diff --git a/district_1.csv b/district_1.csv
index 62b2fbb..ece35c8 100644
--- a/district_1.csv
+++ b/district_1.csv
@@ -1,5 +1,5 @@
 Name,Party,Early Voting,Election Day,Mail-In Ballot,Provisional,Total,Percentage
-"Blane H. Miller, III",Democratic,"50,479","45,876","15,803",NR,112158,34.45%
-Andy Harris,Republican,"96,505","96,868","9,593",NR,202966,62.35%
-Joshua W. O'Brien,Libertarian,"3,479","5,951",470,NR,9900,3.04%
-Other Write-Ins,,189,262,47,NR,498,0.15%
+"Blane H. Miller, III",Democratic,"50,479","50,455","15,803",NR,116737,34.29%
+Andy Harris,Republican,"96,505","106,494","9,593",NR,212592,62.45%
+Joshua W. O'Brien,Libertarian,"3,479","6,604",470,NR,10553,3.10%
+Other Write-Ins,,189,287,47,NR,523,0.15%
diff --git a/district_2.csv b/district_2.csv
index 10aeb3a..fe680b0 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","40,056","40,833",NR,143817,54.53%
-Kim Klacik,Republican,"53,054","47,688","13,506",NR,114248,43.32%
-Jasen Joseph Wunder,Libertarian,"1,736","2,676",778,NR,5190,1.97%
-Other Write-Ins,,187,162,117,NR,466,0.18%
+"John ""Johnny O"" Olszewski, Jr.",Democratic,"62,928","48,378","40,833",NR,152139,54.62%
+Kim Klacik,Republican,"53,054","53,726","13,506",NR,120286,43.18%
+Jasen Joseph Wunder,Libertarian,"1,736","3,110",778,NR,5624,2.02%
+Other Write-Ins,,187,195,117,NR,499,0.18%
diff --git a/district_3.csv b/district_3.csv
index eed7c0d..0db7185 100644
--- a/district_3.csv
+++ b/district_3.csv
@@ -1,5 +1,5 @@
 Name,Party,Early Voting,Election Day,Mail-In Ballot,Provisional,Total,Percentage
-Sarah Elfreth,Democratic,"73,448","32,198","44,767",NR,150413,59.86%
-Robert J. Steinberger,Republican,"54,005","26,895","13,961",NR,94861,37.75%
-Miguel Barajas,Libertarian,"2,461","2,426",685,NR,5572,2.22%
-Other Write-Ins,,229,147,71,NR,447,0.18%
+Sarah Elfreth,Democratic,"73,448","45,190","44,767",NR,163405,59.24%
+Robert J. Steinberger,Republican,"54,005","37,364","13,961",NR,105330,38.19%
+Miguel Barajas,Libertarian,"2,461","3,447",685,NR,6593,2.39%
+Other Write-Ins,,229,193,71,NR,493,0.18%
diff --git a/district_4.csv b/district_4.csv
index 1945c49..244d09f 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","48,988","23,943",NR,159469,88.39%
-George McDermott,Republican,"8,815","9,925","1,705",NR,20445,11.33%
-Other Write-Ins,,221,214,76,NR,511,0.28%
+Glenn F. Ivey,Democratic,"86,538","57,524","23,943",NR,168005,88.04%
+George McDermott,Republican,"8,815","11,742","1,705",NR,22262,11.67%
+Other Write-Ins,,221,257,76,NR,554,0.29%
diff --git a/district_5.csv b/district_5.csv
index d0d6fdc..74c97cc 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","59,541","36,431",NR,205901,66.80%
-Michelle Talkington,Republican,"58,184","34,118","9,355",NR,101657,32.98%
-Other Write-Ins,,304,258,104,NR,666,0.22%
+Steny Hoyer,Democratic,"109,929","65,065","36,431",NR,211425,66.02%
+Michelle Talkington,Republican,"58,184","40,592","9,355",NR,108131,33.76%
+Other Write-Ins,,304,285,104,NR,693,0.22%
diff --git a/district_6.csv b/district_6.csv
index 46f40ce..9af5099 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","18,263","31,312",NR,104506,48.77%
-Neil C. Parrott,Republican,"60,884","36,450","12,060",NR,109394,51.05%
-Other Write-Ins,,180,130,76,NR,386,0.18%
+April McClain Delaney,Democratic,"54,931","25,880","31,312",NR,112123,48.21%
+Neil C. Parrott,Republican,"60,884","47,053","12,060",NR,119997,51.60%
+Other Write-Ins,,180,188,76,NR,444,0.19%
diff --git a/district_7.csv b/district_7.csv
index fbaa67e..e15fc06 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","32,177","27,437",NR,121199,79.37%
-Scott M. Collier,Republican,"14,089","10,268","3,595",NR,27952,18.31%
-Ronald M. Owens-Bey,Libertarian,"1,345","1,462",433,NR,3240,2.12%
-Other Write-Ins,,135,124,42,NR,301,0.20%
+Kweisi Mfume,Democratic,"61,585","34,564","27,437",NR,123586,79.14%
+Scott M. Collier,Republican,"14,089","11,225","3,595",NR,28909,18.51%
+Ronald M. Owens-Bey,Libertarian,"1,345","1,574",433,NR,3352,2.15%
+Other Write-Ins,,135,132,42,NR,309,0.20%
diff --git a/district_8.csv b/district_8.csv
index 74a89fc..eb3a8ec 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","58,461","54,162",NR,194864,76.97%
-Cheryl Riley,Republican,"24,891","20,140","7,278",NR,52309,20.66%
-Nancy Wallace,Green,"1,981","2,760",770,NR,5511,2.18%
-Other Write-Ins,,171,228,80,NR,479,0.19%
+Jamie Raskin,Democratic,"82,241","65,188","54,162",NR,201591,76.48%
+Cheryl Riley,Republican,"24,891","23,370","7,278",NR,55539,21.07%
+Nancy Wallace,Green,"1,981","3,184",770,NR,5935,2.25%
+Other Write-Ins,,171,256,80,NR,507,0.19%
diff --git a/question_1.csv b/question_1.csv
index aca6ade..14ec8ec 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","449,955","295,102",NR,1418123,74.09%
-Against the Constitutional Amendment,"276,173","175,423","44,368",NR,495964,25.91%
+For the Constitutional Amendment,"673,066","526,890","295,102",NR,1495058,73.96%
+Against the Constitutional Amendment,"276,173","205,728","44,368",NR,526269,26.04%
diff --git a/senate.csv b/senate.csv
index 2e1b04e..21df5cd 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","283,007","244,980",NR,1054674,53.05%
-Larry Hogan,Republican,"431,986","344,976","106,193",NR,883155,44.42%
-Mike Scott,Libertarian,"20,167","21,774","3,892",NR,45833,2.31%
-Other Write-Ins,NA,NA,NA,NA,NA,4537,NA
+Angela Alsobrooks,Democratic,"526,687","329,349","244,980",NR,1101016,52.42%
+Larry Hogan,Republican,"431,986","406,847","106,193",NR,945026,44.99%
+Mike Scott,Libertarian,"20,167","25,445","3,892",NR,49504,2.36%
+Other Write-Ins,NA,NA,NA,NA,NA,4803,NA