From 352b9d8cfe3321b51b6e07dec17cb662717971d6 Mon Sep 17 00:00:00 2001
From: Dan Drake <ddrake1@macalester.edu>
Date: Fri, 6 Feb 2026 09:28:22 -0600
Subject: [PATCH] Update source link in SAT scores documentation

---
 sat_codebook.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/sat_codebook.md b/sat_codebook.md
index cb37713..a745c17 100644
--- a/sat_codebook.md
+++ b/sat_codebook.md
@@ -1,9 +1,9 @@
 # State-level SAT Scores
-Source: From Deborah Lynn Guber (1999) "Getting What You Pay For: The Debate Over Equity in Public School Expenditures" Journal of Statistics Education 7(2) available from <http://www.amstat.org/publications/jse/secure/v7n2/datasets.guber.cfm> 
+Source: From Deborah Lynn Guber (1999) "Getting What You Pay For: The Debate Over Equity in Public School Expenditures" Journal of Statistics Education 7(2) available from <https://doi.org/10.1080/10691898.1999.12131274>
 
-Variables 
+# Variables 
 
-`State`  Name of state (in quotation marks) 
+`State` - Name of state (in quotation marks) 
 
 `expend` - Expenditure per pupil in average daily attendance in public elementary and sec- ondary schools, 1994-95 (in thousands of dollars)