq mi 122.2 km2 3,045/sq mi 1,176/km2 32.7629°N 96.5888°W -185 Syracuse  New York 142,749 145,170 −1.67% 25.0 sq mi 64.7 km2 5,735/sq mi 2,214/km2 43.0410°N 76.1436°W -186 Midland  Texas 142,344 111,147 +28.07% 74.4 sq mi 192.7 km2 1,809/sq mi 698/km2 32.0246°N 102.1135°W -187 Pasadena  California 141,371 137,122 +3.10% 23.0 sq mi 59.6 km2 6,176/sq mi 2,385/km2 34.1606°N 118.1396°W -188 Murfreesboro  Tennessee 141,344 108,755 +29.97% 55.9 sq mi 144.8 km2 2,360/sq mi 910/km2 35.8522°N 86.4160°W -189 Miramar  Florida 140,823 122,041 +15.39% 29.4 sq mi 76.1 km2 4,709/sq mi 1,818/km2 25.9770°N 80.3358°W -190 Dayton  Ohio 140,640 141,527 −0.63% 55.7 sq mi 144.3 km2 2,522/sq mi 974/km2 39.7774°N 84.1996°W -191 Fullerton  California 139,640 135,161 +3.31% 22.4 sq mi 58.0 km2 6,282/sq mi 2,425/km2 33.8857°N 117.9280°W -192 Olathe  Kansas 139,605 125,872 +10.91% 60.9 sq mi 157.7 km2 2,225/sq mi 859/km2 38.8843°N 94.8195°W -193 Orange  California 139,484 136,416 +2.25% 25.4 sq mi 65.8 km2 5,532/sq mi 2,136/km2 33.7870°N 117.8613°W -194 Thornton  Colorado 139,436 118,772 +17.40% 35.7 sq mi 92.5 km2 3,829/sq mi 1,478/km2 39.9194°N 104.9428°W -195 Roseville  California 139,117 118,788 +17.11% 43.0 sq mi 111.4 km2 3,085/sq mi 1,191/km2 38.7690°N 121.3189°W -196 Denton  Texas 138,541 113,383 +22.19% 93.4 sq mi 241.9 km2 1,433/sq mi 553/km2 33.2166°N 97.1414°W -197 Waco  Texas 138,183 124,805 +10.72% 89.0 sq mi 230.5 km2 1,510/sq mi 580/km2 31.5601°N 97.1860°W -198 Surprise  Arizona 138,161 117,517 +17.57% 107.9 sq mi 279.5 km2 1,230/sq mi 470/km2 33.6706°N 112.4527°W -199 Carrollton  Texas 136,879 119,097 +14.93% 36.3 sq mi 94.0 km2 3,674/sq mi 1,419/km2 32.9884°N 96.8998°W -200 West Valley City  Utah 136,401 129,480 +5.35% 35.5 sq mi 91.9 km2 3,847/sq mi 1,485/km2 40.6885°N 112.0118°W -201 Charleston  South Carolina 136,208 120,083 +13.43% 109.0 sq mi 282.3 km2 1,233/sq mi 476/km2 32.8179°N 79.9590°W -202 Warren  Michigan 134,587 134,056 +0.40% 34.4 sq mi 89.1 km2 3,928/sq mi 1,517/km2 42.4929°N 83.0250°W -203 Hampton[m]  Virginia 134,313 137,436 −2.27% 51.5 sq mi 133.4 km2 2,629/sq mi 1,015/km2 37.0480°N 76.2971°W -204 Gainesville  Florida 133,857 124,354 +7.64% 62.3 sq mi 161.4 km2 2,112/sq mi 815/km2 29.6788°N 82.3461°W -205 Visalia  California 133,800 124,442 +7.52% 37.5 sq mi 97.1 km2 3,495/sq mi 1,349/km2 36.3273°N 119.3289°W -206 Coral Springs  Florida 133,507 121,096 +10.25% 23.8 sq mi 61.6 km2 5,465/sq mi 2,110/km2 26.2707°N 80.2593°W -207 Columbia  South Carolina 133,451 129,272 +3.23% 133.5 sq mi 345.8 km2 1,006/sq mi 388/km2 34.0291°N 80.8980°W -208 Cedar Rapids  Iowa 133,174 126,326 +5.42% 70.8 sq mi 183.4 km2 1,852/sq mi 715/km2 41.9670°N 91.6778°W -209 Sterling Heights  Michigan 132,964 129,699 +2.52% 36.5 sq mi 94.5 km2 3,628/sq mi 1,401/km2 42.5812°N 83.0303°W -210 New Haven  Connecticut 130,418 129,779 +0.49% 18.7 sq mi 48.4 km2 6,948/sq mi 2,683/km2 41.3108°N 72.9250°W -211 Stamford  Connecticut 129,775 122,643 +5.82% 37.6 sq mi 97.4 km2 3,434/sq mi 1,326/km2 41.0799°N 73.5460°W -212 Concord  California 129,688 122,067 +6.24% 30.5 sq mi 79.0 km2 4,221/sq mi 1,630/km2 37.9722°N 122.0016°W -213 Kent  Washington 129,618 92,411 +40.26% 33.7 sq mi 87.3 km2 3,784/sq mi 1,461/km2 47.3880°N 122.2127°W -214 Santa Clara  California 129,488 116,468 +11.18% 18.4 sq mi 47.7 km2 6,845/sq mi 2,643/km2 37.3646°N 121.9679°W -215 Elizabeth  New Jersey 128,885 124,969 +3.13% 12.3 sq mi 31.9 km2 10,459/sq mi 4,038/km2 40.6664°N 74.1935°W -216 Round Rock  Texas 128,739 99,887 +28.88% 35.6 sq mi 92.2 km2 3,396/sq mi 1,311/km2 30.5252°N 97.6660°W -217 Thousand Oaks  California 127,690 126,683 +0.79% 55.2 sq mi 143.0 km2 2,335/sq mi 902/km2 34.1933°N 118.8742°W -218 Lafayette[y]  Louisiana 126,143 120,623 +4.58% 53.8 sq mi 139.3 km2 2,372/sq mi 916/km2 30.2074°N 92.0285°W -219 Athens[z]  Georgia 125,964 115,452 +9.11% 116.4 sq mi 301.5 km2 1,060/sq mi 410/km2 33.9496°N 83.3701°W -220 Topeka  Kansas 125,904 127,473 −1.23% 61.5 sq mi 159.3 km2 2,062/sq mi 796/km2 39.0347°N 95.6962°W -221 Simi Valley  California 125,851 124,237 +1.30% 41.5 sq mi 107.5 km2 3,044/sq mi 1,175/km2 34.2669°N 118.7485°W -222 Fargo  North Dakota 124,844 105,549 +18.28% 49.3 sq mi 127.7 km2 2,450/sq mi 950/km2 46.8652°N 96.8290°W -223 Norman  Oklahoma 123,471 110,925 +11.31% 178.8 sq mi 463.1 km2 683/sq mi 264/km2 35.2406°N 97.3453°W -224 Columbia  Missouri 123,180 108,500 +13.53% 65.0 sq mi 168.3 km2 1,856/sq mi 717/km2 38.951561°N 92.328638°W -225 Abilene  Texas 122,999 117,063 +5.07% 106.7 sq mi 276.4 km2 1,146/sq mi 442/km2 32.4545°N 99.7381°W -226 Wilmington  North Carolina 122,607 106,476 +15.15% 51.6 sq mi 133.6 km2 2,278/sq mi 880/km2 34.2092°N 77.8858°W -227 Hartford  Connecticut 122,587 124,775 −1.75% 17.4 sq mi 45.1 km2 7,083/sq mi 2,735/km2 41.7659°N 72.6816°W -228 Victorville  California 122,312 115,903 +5.53% 73.3 sq mi 189.8 km2 1,668/sq mi 644/km2 34.5277°N 117.3536°W -229 Pearland  Texas 122,149 91,252 +33.86% 46.3 sq mi 119.9 km2 2,453/sq mi 947/km2 29.5558°N 95.3231°W -230 Vallejo  California 121,913 115,942 +5.15% 30.7 sq mi 79.5 km2 3,951/sq mi 1,525/km2 38.1079°N 122.2640°W -231 Ann Arbor  Michigan 121,890 113,934 +6.98% 28.1 sq mi 72.8 km2 4,298/sq mi 1,659/km2 42.2761°N 83.7309°W -232 Berkeley  California 121,643 112,580 +8.05% 10.5 sq mi 27.2 km2 11,547/sq mi 4,458/km2 37.8670°N 122.2991°W -233 Allentown  Pennsylvania 121,433 118,032 +2.88% 17.5 sq mi 45.3 km2 6,882/sq mi 2,657/km2 40.5936°N 75.4784°W -234 Richardson  Texas 120,981 99,223 +21.93% 28.6 sq mi 74.1 km2 3,963/sq mi 1,530/km2 32.9723°N 96.7081°W -235 Odessa  Texas 120,568 99,940 +20.64% 45.2 sq mi 117.1 km2 2,608/sq mi 1,007/km2 31.8838°N 102.3411°W -236 Arvada  Colorado 120,492 106,433 +13.21% 38.6 sq mi 100.0 km2 3,043/sq mi 1,175/km2 39.8337°N 105.1503°W -237 Cambridge  Massachusetts 118,977 105,162 +13.14% 6.4 sq mi 16.6 km2 17,289/sq mi 6,675/km2 42.3760°N 71.1187°W -238 Sugar Land  Texas 118,600 78,817 +50.48% 34.0 sq mi 88.1 km2 3,488/sq mi 1,347/km2 29.5994°N 95.6142°W -239 Beaumont  Texas 118,428 118,296 +0.11% 82.1 sq mi 212.6 km2 1,441/sq mi 556/km2 30.0849°N 94.1453°W -240 Lansing  Michigan 118,427 114,297 +3.61% 39.1 sq mi 101.3 km2 2,967/sq mi 1,146/km2 42.7143°N 84.5593°W -241 Evansville  Indiana 117,963 117,429 +0.45% 47.3 sq mi 122.5 km2 2,526/sq mi 975/km2 37.9877°N 87.5347°W -242 Rochester  Minnesota 116,961 106,769 +9.55% 54.6 sq mi 141.4 km2 2,088/sq mi 806/km2 44.0154°N 92.4772°W -243 Independence  Missouri 116,925 116,830 +0.08% 77.8 sq mi 201.5 km2 1,504/sq mi 581/km2 39.0855°N 94.3521°W -244 Fairfield  California 116,884 105,321 +10.98% 40.9 sq mi 105.9 km2 2,806/sq mi 1,083/km2 38.2593°N 122.0321°W -245 Provo  Utah 116,702 112,488 +3.75% 41.7 sq mi 108.0 km2 2,803/sq mi 1,082/km2 40.2453°N 111.6448°W -246 Clearwater  Florida 116,478 107,685 +8.17% 25.9 sq mi 67.1 km2 4,415/sq mi 1,705/km2 27.9789°N 82.7666°W -247 College Station  Texas 116,218 93,857 +23.82% 51.0 sq mi 132.1 km2 2,199/sq mi 849/km2 30.5852°N 96.2964°W -248 West Jordan  Utah 116,046 103,712 +11.89% 32.3 sq mi 83.7 km2 3,520/sq mi 1,360/km2 40.6024°N 112.0008°W -249 Carlsbad  California 115,877 105,328 +10.02% 37.7 sq mi 97.6 km2 3,023/sq mi 1,167/km2 33.1239°N 117.2828°W -250 El Monte  California 115,586 113,475 +1.86% 9.6 sq mi 24.9 km2 12,063/sq mi 4,658/km2 34.0746°N 118.0291°W -251 Murrieta  California 114,985 103,466 +11.13% 33.6 sq mi 87.0 km2 3,324/sq mi 1,283/km2 33.5721°N 117.1904°W -252 Temecula  California 114,742 100,097 +14.63% 37.3 sq mi 96.6 km2 3,031/sq mi 1,170/km2 33.4931°N 117.1317°W -253 Springfield  Illinois 114,694 116,250 −1.34% 60.1 sq mi 155.7 km2 1,925/sq mi 743/km2 39.7911°N 89.6446°W -254 Palm Bay  Florida 114,194 103,190 +10.66% 65.7 sq mi 170.2 km2 1,676/sq mi 647/km2 27.9856°N 80.6626°W -255 Costa Mesa  California 113,615 109,960 +3.32% 15.7 sq mi 40.7 km2 7,186/sq mi 2,775/km2 33.6659°N 117.9123°W -256 Westminster  Colorado 113,479 106,114 +6.94% 31.7 sq mi 82.1 km2 3,592/sq mi 1,387/km2 39.8822°N 105.0644°W -257 North Charleston  South Carolina 113,237 97,471 +16.18% 73.7 sq mi 190.9 km2 1,483/sq mi 573/km2 32.9178°N 80.0650°W -258 Miami Gardens  Florida 113,069 107,167 +5.51% 18.2 sq mi 47.1 km2 6,212/sq mi 2,398/km2 25.9489°N 80.2436°W -259 Manchester  New Hampshire 112,525 109,565 +2.70% 33.1 sq mi 85.7 km2 3,339/sq mi 1,289/km2 42.9849°N 71.4441°W -260 High Point  North Carolina 112,316 104,371 +7.61% 55.2 sq mi 143.0 km2 2,015/sq mi 778/km2 35.9900°N 79.9905°W -261 Downey  California 112,269 111,772 +0.44% 12.4 sq mi 32.1 km2 9,134/sq mi 3,527/km2 33.9382°N 118.1309°W -262 Clovis  California 112,022 95,631 +17.14% 24.2 sq mi 62.7 km2 4,404/sq mi 1,700/km2 36.8282°N 119.6849°W -263 Pompano Beach  Florida 111,954 99,845 +12.13% 24.0 sq mi 62.2 km2 4,558/sq mi 1,760/km2 26.2416°N 80.1339°W -264 Pueblo  Colorado 111,750 106,595 +4.84% 53.6 sq mi 138.8 km2 2,058/sq mi 795/km2 38.2699°N 104.6123°W -265 Elgin  Illinois 111,683 108,188 +3.23% 37.4 sq mi 96.9 km2 2,998/sq mi 1,158/km2 42.0396°N 88.3217°W -266 Lowell  Massachusetts 111,670 106,519 +4.84% 13.6 sq mi 35.2 km2 8,129/sq mi 3,139/km2 42.6390°N 71.3211°W -267 Antioch  California 111,535 102,372 +8.95% 29.4 sq mi 76.1 km2 3,772/sq mi 1,456/km2 37.9791°N 121.7962°W -268 West Palm Beach  Florida 111,398 99,919 +11.49% 55.1 sq mi 142.7 km2 1,963/sq mi 758/km2 26.7464°N 80.1251°W -269 Peoria  Illinois 111,388 115,007 −3.15% 48.2 sq mi 124.8 km2 2,371/sq mi 915/km2 40.7515°N 89.6174°W -270 Everett  Washington 111,262 103,019 +8.00% 33.3 sq mi 86.2 km2 3,275/sq mi 1,264/km2 47.9566°N 122.1914°W -271 Ventura[aa]  California 111,128 106,433 +4.41% 21.8 sq mi 56.5 km2 5,027/sq mi 1,941/km2 34.2678°N 119.2542°W -272 Centennial  Colorado 110,831 100,377 +10.41% 29.5 sq mi 76.4 km2 3,727/sq mi 1,439/km2 39.5906°N 104.8691°W -273 Lakeland  Florida 110,516 97,422 +13.44% 65.9 sq mi 170.7 km2 1,615/sq mi 624/km2 28.0555°N 81.9549°W -274 Gresham  Oregon 110,158 105,594 +4.32% 23.3 sq mi 60.3 km2 4,786/sq mi 1,848/km2 45.5023°N 122.4416°W -275 Richmond  California 110,146 103,701 +6.21% 30.1 sq mi 78.0 km2 3,648/sq mi 1,409/km2 37.9523°N 122.3606°W -276 Billings  Montana 109,550 104,170 +5.16% 43.7 sq mi 113.2 km2 2,525/sq mi 975/km2 45.7885°N 108.5499°W -277 Inglewood  California 109,419 109,673 −0.23% 9.1 sq mi 23.6 km2 12,160/sq mi 4,700/km2 33.9561°N 118.3443°W -278 Broken Arrow  Oklahoma 109,171 98,850 +10.44% 61.7 sq mi 159.8 km2 1,741/sq mi 672/km2 36.0365°N 95.7810°W -279 Sandy Springs  Georgia 108,797 93,853 +15.92% 37.7 sq mi 97.6 km2 2,804/sq mi 1,083/km2 33.9315°N 84.3687°W -280 Jurupa Valley  California 108,393 0 NA[ab] 42.9 sq mi 111.1 km2 2,414/sq mi 932/km2 34.0026°N 117.4676°W -281 Hillsboro  Oregon 108,389 91,611 +18.31% 25.0 sq mi 64.7 km2 4,207/sq mi 1,624/km2 45.5280°N 122.9357°W -282 Waterbury  Connecticut 108,093 110,366 −2.06% 28.5 sq mi 73.8 km2 3,799/sq mi 1,467/km2 41.5585°N 73.0367°W -283 Santa Maria  California 107,408 99,553 +7.89% 22.8 sq mi 59.1 km2 4,662/sq mi 1,800/km2 34.9332°N 120.4438°W -284 Boulder  Colorado 107,353 97,385 +10.24% 24.8 sq mi 64.2 km2 4,358/sq mi 1,683/km2 40.0270°N 105.2519°W -285 Greeley  Colorado 107,348 92,889 +15.57% 47.8 sq mi 123.8 km2 2,176/sq mi 840/km2 40.4153°N 104.7697°W -286 Daly City  California 107,008 101,123 +5.82% 7.6 sq mi 19.7 km2 14,009/sq mi 5,409/km2 37.7009°N 122.4650°W -287 Meridian  Idaho 106,804 75,092 +42.23% 29.8 sq mi 77.2 km2 3,584/sq mi 1,384/km2 43.6142°N 116.3989°W -288 Lewisville  Texas 106,586 95,290 +11.85% 36.7 sq mi 95.1 km2 2,852/sq mi 1,101/km2 33.0466°N 96.9818°W -289 Davie[ac]  Florida 106,558 91,992 +15.83% 34.9 sq mi 90.4 km2 2,919/sq mi 1,127/km2 26.0791°N 80.2850°W -290 West Covina  California 106,311 106,098 +0.20% 16.0 sq mi 41.4 km2 6,740/sq mi 2,600/km2 34.0559°N 117.9099°W -291 League City  Texas 106,244 83,560 +27.15% 51.2 sq mi 132.6 km2 1,992/sq mi 769/km2 29.4901°N 95.1091°W -292 Tyler  Texas 105,729 96,900 +9.11% 56.6 sq mi 146.6 km2 1,852/sq mi 715/km2 32.3173°N 95.3059°W -293 Norwalk  California 105,120 105,549 −0.41% 9.7 sq mi 25.1 km2 10,946/sq mi 4,226/km2 33.9076°N 118.0835°W -294 San Mateo  California 105,025 97,207 +8.04% 12.1 sq mi 31.3 km2 8,592/sq mi 3,317/km2 37.5603°N 122.3106°W -295 Green Bay  Wisconsin 104,879 104,057 +0.79% 45.4 sq mi 117.6 km2 2,316/sq mi 894/km2 44.5207°N 87.9842°W -296 Wichita Falls  Texas 104,576 104,553 +0.02% 72.2 sq mi 187.0 km2 1,450/sq mi 560/km2 33.9067°N 98.5259°W -297 Sparks  Nevada 104,246 90,264 +15.49% 35.9 sq mi 93.0 km2 2,810/sq mi 1,080/km2 39.5544°N 119.7356°W -298 Lakewood[ad]  New Jersey 104,157 92,843 +12.19% 24.7 sq mi 64.0 km2 4,079/sq mi 1,575/km2 40.0771°N 74.2004°W -299 Burbank  California 103,695 103,340 +0.34% 17.4 sq mi 45.1 km2 6,003/sq mi 2,318/km2 34.1901°N 118.3264°W -300 Rialto  California 103,440 99,171 +4.30% 22.3 sq mi 57.8 km2 4,633/sq mi 1,789/km2 34.1118°N 117.3883°W -301 Allen  Texas 103,383 84,246 +22.72% 27.1 sq mi 70.2 km2 3,715/sq mi 1,434/km2 33.0997°N 96.6631°W -302 El Cajon  California 103,241 99,478 +3.78% 14.5 sq mi 37.6 km2 7,156/sq mi 2,763/km2 32.8017°N 116.9604°W -303 Las Cruces  New Mexico 102,926 97,618 +5.44% 76.9 sq mi 199.2 km2 1,323/sq mi 511/km2 32.3264°N 106.7897°W -304 Renton  Washington 102,153 90,927 +12.35% 23.4 sq mi 60.6 km2 4,314/sq mi 1,666/km2 47.4761°N 122.1920°W -305 Davenport  Iowa 102,085 99,685 +2.41% 62.9 sq mi 162.9 km2 1,631/sq mi 630/km2 41.5541°N 90.6040°W -306 South Bend  Indiana 101,860 101,168 +0.68% 41.4 sq mi 107.2 km2 2,457/sq mi 949/km2 41.6769°N 86.2690°W -307 Vista  California 101,224 93,834 +7.88% 18.7 sq mi 48.4 km2 5,436/sq mi 2,099/km2 33.1895°N 117.2386°W -308 Tuscaloosa  Alabama 101,113 90,468 +11.77% 71.7 sq mi 185.7 km2 1,399/sq mi 540/km2 33.2065°N 87.5346°W -309 Clinton[ae]  Michigan 100,800 96,796 +4.14% 28.1 sq mi 72.8 km2 3,573/sq mi 1,380/km2 42.5903°N 82.9170°W -310 Edison[ad]  New Jersey 100,693 99,967 +0.73% 30.1 sq mi 78.0 km2 3,389/sq mi 1,309/km2 40.5040°N 74.3494°W -311 Woodbridge[ad]  New Jersey 100,450 99,585 +0.87% 23.3 sq mi 60.3 km2 4,351/sq mi 1,680/km2 40.5607°N 74.2927°W -312 San Angelo  Texas 100,215 93,200 +7.53% 59.9 sq mi 155.1 km2 1,681/sq mi 649/km2 31.4411°N 100.4505°W -313 Kenosha  Wisconsin 100,164 99,218 +0.95% 28.0 sq mi 72.5 km2 3,577/sq mi 1,381/km2 42.5822°N 87.8456°W -314 Vacaville  California 100,154 92,428 +8.36% 29.0 sq mi 75.1 km2 3,449/sq mi 1,332/km2 38.3539°N 121.9728°W -