diff --git a/district_4.csv b/district_4.csv
index 789c716..a7b90aa 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","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%
+Glenn F. Ivey,Democratic,"86,538","76,393","23,943",NR,186874,87.98%
+George McDermott,Republican,"8,815","14,352","1,705",NR,24872,11.71%
+Other Write-Ins,,221,357,76,NR,654,0.31%
diff --git a/district_5.csv b/district_5.csv
index cabd058..f29756a 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","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%
+Steny Hoyer,Democratic,"109,929","82,218","36,431",NR,228578,65.49%
+Michelle Talkington,Republican,"58,184","52,158","9,355",NR,119697,34.29%
+Other Write-Ins,,304,370,104,NR,778,0.22%
diff --git a/question_1.csv b/question_1.csv
index 07ad8cf..9c9a450 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","786,903","295,102",NR,1755071,74.06%
-Against the Constitutional Amendment,"276,173","294,038","44,368",NR,614579,25.94%
+For the Constitutional Amendment,"673,066","791,657","295,102",NR,1759825,74.09%
+Against the Constitutional Amendment,"276,173","294,843","44,368",NR,615384,25.91%
diff --git a/senate.csv b/senate.csv
index 15148e0..af1981d 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","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
+Angela Alsobrooks,Democratic,"526,687","514,975","244,980",NR,1286642,52.07%
+Larry Hogan,Republican,"431,986","580,300","106,193",NR,1118479,45.27%
+Mike Scott,Libertarian,"20,167","35,860","3,892",NR,59919,2.43%
+Other Write-Ins,NA,NA,NA,NA,NA,5729,NA