diff --git a/district_4.csv b/district_4.csv
index 1b49df4..789c716 100644
--- a/district_4.csv
+++ b/district_4.csv
@@ -1,4 +1,4 @@
 Name,Party,Early Voting,Election Day,Mail-In Ballot,Provisional,Total,Percentage
-Glenn F. Ivey,Democratic,"86,538","63,562","23,943",NR,174043,87.95%
-George McDermott,Republican,"8,815","12,729","1,705",NR,23249,11.75%
-Other Write-Ins,,221,298,76,NR,595,0.30%
+Glenn F. Ivey,Democratic,"86,538","73,189","23,943",NR,183670,87.97%
+George McDermott,Republican,"8,815","13,947","1,705",NR,24467,11.72%
+Other Write-Ins,,221,343,76,NR,640,0.31%
diff --git a/district_5.csv b/district_5.csv
index 319361d..cabd058 100644
--- a/district_5.csv
+++ b/district_5.csv
@@ -1,4 +1,4 @@
 Name,Party,Early Voting,Election Day,Mail-In Ballot,Provisional,Total,Percentage
-Steny Hoyer,Democratic,"109,929","77,917","36,431",NR,224277,65.20%
-Michelle Talkington,Republican,"58,184","51,415","9,355",NR,118954,34.58%
-Other Write-Ins,,304,360,104,NR,768,0.22%
+Steny Hoyer,Democratic,"109,929","80,540","36,431",NR,226900,65.38%
+Michelle Talkington,Republican,"58,184","51,811","9,355",NR,119350,34.39%
+Other Write-Ins,,304,364,104,NR,772,0.22%
diff --git a/question_1.csv b/question_1.csv
index c500ba7..07ad8cf 100644
--- a/question_1.csv
+++ b/question_1.csv
@@ -1,3 +1,3 @@
 Question 1,Early Voting,Election Day,Mail-In Ballot,Provisional,Total,Percentage
-For the Constitutional Amendment,"673,066","775,356","295,102",NR,1743524,74.00%
-Against the Constitutional Amendment,"276,173","292,133","44,368",NR,612674,26.00%
+For the Constitutional Amendment,"673,066","786,903","295,102",NR,1755071,74.06%
+Against the Constitutional Amendment,"276,173","294,038","44,368",NR,614579,25.94%
diff --git a/senate.csv b/senate.csv
index d4ea9a3..15148e0 100644
--- a/senate.csv
+++ b/senate.csv
@@ -1,5 +1,5 @@
 Name,Party,Early Voting,Election Day,Mail-In Ballot,Provisional,Total,Percentage
-Angela Alsobrooks,Democratic,"526,687","498,819","244,980",NR,1270486,51.84%
-Larry Hogan,Republican,"431,986","576,686","106,193",NR,1114865,45.49%
-Mike Scott,Libertarian,"20,167","35,556","3,892",NR,59615,2.43%
-Other Write-Ins,NA,NA,NA,NA,NA,5695,NA
+Angela Alsobrooks,Democratic,"526,687","510,459","244,980",NR,1282126,52.01%
+Larry Hogan,Republican,"431,986","579,093","106,193",NR,1117272,45.33%
+Mike Scott,Libertarian,"20,167","35,779","3,892",NR,59838,2.43%
+Other Write-Ins,NA,NA,NA,NA,NA,5722,NA