diff --git a/district_2.csv b/district_2.csv
index dc322ad..9355828 100644
--- a/district_2.csv
+++ b/district_2.csv
@@ -1,5 +1,5 @@
 Name,Party,Early Voting,Election Day,Mail-In Ballot,Provisional,Total,Percentage
-"John ""Johnny O"" Olszewski, Jr.",Democratic,"62,928","74,197","40,833",NR,177958,55.42%
-Kim Klacik,Republican,"53,054","69,216","13,506",NR,135776,42.28%
-Jasen Joseph Wunder,Libertarian,"1,736","4,258",778,NR,6772,2.11%
-Other Write-Ins,,187,295,117,NR,599,0.19%
+"John ""Johnny O"" Olszewski, Jr.",Democratic,"62,928","75,068","40,833",NR,178829,55.49%
+Kim Klacik,Republican,"53,054","69,476","13,506",NR,136036,42.21%
+Jasen Joseph Wunder,Libertarian,"1,736","4,292",778,NR,6806,2.11%
+Other Write-Ins,,187,297,117,NR,601,0.19%
diff --git a/district_5.csv b/district_5.csv
index f230658..319361d 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","77,400","36,431",NR,223760,65.19%
-Michelle Talkington,Republican,"58,184","51,154","9,355",NR,118693,34.58%
-Other Write-Ins,,304,359,104,NR,767,0.22%
+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%
diff --git a/district_6.csv b/district_6.csv
index 1e1f02c..a97e009 100644
--- a/district_6.csv
+++ b/district_6.csv
@@ -1,4 +1,4 @@
 Name,Party,Early Voting,Election Day,Mail-In Ballot,Provisional,Total,Percentage
-April McClain Delaney,Democratic,"54,931","72,763","31,312",NR,159006,49.84%
-Neil C. Parrott,Republican,"60,884","86,388","12,060",NR,159332,49.94%
-Other Write-Ins,,180,430,76,NR,686,0.22%
+April McClain Delaney,Democratic,"54,931","73,895","31,312",NR,160138,49.94%
+Neil C. Parrott,Republican,"60,884","86,879","12,060",NR,159823,49.84%
+Other Write-Ins,,180,433,76,NR,689,0.21%
diff --git a/district_7.csv b/district_7.csv
index df69089..aff3b31 100644
--- a/district_7.csv
+++ b/district_7.csv
@@ -1,5 +1,5 @@
 Name,Party,Early Voting,Election Day,Mail-In Ballot,Provisional,Total,Percentage
-Kweisi Mfume,Democratic,"61,585","88,465","27,437",NR,177487,78.51%
-Scott M. Collier,Republican,"14,089","24,906","3,595",NR,42590,18.84%
-Ronald M. Owens-Bey,Libertarian,"1,345","3,725",433,NR,5503,2.43%
-Other Write-Ins,,135,320,42,NR,497,0.22%
+Kweisi Mfume,Democratic,"61,585","89,322","27,437",NR,178344,78.44%
+Scott M. Collier,Republican,"14,089","25,291","3,595",NR,42975,18.90%
+Ronald M. Owens-Bey,Libertarian,"1,345","3,764",433,NR,5542,2.44%
+Other Write-Ins,,135,323,42,NR,500,0.22%
diff --git a/district_8.csv b/district_8.csv
index 01357c8..334b4bf 100644
--- a/district_8.csv
+++ b/district_8.csv
@@ -1,5 +1,5 @@
 Name,Party,Early Voting,Election Day,Mail-In Ballot,Provisional,Total,Percentage
-Jamie Raskin,Democratic,"82,241","82,997","54,162",NR,219400,75.38%
-Cheryl Riley,Republican,"24,891","31,740","7,278",NR,63909,21.96%
-Nancy Wallace,Green,"1,981","4,399",770,NR,7150,2.46%
-Other Write-Ins,,171,335,80,NR,586,0.20%
+Jamie Raskin,Democratic,"82,241","83,811","54,162",NR,220214,75.42%
+Cheryl Riley,Republican,"24,891","31,844","7,278",NR,64013,21.92%
+Nancy Wallace,Green,"1,981","4,432",770,NR,7183,2.46%
+Other Write-Ins,,171,339,80,NR,590,0.20%
diff --git a/question_1.csv b/question_1.csv
index f0be57d..c500ba7 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","770,715","295,102",NR,1738883,73.98%
-Against the Constitutional Amendment,"276,173","291,069","44,368",NR,611610,26.02%
+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%
diff --git a/senate.csv b/senate.csv
index 53e7a23..d4ea9a3 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","495,108","244,980",NR,1266775,51.82%
-Larry Hogan,Republican,"431,986","574,645","106,193",NR,1112824,45.52%
-Mike Scott,Libertarian,"20,167","35,385","3,892",NR,59444,2.43%
-Other Write-Ins,NA,NA,NA,NA,NA,5686,NA
+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