R
Lukas Hager
2024-11-28
Learning Objectives
- Understand the basics of advanced
Rpackages for data analysis - Understand which problems are good candidates for parallelization
dplyr and tidyverse
Background
- Family of packages largely developed by Hadley Wickham
-
dplyrprovides SQL-style API for data cleaning and operations - Many utility packages are part of the
tidyversestringrlubridateggplot2
Value
-
dplyrcode is easy to read - The tidyverse integration makes a lot of operations easy
- A drawback: generally slower than other solutions
- This doesn’t matter all that much if you’re using small datasets or not doing anything complex
- May matter for more involved problems
The Pipe
-
dplyruses the “pipe” (%>%) to chain together data operations - Think of this as meaning “and then” when you read code
Magritte
Importing Data
[1] "poll_id" "pollster_id"
[3] "pollster" "sponsor_ids"
[5] "sponsors" "display_name"
[7] "pollster_rating_id" "pollster_rating_name"
[9] "numeric_grade" "pollscore"
[11] "methodology" "transparency_score"
[13] "state" "start_date"
[15] "end_date" "sponsor_candidate_id"
[17] "sponsor_candidate" "sponsor_candidate_party"
[19] "endorsed_candidate_id" "endorsed_candidate_name"
[21] "endorsed_candidate_party" "question_id"
[23] "sample_size" "population"
[25] "subpopulation" "population_full"
[27] "tracking" "created_at"
[29] "notes" "url"
[31] "url_article" "url_topline"
[33] "url_crosstab" "source"
[35] "internal" "partisan"
[37] "race_id" "cycle"
[39] "office_type" "seat_number"
[41] "seat_name" "election_date"
[43] "stage" "nationwide_batch"
[45] "ranked_choice_reallocated" "ranked_choice_round"
[47] "party" "answer"
[49] "candidate_id" "candidate_name"
[51] "pct" (Very Basic) dplyr Syntax
# A tibble: 49 × 2
state n_polls
<chr> <int>
1 Arizona 222
2 Georgia 187
3 North Carolina 156
4 Michigan 146
5 Florida 142
6 Texas 92
7 Nevada 81
8 Pennsylvania 80
9 Ohio 77
10 Missouri 67
# ℹ 39 more rowsWhat Cycles Do We Have?
# A tibble: 3 × 2
cycle n
<dbl> <int>
1 2018 2016
2 2020 2559
3 2022 2083Constructing a Polling Average
az_22 <- raw_polls %>%
filter(cycle == 2022, state == 'Arizona') %>%
mutate(end_date = as.Date(end_date, '%m/%d/%Y'),
poll_end_month = month(end_date),
poll_end_year = year(end_date)) %>%
group_by(poll_end_year, poll_end_month, candidate_name) %>%
summarise(mean_pct = mean(pct),
n_polls = n_distinct(poll_id)) %>%
ungroup() %>%
mutate(group = as.Date(
str_c(
str_c('20', poll_end_year),
str_pad(poll_end_month, 2, 'left', '0'),
'01',
sep = '-'
)
)
)
az_22 %>%
head(6)Constructing a Polling Average
# A tibble: 6 × 6
poll_end_year poll_end_month candidate_name mean_pct n_polls group
<dbl> <dbl> <chr> <dbl> <int> <date>
1 21 5 Andy Biggs 36 1 2021-05-01
2 21 5 John Sidney McCain 29 1 2021-05-01
3 21 5 Kari Lake 35 1 2021-05-01
4 21 5 Kelli Ward 36 1 2021-05-01
5 21 5 Kimberly Yee 35 1 2021-05-01
6 21 5 Mark Brnovich 36 1 2021-05-01Plotting the Polling Average
Plotting the Polling Average
Problem: Number of Polls Contains Signal
Problem: Number of Polls Contains Signal
Exercise: Weighting
Recrease the plot, but use the numeric_grade variable to weight the average towards higher-rated polls (weighted average).
Solutions: Weighting (Data)
az_22_w <- raw_polls %>%
filter(cycle == 2022, state == 'Arizona') %>%
mutate(end_date = as.Date(end_date, '%m/%d/%Y'),
poll_end_month = month(end_date),
poll_end_year = year(end_date)) %>%
group_by(poll_end_year, poll_end_month, candidate_name) %>%
summarise(mean_pct = sum(pct*numeric_grade, na.rm=TRUE)/sum(numeric_grade, na.rm=TRUE),
n_polls = n_distinct(poll_id)) %>%
ungroup() %>%
mutate(group = as.Date(
str_c(
str_c('20', poll_end_year),
str_pad(poll_end_month, 2, 'left', '0'),
'01',
sep = '-'
)
)
)
az_22_w %>%
head(6)Solutions: Weighting (Data)
# A tibble: 6 × 6
poll_end_year poll_end_month candidate_name mean_pct n_polls group
<dbl> <dbl> <chr> <dbl> <int> <date>
1 21 5 Andy Biggs 36 1 2021-05-01
2 21 5 John Sidney McCain 29 1 2021-05-01
3 21 5 Kari Lake 35 1 2021-05-01
4 21 5 Kelli Ward 36 1 2021-05-01
5 21 5 Kimberly Yee 35 1 2021-05-01
6 21 5 Mark Brnovich 36 1 2021-05-01Solutions: Weighting (Plot)
Solutions: Weighting (Plot)
plotly
Potentially not ideal that we can’t actually tell the candidates apart because there are so many – if you’re in a web-based setting, consider using plotly
library(plotly)
ggplotly(
ggplot(data = az_22_w) +
geom_line(aes(x=group, y=mean_pct, color = candidate_name)) +
geom_point(aes(x=group, y=mean_pct, color = candidate_name, size = n_polls)) +
labs(x = 'Date', y = 'Mean Percent (Weighted)', title = 'AZ 2022') +
theme(legend.position="none") +
theme_bw()
)plotly
data.table
Background
- An alternative to
dplyrfor data cleaning and manipulation - Tradeoff: harder to interpret, but faster
What Makes it Good?
Data manipulation operations such as subset, group, update, join etc., are all inherently related. Keeping these related operations together allows for … automatically optimising operations internally, and very effectively, by knowing precisely the data required for each operation, leading to very fast and memory efficient code. Briefly, if you are interested in reducing programming and compute time tremendously, then this package is for you. The philosophy that data.table adheres to makes this possible.1
Speed Test
Let’s create some test data to do a group operation
a b
1 a 0.9719901
2 b 0.9594403
3 c 0.8708152
4 d 0.6963924
5 e 0.9331115
6 f 0.7218320dplyr
user system elapsed
0.359 0.119 0.502 data.table
user system elapsed
1.280 0.294 0.543
data.table Basics
- Three positions in a
data.table(always indexed by brackets)-
i: similar toWHEREclause in SQL -
j: similar toSELECTclause in SQL -
by: similar toGROUP BYclause in SQL
-
i Position
poll_id pollster_id pollster sponsor_ids
<num> <num> <char> <num>
1: 81762 1250 Trafalgar Group NA
2: 81762 1250 Trafalgar Group NA
3: 81760 1515 Data for Progress NA
4: 81760 1515 Data for Progress NA
5: 81759 235 InsiderAdvantage 195
---
2079: 74407 525 U. New Hampshire NA
2080: 74205 1515 Data for Progress 236
2081: 74205 1515 Data for Progress 236
2082: 69647 67 Braun 4751094
2083: 69647 67 Braun 4751094
sponsors
<char>
1: <NA>
2: <NA>
3: <NA>
4: <NA>
5: Fox 5 Atlanta
---
2079: <NA>
2080: MoveOn
2081: MoveOn
2082: Vermont Public Radio | Vermont PBS
2083: Vermont Public Radio | Vermont PBS
display_name pollster_rating_id
<char> <num>
1: Trafalgar Group 338
2: Trafalgar Group 338
3: Data for Progress 522
4: Data for Progress 522
5: InsiderAdvantage 243
---
2079: University of New Hampshire Survey Center 357
2080: Data for Progress 522
2081: Data for Progress 522
2082: Braun Research 33
2083: Braun Research 33
pollster_rating_name numeric_grade pollscore
<char> <num> <num>
1: Trafalgar Group 0.7 0.6
2: Trafalgar Group 0.7 0.6
3: Data for Progress 2.6 -1.2
4: Data for Progress 2.6 -1.2
5: InsiderAdvantage 2.0 -0.3
---
2079: University of New Hampshire Survey Center 2.6 -0.3
2080: Data for Progress 2.6 -1.2
2081: Data for Progress 2.6 -1.2
2082: Braun Research 2.3 -0.3
2083: Braun Research 2.3 -0.3
methodology transparency_score state
<char> <num> <char>
1: IVR/Live Phone/Text/Online Panel/Email 1 Georgia
2: IVR/Live Phone/Text/Online Panel/Email 1 Georgia
3: IVR/Live Phone/Online Panel/Text-to-Web 6 Georgia
4: IVR/Live Phone/Online Panel/Text-to-Web 6 Georgia
5: Text 5 Georgia
---
2079: Probability Panel NA New Hampshire
2080: Online Panel NA Missouri
2081: Online Panel NA Missouri
2082: Live Phone 9 Vermont
2083: Live Phone 9 Vermont
start_date end_date sponsor_candidate_id sponsor_candidate
<char> <char> <num> <char>
1: 12/3/22 12/5/22 NA <NA>
2: 12/3/22 12/5/22 NA <NA>
3: 12/1/22 12/5/22 NA <NA>
4: 12/1/22 12/5/22 NA <NA>
5: 12/4/22 12/4/22 NA <NA>
---
2079: 2/18/21 2/22/21 NA <NA>
2080: 1/10/21 1/12/21 NA <NA>
2081: 1/10/21 1/12/21 NA <NA>
2082: 9/3/20 9/15/20 NA <NA>
2083: 9/3/20 9/15/20 NA <NA>
sponsor_candidate_party endorsed_candidate_id endorsed_candidate_name
<char> <lgcl> <lgcl>
1: <NA> NA NA
2: <NA> NA NA
3: <NA> NA NA
4: <NA> NA NA
5: <NA> NA NA
---
2079: <NA> NA NA
2080: <NA> NA NA
2081: <NA> NA NA
2082: <NA> NA NA
2083: <NA> NA NA
endorsed_candidate_party question_id sample_size population subpopulation
<lgcl> <num> <num> <char> <lgcl>
1: NA 165972 1099 lv NA
2: NA 165972 1099 lv NA
3: NA 165968 1229 lv NA
4: NA 165968 1229 lv NA
5: NA 165967 750 lv NA
---
2079: NA 139932 1676 lv NA
2080: NA 139357 571 lv NA
2081: NA 139357 571 lv NA
2082: NA 139460 604 rv NA
2083: NA 139460 604 rv NA
population_full tracking created_at notes
<char> <lgcl> <char> <char>
1: lv NA 12/6/22 08:58 <NA>
2: lv NA 12/6/22 08:58 <NA>
3: lv NA 12/5/22 20:44 <NA>
4: lv NA 12/5/22 20:44 <NA>
5: lv NA 12/5/22 14:05 <NA>
---
2079: lv NA 2/25/21 09:37 <NA>
2080: lv NA 1/20/21 13:38 <NA>
2081: lv NA 1/20/21 13:38 <NA>
2082: rv NA 1/27/21 13:16 <NA>
2083: rv NA 1/27/21 13:16 <NA>
url
<char>
1: https://www.thetrafalgargroup.org/news/ga-sen-ro-1205/
2: https://www.thetrafalgargroup.org/news/ga-sen-ro-1205/
3: https://www.filesforprogress.org/datasets/2022/12/dfp_ga_runoff_tabs.pdf
4: https://www.filesforprogress.org/datasets/2022/12/dfp_ga_runoff_tabs.pdf
5: https://insideradvantage.com/2022/12/05/breaking-insideradvantagefox-5-survey-warnock-holds-slim-lead-over-walker/
---
2079: https://scholars.unh.edu/survey_center_polls/639/
2080: https://www.filesforprogress.org/datasets/2021/1/dfp-moveon-missouri-hawley-resignation-polling.pdf
2081: https://www.filesforprogress.org/datasets/2021/1/dfp-moveon-missouri-hawley-resignation-polling.pdf
2082: http://projects.vpr.org/vpr-vermont-pbs-2020-polls-september
2083: http://projects.vpr.org/vpr-vermont-pbs-2020-polls-september
url_article
<char>
1: https://www.thetrafalgargroup.org/news/ga-sen-ro-1205/
2: https://www.thetrafalgargroup.org/news/ga-sen-ro-1205/
3: <NA>
4: <NA>
5: https://insideradvantage.com/2022/12/05/breaking-insideradvantagefox-5-survey-warnock-holds-slim-lead-over-walker/
---
2079: <NA>
2080: <NA>
2081: <NA>
2082: <NA>
2083: <NA>
url_topline
<char>
1: https://www.thetrafalgargroup.org/wp-content/uploads/2022/12/GA-Runoff-Poll-Report-1205.pdf
2: https://www.thetrafalgargroup.org/wp-content/uploads/2022/12/GA-Runoff-Poll-Report-1205.pdf
3: <NA>
4: <NA>
5: <NA>
---
2079: <NA>
2080: <NA>
2081: <NA>
2082: <NA>
2083: <NA>
url_crosstab
<char>
1: <NA>
2: <NA>
3: https://www.filesforprogress.org/datasets/2022/12/dfp_ga_runoff_tabs.pdf
4: https://www.filesforprogress.org/datasets/2022/12/dfp_ga_runoff_tabs.pdf
5: https://insideradvantage.com/wp-content/uploads/2022/12/Insider-Advantage-Georgia-runoff-poll-12.4.22.pdf
---
2079: <NA>
2080: <NA>
2081: <NA>
2082: <NA>
2083: <NA>
source internal partisan race_id cycle office_type seat_number seat_name
<char> <lgcl> <char> <num> <num> <char> <num> <char>
1: <NA> NA REP 9552 2022 U.S. Senate 2 Class III
2: <NA> NA REP 9552 2022 U.S. Senate 2 Class III
3: <NA> FALSE <NA> 9552 2022 U.S. Senate 2 Class III
4: <NA> FALSE <NA> 9552 2022 U.S. Senate 2 Class III
5: <NA> NA <NA> 9552 2022 U.S. Senate 2 Class III
---
2079: 538 NA <NA> 8938 2022 U.S. Senate 2 Class III
2080: 538 FALSE DEM 8936 2022 U.S. Senate 2 Class III
2081: 538 FALSE DEM 8936 2022 U.S. Senate 2 Class III
2082: 538 NA <NA> 8949 2022 U.S. Senate 2 Class III
2083: 538 NA <NA> 8949 2022 U.S. Senate 2 Class III
election_date stage nationwide_batch ranked_choice_reallocated
<char> <char> <lgcl> <lgcl>
1: 12/6/22 runoff FALSE FALSE
2: 12/6/22 runoff FALSE FALSE
3: 12/6/22 runoff FALSE FALSE
4: 12/6/22 runoff FALSE FALSE
5: 12/6/22 runoff FALSE FALSE
---
2079: 11/8/22 general FALSE FALSE
2080: 11/8/22 general FALSE FALSE
2081: 11/8/22 general FALSE FALSE
2082: 11/8/22 general FALSE FALSE
2083: 11/8/22 general FALSE FALSE
ranked_choice_round party answer candidate_id
<num> <char> <char> <num>
1: NA DEM Warnock 19086
2: NA REP Walker 19088
3: NA DEM Warnock 19086
4: NA REP Walker 19088
5: NA DEM Warnock 19086
---
2079: NA REP Lewandowski 18229
2080: NA DEM Kander 16627
2081: NA REP Blunt 16628
2082: NA DEM Leahy 16692
2083: NA REP Scott 16693
candidate_name pct
<char> <num>
1: Raphael Warnock 51.1
2: Herschel Junior Walker 47.4
3: Raphael Warnock 51.0
4: Herschel Junior Walker 49.0
5: Raphael Warnock 50.5
---
2079: Corey Lewandowski 34.0
2080: Jason Kander 44.0
2081: Roy Blunt 45.0
2082: Patrick J. Leahy 38.0
2083: Phil Scott 41.0
i Position Sorting
poll_id pollster_id pollster sponsor_ids
<num> <num> <char> <num>
1: 57556 1293 OH Predictive Insights / MBQF NA
2: 58013 1293 OH Predictive Insights / MBQF NA
3: 58960 1293 OH Predictive Insights / MBQF NA
4: 59584 1503 Fabrizio Ward 42
5: 59598 1329 Bendixen & Amandi International 1182
6: 59778 1365 Change Research 1155
sponsors display_name pollster_rating_id
<char> <char> <num>
1: <NA> OH Predictive Insights 235
2: <NA> OH Predictive Insights 235
3: <NA> OH Predictive Insights 235
4: AARP Fabrizio Ward 90
5: SMART Local 359 Bendixen & Amandi International 29
6: Crooked Media Change Research 48
pollster_rating_name numeric_grade pollscore
<char> <num> <num>
1: Noble Predictive Insights 2.4 -0.4
2: Noble Predictive Insights 2.4 -0.4
3: Noble Predictive Insights 2.4 -0.4
4: Fabrizio, Lee & Associates 1.7 -0.1
5: Bendixen & Amandi International 1.0 0.4
6: Change Research 1.4 0.6
methodology transparency_score state start_date end_date
<char> <num> <char> <char> <char>
1: Live Phone NA Arizona 2/12/19 2/13/19
2: IVR/Live Phone NA Arizona 5/1/19 5/2/19
3: IVR/Live Phone NA Arizona 8/13/19 8/14/19
4: Live Phone NA Arizona 7/29/19 7/31/19
5: Live Phone NA Arizona 9/9/19 9/12/19
6: Text-to-Web/Online Ad NA Arizona 9/27/19 9/28/19
sponsor_candidate_id sponsor_candidate sponsor_candidate_party
<num> <char> <char>
1: NA <NA> <NA>
2: NA <NA> <NA>
3: NA <NA> <NA>
4: NA <NA> <NA>
5: NA <NA> <NA>
6: NA <NA> <NA>
endorsed_candidate_id endorsed_candidate_name endorsed_candidate_party
<lgcl> <lgcl> <lgcl>
1: NA NA NA
2: NA NA NA
3: NA NA NA
4: NA NA NA
5: NA NA NA
6: NA NA NA
question_id sample_size population subpopulation population_full tracking
<num> <num> <char> <lgcl> <char> <lgcl>
1: 100815 600 lv NA lv NA
2: 100826 600 lv NA lv NA
3: 100842 600 lv NA lv NA
4: 102774 600 lv NA lv NA
5: 102804 520 rv NA rv NA
6: 103716 856 rv NA rv NA
created_at notes
<char> <char>
1: 8/20/19 16:30 <NA>
2: 8/20/19 16:31 <NA>
3: 8/20/19 16:34 <NA>
4: 9/17/19 08:34 <NA>
5: 9/18/19 07:45 <NA>
6: 10/3/19 08:32 <NA>
url
<char>
1: https://ohpredictive.com/promotional-content/2020-presidential-race-insights/
2: https://ohpredictive.com/press-releases/poll-former-astronaut-mark-kelly-hot-on-sen-mcsallys-six/
3: https://ohpredictive.com/press-releases/poll-kelly-flies-by-mcsally-in-q3/
4: https://www.aarp.org/content/dam/aarp/research/surveys_statistics/politics/2019/five-state-prescription-drug-survey-annotated-questionnaire-AZ.doi.10.26419-2Fres.00335.001.pdf
5: https://www.politico.com/f/?id=0000016d-410e-d547-a36f-67df39db0001
6: https://crooked.com/articles/arizona-2020-pollercoaster/
url_article url_topline url_crosstab source internal partisan race_id cycle
<char> <char> <char> <char> <lgcl> <char> <num> <num>
1: <NA> <NA> <NA> 538 NA <NA> 6268 2020
2: <NA> <NA> <NA> 538 NA <NA> 6268 2020
3: <NA> <NA> <NA> 538 NA <NA> 6268 2020
4: <NA> <NA> <NA> 538 NA <NA> 6268 2020
5: <NA> <NA> <NA> 538 NA <NA> 6268 2020
6: <NA> <NA> <NA> 538 FALSE <NA> 6268 2020
office_type seat_number seat_name election_date stage nationwide_batch
<char> <num> <char> <char> <char> <lgcl>
1: U.S. Senate 2 Class III 11/3/20 general FALSE
2: U.S. Senate 2 Class III 11/3/20 general FALSE
3: U.S. Senate 2 Class III 11/3/20 general FALSE
4: U.S. Senate 2 Class III 11/3/20 general FALSE
5: U.S. Senate 2 Class III 11/3/20 general FALSE
6: U.S. Senate 2 Class III 11/3/20 general FALSE
ranked_choice_reallocated ranked_choice_round party answer candidate_id
<lgcl> <num> <char> <char> <num>
1: FALSE NA DEM Kelly 13445
2: FALSE NA DEM Kelly 13445
3: FALSE NA DEM Kelly 13445
4: FALSE NA DEM Kelly 13445
5: FALSE NA DEM Kelly 13445
6: FALSE NA DEM Kelly 13445
candidate_name pct
<char> <num>
1: Mark Kelly 44
2: Mark Kelly 44
3: Mark Kelly 46
4: Mark Kelly 44
5: Mark Kelly 42
6: Mark Kelly 50Note that we’re “chaining” here
j Position Selecting
[1] "Raphael Warnock" "Herschel Junior Walker"
[3] "Raphael Warnock" "Herschel Junior Walker"
[5] "Raphael Warnock" "Herschel Junior Walker"
[7] "Raphael Warnock" "Herschel Junior Walker"
[9] "Raphael Warnock" "Herschel Junior Walker"
[11] "Raphael Warnock" "Herschel Junior Walker"
[13] "Raphael Warnock" "Herschel Junior Walker"
[15] "Raphael Warnock" "Herschel Junior Walker"
[17] "Raphael Warnock" "Herschel Junior Walker"
[19] "Raphael Warnock" "Herschel Junior Walker"
[21] "Raphael Warnock" "Herschel Junior Walker"
[23] "Raphael Warnock" "Herschel Junior Walker"
[25] "Raphael Warnock" "Herschel Junior Walker"
[27] "Raphael Warnock" "Herschel Junior Walker"
[29] "Mark Kelly" "Blake Masters"
[31] "Marc Victor" "Catherine Cortez Masto"
[33] "Adam Paul Laxalt" "Neil Scott"
[35] "Raphael Warnock" "Herschel Junior Walker"
[37] "Raphael Warnock" "Herschel Junior Walker"
[39] "John Fetterman" "Mehmet Oz"
[41] "Raphael Warnock" "Herschel Junior Walker"
[43] "Raphael Warnock" "Herschel Junior Walker"
[45] "Chase Oliver" "Mandela Barnes"
[47] "Ron Johnson" "Tim Ryan"
[49] "JD Vance" "Thomas McDermott"
[51] "Todd Young" "Trudy Busch Valentine"
[53] "Eric Schmitt" "Michael Bennet"
[55] "Joe O'Dea" "Raphael Warnock"
[57] "Herschel Junior Walker" "Chase Oliver"
[59] "Maggie Hassan" "Donald C. Bolduc"
[61] "Jeremy Kauffman" "Madison Horn"
[63] "James Lankford" "Kenneth D. Blevins"
[65] "Micahael L. Delaney" "Kendra Horn"
[67] "Markwayne Mullin" "Robert Murphy"
[69] "Ray Woods" "Cheri Beasley"
[71] "Ted Budd" "Mark Kelly"
[73] "Blake Masters" "Marc Victor"
[75] "Alex Padilla" "Mark P. Meuser"
[77] "Alex Padilla" "Mark P. Meuser"
[79] "Val Demings" "Marco Rubio"
[81] "Raphael Warnock" "Herschel Junior Walker"
[83] "Chase Oliver" "Tammy Duckworth"
[85] "Kathy Salvi" "Catherine Cortez Masto"
[87] "Adam Paul Laxalt" "Charles E. Schumer"
[89] "Joe Pinion" "Tim Ryan"
[91] "JD Vance" "John Fetterman"
[93] "Mehmet Oz" "Mandela Barnes"
[95] "Ron Johnson" "Raphael Warnock"
[97] "Herschel Junior Walker" "Chase Oliver"
[99] "Mark Kelly" "Blake Masters"
[101] "Marc Victor" "Maggie Hassan"
[103] "Donald C. Bolduc" "Jeremy Kauffman"
[105] "Cheri Beasley" "Ted Budd"
[107] "Shannon W. Bray" "Matthew Hoh"
[109] "Catherine Cortez Masto" "Adam Paul Laxalt"
[111] "Neil Scott" "Val Demings"
[113] "Marco Rubio" "Dennis Misigoy"
[115] "Mark Kelly" "Blake Masters"
[117] "Marc Victor" "Raphael Warnock"
[119] "Herschel Junior Walker" "Chase Oliver"
[121] "Raphael Warnock" "Herschel Junior Walker"
[123] "Chase Oliver" "Raphael Warnock"
[125] "Herschel Junior Walker" "Chase Oliver"
[127] "Mark Kelly" "Blake Masters"
[129] "Marc Victor" "Mark Kelly"
[131] "Blake Masters" "Marc Victor"
[133] "John Fetterman" "Mehmet Oz"
[135] "Erik Gerhardt" "John Fetterman"
[137] "Mehmet Oz" "Erik Gerhardt"
[139] "Tim Ryan" "JD Vance"
[141] "Tim Ryan" "JD Vance"
[143] "Ron Wyden" "Jo Rae Perkins"
[145] "Dan Pulju" "Chris Henry"
[147] "Charles E. Schumer" "Joe Pinion"
[149] "Maggie Hassan" "Donald C. Bolduc"
[151] "Tim Ryan" "JD Vance"
[153] "Patty Murray" "Tiffany Smiley"
[155] "Maggie Hassan" "Donald C. Bolduc"
[157] "Raphael Warnock" "Herschel Junior Walker"
[159] "Chase Oliver" "Maggie Hassan"
[161] "Donald C. Bolduc" "Jeremy Kauffman"
[163] "Mandela Barnes" "Ron Johnson"
[165] "Tim Ryan" "JD Vance"
[167] "Michael Bennet" "Joe O'Dea"
[169] "Brian Peotter" "John Fetterman"
[171] "Mehmet Oz" "Catherine Cortez Masto"
[173] "Adam Paul Laxalt" "Mandela Barnes"
[175] "Ron Johnson" "John Fetterman"
[177] "Mehmet Oz" "Erik Gerhardt"
[179] "Mark Kelly" "Blake Masters"
[181] "Catherine Cortez Masto" "Adam Paul Laxalt"
[183] "John Fetterman" "Mehmet Oz"
[185] "Tim Ryan" "JD Vance"
[187] "Cheri Beasley" "Ted Budd"
[189] "Shannon W. Bray" "Matthew Hoh"
[191] "Michael Franken" "Chuck Grassley"
[193] "Cheri Beasley" "Ted Budd"
[195] "Matthew Hoh" "Shannon W. Bray"
[197] "Mark Kelly" "Blake Masters"
[199] "Marc Victor" "John Fetterman"
[201] "Mehmet Oz" "Richard L. Weiss"
[203] "Erik Gerhardt" "Mark Kelly"
[205] "Blake Masters" "Marc Victor"
[207] "Cheri Beasley" "Ted Budd"
[209] "Matthew Hoh" "Shannon W. Bray"
[211] "Tim Ryan" "JD Vance"
[213] "Raphael Warnock" "Herschel Junior Walker"
[215] "Chase Oliver" "Mark Kelly"
[217] "Blake Masters" "Catherine Cortez Masto"
[219] "Adam Paul Laxalt" "Val Demings"
[221] "Marco Rubio" "Dennis Misigoy"
[223] "Raphael Warnock" "Herschel Junior Walker"
[225] "Chase Oliver" "Raphael Warnock"
[227] "Herschel Junior Walker" "Chase Oliver"
[229] "Raphael Warnock" "Herschel Junior Walker"
[231] "John Fetterman" "Mehmet Oz"
[233] "Mark Kelly" "Blake Masters"
[235] "Raphael Warnock" "Herschel Junior Walker"
[237] "Alex Padilla" "Mark P. Meuser"
[239] "Mark Kelly" "Blake Masters"
[241] "Val Demings" "Marco Rubio"
[243] "Cheri Beasley" "Ted Budd"
[245] "Mark Kelly" "Blake Masters"
[247] "Raphael Warnock" "Herschel Junior Walker"
[249] "Chase Oliver" "Raphael Warnock"
[251] "Herschel Junior Walker" "Chase Oliver"
[253] "Val Demings" "Marco Rubio"
[255] "Ron Wyden" "Jo Rae Perkins"
[257] "Dan Pulju" "Chris Henry"
[259] "Val Demings" "Marco Rubio"
[261] "Michael Bennet" "Joe O'Dea"
[263] "Brian Peotter" "Maggie Hassan"
[265] "Donald C. Bolduc" "Jeremy Kauffman"
[267] "Trudy Busch Valentine" "Eric Schmitt"
[269] "Jonathan Dine" "Val Demings"
[271] "Marco Rubio" "Maggie Hassan"
[273] "Donald C. Bolduc" "Jeremy Kauffman"
[275] "Mark Kelly" "Blake Masters"
[277] "Marc Victor" "Raphael Warnock"
[279] "Herschel Junior Walker" "Chase Oliver"
[281] "Tim Ryan" "JD Vance"
[283] "Tim Ryan" "JD Vance"
[285] "John Fetterman" "Mehmet Oz"
[287] "Trudy Busch Valentine" "Eric Schmitt"
[289] "Mandela Barnes" "Ron Johnson"
[291] "Mandela Barnes" "Ron Johnson"
[293] "Patty Murray" "Tiffany Smiley"
[295] "Charles E. Schumer" "Joe Pinion"
[297] "Diane Sare" "John Fetterman"
[299] "Mehmet Oz" "Richard L. Weiss"
[301] "Erik Gerhardt" "Daniel Wassmer"
[303] "Raphael Warnock" "Herschel Junior Walker"
[305] "Chase Oliver" "Charles E. Schumer"
[307] "Joe Pinion" "Diane Sare"
[309] "Mandela Barnes" "Ron Johnson"
[311] "Mandela Barnes" "Ron Johnson"
[313] "Val Demings" "Marco Rubio"
[315] "Natalie James" "John Boozman"
[317] "Kenneth Cates" "Mike Lee"
[319] "Evan McMullin" "Mark Kelly"
[321] "Blake Masters" "Marc Victor"
[323] "Cheri Beasley" "Ted Budd"
[325] "Matthew Hoh" "Shannon W. Bray"
[327] "John Fetterman" "Mehmet Oz"
[329] "Richard L. Weiss" "Erik Gerhardt"
[331] "Daniel Wassmer" "Tim Ryan"
[333] "JD Vance" "Mark Kelly"
[335] "Blake Masters" "Mandela Barnes"
[337] "Ron Johnson" "Mandela Barnes"
[339] "Ron Johnson" "Mark Kelly"
[341] "Blake Masters" "Raphael Warnock"
[343] "Herschel Junior Walker" "John Fetterman"
[345] "Mehmet Oz" "Everett A. Stern"
[347] "Mark Kelly" "Blake Masters"
[349] "Mark Kelly" "Blake Masters"
[351] "Maggie Hassan" "Donald C. Bolduc"
[353] "Jeremy Kauffman" "Charles E. Schumer"
[355] "Joe Pinion" "Will Boyd"
[357] "Katie Britt" "John Sophocleus"
[359] "Mark R. Holland" "Jerry Moran"
[361] "David C. Graham" "Mandela Barnes"
[363] "Ron Johnson" "Cheri Beasley"
[365] "Ted Budd" "Shannon W. Bray"
[367] "Matthew Hoh" "Michael Bennet"
[369] "Joe O'Dea" "T.J. Cole"
[371] "Brian Peotter" "Frank Atwood"
[373] "Catherine Cortez Masto" "Adam Paul Laxalt"
[375] "Barry Rubinson" "Neil Scott"
[377] "Barry Lindemann" "John Fetterman"
[379] "Mehmet Oz" "Trudy Busch Valentine"
[381] "Eric Schmitt" "Jonathan Dine"
[383] "Paul Venable" "Charles E. Schumer"
[385] "Joe Pinion" "Madison Horn"
[387] "James Lankford" "Kenneth D. Blevins"
[389] "Micahael L. Delaney" "Kendra Horn"
[391] "Markwayne Mullin" "Robert Murphy"
[393] "Ray Woods" "Patty Murray"
[395] "Tiffany Smiley" "Mike Lee"
[397] "Evan McMullin" "James Arthur Hansen"
[399] "Tommy Williams" "Madison Horn"
[401] "James Lankford" "Kenneth D. Blevins"
[403] "Micahael L. Delaney" "Kendra Horn"
[405] "Markwayne Mullin" "Robert Murphy"
[407] "Ray Woods" "Tim Ryan"
[409] "JD Vance" "Madison Horn"
[411] "James Lankford" "Kenneth D. Blevins"
[413] "Micahael L. Delaney" "Kendra Horn"
[415] "Markwayne Mullin" "Robert Murphy"
[417] "Ray Woods" "Catherine Cortez Masto"
[419] "Adam Paul Laxalt" "Barry Lindemann"
[421] "Barry Rubinson" "Neil Scott"
[423] "John Fetterman" "Mehmet Oz"
[425] "Raphael Warnock" "Herschel Junior Walker"
[427] "Chase Oliver" "John Fetterman"
[429] "Mehmet Oz" "Patty Murray"
[431] "Tiffany Smiley" "Michael Franken"
[433] "Chuck Grassley" "Mike Lee"
[435] "Evan McMullin" "Tommy Williams"
[437] "James Arthur Hansen" "Raphael Warnock"
[439] "Herschel Junior Walker" "Chase Oliver"
[441] "Catherine Cortez Masto" "Adam Paul Laxalt"
[443] "Catherine Cortez Masto" "Adam Paul Laxalt"
[445] "Barry Rubinson" "Neil Scott"
[447] "Barry Lindemann" "Raphael Warnock"
[449] "Herschel Junior Walker" "Chase Oliver"
[451] "John Fetterman" "Mehmet Oz"
[453] "Erik Gerhardt" "Maggie Hassan"
[455] "Donald C. Bolduc" "Jeremy Kauffman"
[457] "Tim Ryan" "JD Vance"
[459] "Tim Ryan" "JD Vance"
[461] "Catherine Cortez Masto" "Adam Paul Laxalt"
[463] "Neil Scott" "Barry Lindemann"
[465] "Catherine Cortez Masto" "Adam Paul Laxalt"
[467] "Mark Kelly" "Blake Masters"
[469] "Marc Victor" "John Fetterman"
[471] "Mehmet Oz" "Erik Gerhardt"
[473] "Richard L. Weiss" "Mark Kelly"
[475] "Blake Masters" "Marc Victor"
[477] "Mark Kelly" "Blake Masters"
[479] "Marc Victor" "Mark Kelly"
[481] "Blake Masters" "Charles E. Schumer"
[483] "Joe Pinion" "Richard Blumenthal"
[485] "Leora R. Levy" "Tim Ryan"
[487] "JD Vance" "Peter Welch"
[489] "Gerald Malloy" "Mark Kelly"
[491] "Blake Masters" "Mark Kelly"
[493] "Blake Masters" "John Fetterman"
[495] "Mehmet Oz" "Mark Kelly"
[497] "Blake Masters" "Marc Victor"
[499] "Raphael Warnock" "Herschel Junior Walker"
[501] "Chase Oliver" "Michael Bennet"
[503] "Joe O'Dea" "Trudy Busch Valentine"
[505] "Eric Schmitt" "Jonathan Dine"
[507] "Paul Venable" "Catherine Cortez Masto"
[509] "Adam Paul Laxalt" "Neil Scott"
[511] "Raphael Warnock" "Herschel Junior Walker"
[513] "Chase Oliver" "Michael Franken"
[515] "Chuck Grassley" "Tammy Duckworth"
[517] "Kathy Salvi" "Charles E. Schumer"
[519] "Joe Pinion" "Maggie Hassan"
[521] "Donald C. Bolduc" "Jeremy Kauffman"
[523] "Raphael Warnock" "Herschel Junior Walker"
[525] "John Fetterman" "Mehmet Oz"
[527] "Tim Ryan" "JD Vance"
[529] "Tammy Duckworth" "Kathy Salvi"
[531] "Bill Redpath" "Charles E. Schumer"
[533] "Joe Pinion" "Diane Sare"
[535] "Catherine Cortez Masto" "Adam Paul Laxalt"
[537] "Barry Rubinson" "Barry Lindemann"
[539] "Neil Scott" "Val Demings"
[541] "Marco Rubio" "Maggie Hassan"
[543] "Donald C. Bolduc" "Catherine Cortez Masto"
[545] "Adam Paul Laxalt" "Raphael Warnock"
[547] "Herschel Junior Walker" "Chase Oliver"
[549] "Tim Ryan" "JD Vance"
[551] "Mandela Barnes" "Ron Johnson"
[553] "Richard Blumenthal" "Leora R. Levy"
[555] "Val Demings" "Marco Rubio"
[557] "Dennis Misigoy" "John Fetterman"
[559] "Mehmet Oz" "John Fetterman"
[561] "Mehmet Oz" "Patty Murray"
[563] "Tiffany Smiley" "Cheri Beasley"
[565] "Ted Budd" "Shannon W. Bray"
[567] "Matthew Hoh" "Patty Murray"
[569] "Tiffany Smiley" "Patricia R. Chesbro"
[571] "Lisa Murkowski" "Kelly C. Tshibaka"
[573] "Buzz A. Kelley" "Patricia R. Chesbro"
[575] "Lisa Murkowski" "Kelly C. Tshibaka"
[577] "Lisa Murkowski" "Kelly C. Tshibaka"
[579] "Catherine Cortez Masto" "Adam Paul Laxalt"
[581] "Tim Ryan" "JD Vance"
[583] "Mandela Barnes" "Ron Johnson"
[585] "Mark Kelly" "Blake Masters"
[587] "Marc Victor" "Richard Blumenthal"
[589] "Leora R. Levy" "Brian L. Bengs"
[591] "John R. Thune" "Tamara J. Lesnar"
[593] "Raphael Warnock" "Herschel Junior Walker"
[595] "Catherine Cortez Masto" "Adam Paul Laxalt"
[597] "Patty Murray" "Tiffany Smiley"
[599] "Patty Murray" "Tiffany Smiley"
[601] "John Fetterman" "Mehmet Oz"
[603] "John Fetterman" "Mehmet Oz"
[605] "Erik Gerhardt" "Richard L. Weiss"
[607] "Daniel Wassmer" "Tim Ryan"
[609] "JD Vance" "Cheri Beasley"
[611] "Ted Budd" "Tim Ryan"
[613] "JD Vance" "Val Demings"
[615] "Marco Rubio" "Alex Padilla"
[617] "Mark P. Meuser" "John Fetterman"
[619] "Mehmet Oz" "Erik Gerhardt"
[621] "Maggie Hassan" "Donald C. Bolduc"
[623] "Jeremy Kauffman" "Maggie Hassan"
[625] "Donald C. Bolduc" "John Fetterman"
[627] "Mehmet Oz" "Cheri Beasley"
[629] "Ted Budd" "Shannon W. Bray"
[631] "Matthew Hoh" "Michael Franken"
[633] "Chuck Grassley" "Catherine Cortez Masto"
[635] "Adam Paul Laxalt" "Patty Murray"
[637] "Tiffany Smiley" "Tim Ryan"
[639] "JD Vance" "Maggie Hassan"
[641] "Donald C. Bolduc" "Jeremy Kauffman"
[643] "Catherine Cortez Masto" "Adam Paul Laxalt"
[645] "Neil Scott" "Catherine Cortez Masto"
[647] "Adam Paul Laxalt" "Catherine Cortez Masto"
[649] "Adam Paul Laxalt" "Michael Bennet"
[651] "Joe O'Dea" "Catherine Cortez Masto"
[653] "Adam Paul Laxalt" "Natalie James"
[655] "John Boozman" "Kenneth Cates"
[657] "Catherine Cortez Masto" "Adam Paul Laxalt"
[659] "Barry Rubinson" "Neil Scott"
[661] "Ron Wyden" "Jo Rae Perkins"
[663] "Dan Pulju" "Chris Henry"
[665] "Patty Murray" "Tiffany Smiley"
[667] "Ron Wyden" "Jo Rae Perkins"
[669] "Michael Bennet" "Joe O'Dea"
[671] "Tim Ryan" "JD Vance"
[673] "Charles E. Schumer" "Joe Pinion"
[675] "Michael Franken" "Chuck Grassley"
[677] "Mark Kelly" "Blake Masters"
[679] "Marc Victor" "Raphael Warnock"
[681] "Herschel Junior Walker" "Mark Kelly"
[683] "Blake Masters" "Marc Victor"
[685] "Raphael Warnock" "Herschel Junior Walker"
[687] "Chase Oliver" "Catherine Cortez Masto"
[689] "Adam Paul Laxalt" "Raphael Warnock"
[691] "Herschel Junior Walker" "Chase Oliver"
[693] "John Fetterman" "Mehmet Oz"
[695] "John Fetterman" "Mehmet Oz"
[697] "Mandela Barnes" "Ron Johnson"
[699] "Mandela Barnes" "Ron Johnson"
[701] "Mark Kelly" "Blake Masters"
[703] "Marc Victor" "Raphael Warnock"
[705] "Herschel Junior Walker" "Chase Oliver"
[707] "Tim Ryan" "JD Vance"
[709] "Tim Ryan" "JD Vance"
[711] "Charles E. Schumer" "Joe Pinion"
[713] "Tim Ryan" "JD Vance"
[715] "Val Demings" "Marco Rubio"
[717] "Madison Horn" "James Lankford"
[719] "Kenneth D. Blevins" "Micahael L. Delaney"
[721] "Kendra Horn" "Markwayne Mullin"
[723] "Robert Murphy" "Ray Woods"
[725] "Tim Ryan" "JD Vance"
[727] "Tim Ryan" "JD Vance"
[729] "Mandela Barnes" "Ron Johnson"
[731] "Charles E. Schumer" "Joe Pinion"
[733] "Tim Ryan" "JD Vance"
[735] "Mark Kelly" "Blake Masters"
[737] "Marc Victor" "Richard Blumenthal"
[739] "Leora R. Levy" "Cheri Beasley"
[741] "Ted Budd" "Val Demings"
[743] "Marco Rubio" "Mark Kelly"
[745] "Blake Masters" "John Fetterman"
[747] "Mehmet Oz" "Raphael Warnock"
[749] "Herschel Junior Walker" "Mark Kelly"
[751] "Blake Masters" "Cheri Beasley"
[753] "Ted Budd" "Tim Ryan"
[755] "JD Vance" "Madison Horn"
[757] "James Lankford" "Kenneth D. Blevins"
[759] "Micahael L. Delaney" "Kendra Horn"
[761] "Markwayne Mullin" "Robert Murphy"
[763] "Ray Woods" "John Fetterman"
[765] "Mehmet Oz" "Michael Franken"
[767] "Chuck Grassley" "Tim Ryan"
[769] "JD Vance" "John Fetterman"
[771] "Mehmet Oz" "Mark Kelly"
[773] "Blake Masters" "Marc Victor"
[775] "Luke Mixon" "John Kennedy"
[777] "Syrita Steib" "Gary Chambers"
[779] "Tammy Duckworth" "Kathy Salvi"
[781] "Bill Redpath" "Raphael Warnock"
[783] "Herschel Junior Walker" "Chase Oliver"
[785] "Raphael Warnock" "Herschel Junior Walker"
[787] "Chase Oliver" "Mike Lee"
[789] "Evan McMullin" "James Arthur Hansen"
[791] "Raphael Warnock" "Herschel Junior Walker"
[793] "John Fetterman" "Mehmet Oz"
[795] "Erik Gerhardt" "Mandela Barnes"
[797] "Ron Johnson" "Michael Bennet"
[799] "Joe O'Dea" "Brian Peotter"
[801] "Michael Bennet" "Joe O'Dea"
[803] "Brian Peotter" "Michael Bennet"
[805] "Joe O'Dea" "Michael Bennet"
[807] "Joe O'Dea" "Tammy Duckworth"
[809] "Kathy Salvi" "Bill Redpath"
[811] "Mike Lee" "Evan McMullin"
[813] "Mike Lee" "Evan McMullin"
[815] "Val Demings" "Marco Rubio"
[817] "Mark Kelly" "Blake Masters"
[819] "Marc Victor" "Mark Kelly"
[821] "Blake Masters" "Alex Padilla"
[823] "Mark P. Meuser" "Alex Padilla"
[825] "Mark P. Meuser" "Raphael Warnock"
[827] "Herschel Junior Walker" "Brian L. Bengs"
[829] "John R. Thune" "Mark Kelly"
[831] "Blake Masters" "Mark Kelly"
[833] "Blake Masters" "Mandela Barnes"
[835] "Ron Johnson" "Mandela Barnes"
[837] "Ron Johnson" "Cheri Beasley"
[839] "Ted Budd" "Tim Ryan"
[841] "JD Vance" "Raphael Warnock"
[843] "Herschel Junior Walker" "Chase Oliver"
[845] "Tim Ryan" "JD Vance"
[847] "Catherine Cortez Masto" "Adam Paul Laxalt"
[849] "Barry Lindemann" "Barry Rubinson"
[851] "Neil Scott" "Mandela Barnes"
[853] "Ron Johnson" "Mike Lee"
[855] "Evan McMullin" "Tommy Williams"
[857] "James Arthur Hansen" "Madison Horn"
[859] "James Lankford" "Micahael L. Delaney"
[861] "Kenneth D. Blevins" "Kendra Horn"
[863] "Markwayne Mullin" "Ray Woods"
[865] "Mark Kelly" "Blake Masters"
[867] "Marc Victor" "Michael Bennet"
[869] "Joe O'Dea" "Brian Peotter"
[871] "Mike Lee" "Evan McMullin"
[873] "James Arthur Hansen" "Tommy Williams"
[875] "Mike Lee" "Evan McMullin"
[877] "Michael Bennet" "Joe O'Dea"
[879] "Charles E. Schumer" "Joe Pinion"
[881] "Maggie Hassan" "Donald C. Bolduc"
[883] "Raphael Warnock" "Herschel Junior Walker"
[885] "Chase Oliver" "Michael Franken"
[887] "Chuck Grassley" "Michael Franken"
[889] "Chuck Grassley" "Catherine Cortez Masto"
[891] "Adam Paul Laxalt" "Barry Rubinson"
[893] "Neil Scott" "Mark Kelly"
[895] "Blake Masters" "Raphael Warnock"
[897] "Herschel Junior Walker" "Raphael Warnock"
[899] "Herschel Junior Walker" "Chase Oliver"
[901] "Tim Ryan" "JD Vance"
[903] "Tim Ryan" "JD Vance"
[905] "Peter Welch" "Gerald Malloy"
[907] "Cris Ericson" "Dawn Marie Ellis"
[909] "Kerry Patrick Raheb" "Natasha Diamondstone-Kohout"
[911] "Cheri Beasley" "Ted Budd"
[913] "Shannon W. Bray" "Matthew Hoh"
[915] "Mark Kelly" "Blake Masters"
[917] "Mark Kelly" "Blake Masters"
[919] "Catherine Cortez Masto" "Adam Paul Laxalt"
[921] "Catherine Cortez Masto" "Adam Paul Laxalt"
[923] "Ron Wyden" "Jo Rae Perkins"
[925] "Patty Murray" "Tiffany Smiley"
[927] "John Fetterman" "Mehmet Oz"
[929] "John Fetterman" "Mehmet Oz"
[931] "John Fetterman" "Mehmet Oz"
[933] "Richard L. Weiss" "Erik Gerhardt"
[935] "Daniel Wassmer" "Maggie Hassan"
[937] "Donald C. Bolduc" "Jeremy Kauffman"
[939] "Maggie Hassan" "Donald C. Bolduc"
[941] "Jeremy Kauffman" "Catherine Cortez Masto"
[943] "Adam Paul Laxalt" "Barry Rubinson"
[945] "Neil Scott" "Patty Murray"
[947] "Tiffany Smiley" "Maggie Hassan"
[949] "Donald C. Bolduc" "Val Demings"
[951] "Marco Rubio" "Michael Franken"
[953] "Chuck Grassley" "Mandela Barnes"
[955] "Ron Johnson" "Patricia R. Chesbro"
[957] "Lisa Murkowski" "Kelly C. Tshibaka"
[959] "Buzz A. Kelley" "Patricia R. Chesbro"
[961] "Lisa Murkowski" "Kelly C. Tshibaka"
[963] "Lisa Murkowski" "Kelly C. Tshibaka"
[965] "Trudy Busch Valentine" "Eric Schmitt"
[967] "Val Demings" "Marco Rubio"
[969] "Patty Murray" "Tiffany Smiley"
[971] "Michael Bennet" "Joe O'Dea"
[973] "Thomas McDermott" "Todd Young"
[975] "James Sceniak" "Cheri Beasley"
[977] "Ted Budd" "Matthew Hoh"
[979] "Shannon W. Bray" "Maggie Hassan"
[981] "Donald C. Bolduc" "Jeremy Kauffman"
[983] "John Fetterman" "Mehmet Oz"
[985] "Patty Murray" "Tiffany Smiley"
[987] "Patty Murray" "Tiffany Smiley"
[989] "Raphael Warnock" "Herschel Junior Walker"
[991] "John Fetterman" "Mehmet Oz"
[993] "Everett A. Stern" "Mark Kelly"
[995] "Blake Masters" "Mandela Barnes"
[997] "Ron Johnson" "Michael Bennet"
[999] "Joe O'Dea" "Mark Kelly"
[1001] "Blake Masters" "Marc Victor"
[1003] "John Fetterman" "Mehmet Oz"
[1005] "Mandela Barnes" "Ron Johnson"
[1007] "Val Demings" "Marco Rubio"
[1009] "Charles E. Schumer" "Joe Pinion"
[1011] "Val Demings" "Marco Rubio"
[1013] "Dennis Misigoy" "John Fetterman"
[1015] "Mehmet Oz" "Erik Gerhardt"
[1017] "Patty Murray" "Tiffany Smiley"
[1019] "Michael Bennet" "Joe O'Dea"
[1021] "Brian Peotter" "Tammy Duckworth"
[1023] "Kathy Salvi" "Cheri Beasley"
[1025] "Ted Budd" "Matthew Hoh"
[1027] "Shannon W. Bray" "Mandela Barnes"
[1029] "Ron Johnson" "John Fetterman"
[1031] "Mehmet Oz" "Mark Kelly"
[1033] "Blake Masters" "Tim Ryan"
[1035] "JD Vance" "Madison Horn"
[1037] "James Lankford" "Kenneth D. Blevins"
[1039] "Micahael L. Delaney" "Kendra Horn"
[1041] "Markwayne Mullin" "Robert Murphy"
[1043] "Ray Woods" "Richard Blumenthal"
[1045] "Leora R. Levy" "Richard Blumenthal"
[1047] "Leora R. Levy" "Mike Lee"
[1049] "Evan McMullin" "James Arthur Hansen"
[1051] "Tommy Williams" "Mike Lee"
[1053] "Evan McMullin" "James Arthur Hansen"
[1055] "Tommy Williams" "Catherine Cortez Masto"
[1057] "Adam Paul Laxalt" "Catherine Cortez Masto"
[1059] "Adam Paul Laxalt" "Barry Rubinson"
[1061] "Neil Scott" "Cheri Beasley"
[1063] "Ted Budd" "Val Demings"
[1065] "Marco Rubio" "Catherine Cortez Masto"
[1067] "Adam Paul Laxalt" "Neil Scott"
[1069] "Raphael Warnock" "Herschel Junior Walker"
[1071] "Chase Oliver" "Cheri Beasley"
[1073] "Ted Budd" "Michael Bennet"
[1075] "Joe O'Dea" "John Fetterman"
[1077] "Mehmet Oz" "Maggie Hassan"
[1079] "Donald C. Bolduc" "Maggie Hassan"
[1081] "Donald C. Bolduc" "Jeremy Kauffman"
[1083] "Richard Blumenthal" "Leora R. Levy"
[1085] "Mark Kelly" "Blake Masters"
[1087] "Marc Victor" "Mandela Barnes"
[1089] "Ron Johnson" "Raphael Warnock"
[1091] "Herschel Junior Walker" "Catherine Cortez Masto"
[1093] "Adam Paul Laxalt" "Neil Scott"
[1095] "Mandela Barnes" "Ron Johnson"
[1097] "Val Demings" "Marco Rubio"
[1099] "Dennis Misigoy" "Steven B. Grant"
[1101] "Tuan T.Q. Nguyen" "Mark R. Holland"
[1103] "Jerry Moran" "Madison Horn"
[1105] "James Lankford" "Kenneth D. Blevins"
[1107] "Micahael L. Delaney" "Kendra Horn"
[1109] "Markwayne Mullin" "Robert Murphy"
[1111] "Ray Woods" "Trudy Busch Valentine"
[1113] "Eric Schmitt" "Mark Kelly"
[1115] "Blake Masters" "Marc Victor"
[1117] "Cheri Beasley" "Ted Budd"
[1119] "Shannon W. Bray" "Matthew Hoh"
[1121] "John Fetterman" "Mehmet Oz"
[1123] "Raphael Warnock" "Herschel Junior Walker"
[1125] "Chase Oliver" "Maggie Hassan"
[1127] "Donald C. Bolduc" "Mandela Barnes"
[1129] "Ron Johnson" "John Fetterman"
[1131] "Mehmet Oz" "Erik Gerhardt"
[1133] "Mike Lee" "Evan McMullin"
[1135] "Raphael Warnock" "Herschel Junior Walker"
[1137] "Chase Oliver" "Tim Ryan"
[1139] "JD Vance" "Patty Murray"
[1141] "Tiffany Smiley" "Tim Ryan"
[1143] "JD Vance" "Mark Kelly"
[1145] "Blake Masters" "Marc Victor"
[1147] "Mark Kelly" "Blake Masters"
[1149] "Tim Ryan" "JD Vance"
[1151] "Mandela Barnes" "Ron Johnson"
[1153] "Mandela Barnes" "Ron Johnson"
[1155] "Tim Ryan" "JD Vance"
[1157] "Mike Lee" "Evan McMullin"
[1159] "James Arthur Hansen" "Tommy Williams"
[1161] "Natalie James" "John Boozman"
[1163] "Kenneth Cates" "Raphael Warnock"
[1165] "Herschel Junior Walker" "Raphael Warnock"
[1167] "Herschel Junior Walker" "Raphael Warnock"
[1169] "Herschel Junior Walker" "Chris Van Hollen"
[1171] "Chris Chaffee" "John Fetterman"
[1173] "Mehmet Oz" "Mandela Barnes"
[1175] "Ron Johnson" "Mandela Barnes"
[1177] "Ron Johnson" "Patricia R. Chesbro"
[1179] "Kelly C. Tshibaka" "Lisa Murkowski"
[1181] "Buzz A. Kelley" "Patricia R. Chesbro"
[1183] "Kelly C. Tshibaka" "Lisa Murkowski"
[1185] "Kelly C. Tshibaka" "Lisa Murkowski"
[1187] "Tim Ryan" "JD Vance"
[1189] "Brian L. Bengs" "John R. Thune"
[1191] "Tamara J. Lesnar" "Mark Kelly"
[1193] "Blake Masters" "Marc Victor"
[1195] "Val Demings" "Marco Rubio"
[1197] "Val Demings" "Marco Rubio"
[1199] "Val Demings" "Marco Rubio"
[1201] "Catherine Cortez Masto" "Adam Paul Laxalt"
[1203] "Cheri Beasley" "Ted Budd"
[1205] "Matthew Hoh" "Shannon W. Bray"
[1207] "Richard Blumenthal" "Leora R. Levy"
[1209] "Mark Kelly" "Blake Masters"
[1211] "Mark Kelly" "Blake Masters"
[1213] "Mark Kelly" "Blake Masters"
[1215] "Marc Victor" "Michael Franken"
[1217] "Chuck Grassley" "Mike Lee"
[1219] "Evan McMullin" "Mike Lee"
[1221] "Evan McMullin" "Patty Murray"
[1223] "Tiffany Smiley" "Raphael Warnock"
[1225] "Herschel Junior Walker" "Chase Oliver"
[1227] "Mark Kelly" "Blake Masters"
[1229] "Marc Victor" "Mark Kelly"
[1231] "Blake Masters" "Tim Ryan"
[1233] "JD Vance" "Peter Welch"
[1235] "Gerald Malloy" "Kendra Horn"
[1237] "Markwayne Mullin" "Ray Woods"
[1239] "Madison Horn" "James Lankford"
[1241] "Micahael L. Delaney" "Tim Ryan"
[1243] "JD Vance" "Mark Kelly"
[1245] "Blake Masters" "Val Demings"
[1247] "Marco Rubio" "Raphael Warnock"
[1249] "Herschel Junior Walker" "Mark R. Holland"
[1251] "Jerry Moran" "Gary Chambers"
[1253] "John Kennedy" "Luke Mixon"
[1255] "Syrita Steib" "Tim Ryan"
[1257] "JD Vance" "Madison Horn"
[1259] "James Lankford" "Kendra Horn"
[1261] "Markwayne Mullin" "John Fetterman"
[1263] "Mehmet Oz" "Krystle Matthews"
[1265] "Tim Scott" "Val Demings"
[1267] "Marco Rubio" "Charles E. Schumer"
[1269] "Joe Pinion" "Cheri Beasley"
[1271] "Ted Budd" "Shannon W. Bray"
[1273] "Matthew Hoh" "John Fetterman"
[1275] "Mehmet Oz" "Val Demings"
[1277] "Marco Rubio" "Tim Ryan"
[1279] "JD Vance" "Tim Ryan"
[1281] "JD Vance" "John Fetterman"
[1283] "Mehmet Oz" "John Fetterman"
[1285] "Mehmet Oz" "Patty Murray"
[1287] "Tiffany Smiley" "Mike Lee"
[1289] "Evan McMullin" "Michael Bennet"
[1291] "Joe O'Dea" "Brian Peotter"
[1293] "Val Demings" "Marco Rubio"
[1295] "Cheri Beasley" "Ted Budd"
[1297] "Shannon W. Bray" "Matthew Hoh"
[1299] "Val Demings" "Marco Rubio"
[1301] "Raphael Warnock" "Herschel Junior Walker"
[1303] "John Fetterman" "Mehmet Oz"
[1305] "Tammy Duckworth" "Kathy Salvi"
[1307] "Mark Kelly" "Blake Masters"
[1309] "Marc Victor" "Raphael Warnock"
[1311] "Herschel Junior Walker" "Chase Oliver"
[1313] "Trudy Busch Valentine" "Eric Schmitt"
[1315] "Jonathan Dine" "Paul Venable"
[1317] "Mandela Barnes" "Ron Johnson"
[1319] "Michael Bennet" "Joe O'Dea"
[1321] "Thomas McDermott" "Todd Young"
[1323] "Catherine Cortez Masto" "Adam Paul Laxalt"
[1325] "Barry Rubinson" "Neil Scott"
[1327] "Barry Lindemann" "Catherine Cortez Masto"
[1329] "Adam Paul Laxalt" "John Fetterman"
[1331] "Mehmet Oz" "Tim Ryan"
[1333] "JD Vance" "Mark Kelly"
[1335] "Blake Masters" "John Fetterman"
[1337] "Mehmet Oz" "Erik Gerhardt"
[1339] "Daniel Wassmer" "Richard L. Weiss"
[1341] "Val Demings" "Marco Rubio"
[1343] "Michael Bennet" "Joe O'Dea"
[1345] "Brian Peotter" "Tim Ryan"
[1347] "JD Vance" "Catherine Cortez Masto"
[1349] "Adam Paul Laxalt" "Neil Scott"
[1351] "John Fetterman" "Mehmet Oz"
[1353] "Erik Gerhardt" "Val Demings"
[1355] "Marco Rubio" "Patty Murray"
[1357] "Tiffany Smiley" "Catherine Cortez Masto"
[1359] "Adam Paul Laxalt" "Barry Lindemann"
[1361] "Barry Rubinson" "Neil Scott"
[1363] "Tim Ryan" "JD Vance"
[1365] "Mandela Barnes" "Ron Johnson"
[1367] "Mark Kelly" "Blake Masters"
[1369] "Trudy Busch Valentine" "Eric Schmitt"
[1371] "Trudy Busch Valentine" "Eric Schmitt"
[1373] "John Frederick Wood" "Cheri Beasley"
[1375] "Ted Budd" "Matthew Hoh"
[1377] "Shannon W. Bray" "Mandela Barnes"
[1379] "Ron Johnson" "Mandela Barnes"
[1381] "Ron Johnson" "Val Demings"
[1383] "Marco Rubio" "Val Demings"
[1385] "Marco Rubio" "Val Demings"
[1387] "Marco Rubio" "Mark R. Holland"
[1389] "Jerry Moran" "John Fetterman"
[1391] "Mehmet Oz" "Charles E. Schumer"
[1393] "Joe Pinion" "Mark Kelly"
[1395] "Blake Masters" "Mark Kelly"
[1397] "Blake Masters" "Mark Kelly"
[1399] "Blake Masters" "Raphael Warnock"
[1401] "Herschel Junior Walker" "Cheri Beasley"
[1403] "Ted Budd" "Mike Lee"
[1405] "Evan McMullin" "Val Demings"
[1407] "Marco Rubio" "Tim Ryan"
[1409] "JD Vance" "Tim Ryan"
[1411] "JD Vance" "Tim Ryan"
[1413] "JD Vance" "Mark Kelly"
[1415] "Blake Masters" "John Fetterman"
[1417] "Mehmet Oz" "John Fetterman"
[1419] "Mehmet Oz" "John Fetterman"
[1421] "Mehmet Oz" "Raphael Warnock"
[1423] "Herschel Junior Walker" "Val Demings"
[1425] "Marco Rubio" "Charles E. Schumer"
[1427] "Joe Pinion" "Charles E. Schumer"
[1429] "Joe Pinion" "Tim Ryan"
[1431] "JD Vance" "Raphael Warnock"
[1433] "Herschel Junior Walker" "Chase Oliver"
[1435] "Richard Blumenthal" "Themis Klarides"
[1437] "Richard Blumenthal" "Leora R. Levy"
[1439] "Lucas Kunce" "Eric Schmitt"
[1441] "John Frederick Wood" "Trudy Busch Valentine"
[1443] "Eric Schmitt" "John Frederick Wood"
[1445] "Lucas Kunce" "Vicky Hartzler"
[1447] "John Frederick Wood" "Trudy Busch Valentine"
[1449] "Vicky Hartzler" "John Frederick Wood"
[1451] "Lucas Kunce" "Eric Greitens"
[1453] "John Frederick Wood" "Trudy Busch Valentine"
[1455] "Eric Greitens" "John Frederick Wood"
[1457] "Michael Bennet" "Joe O'Dea"
[1459] "Raphael Warnock" "Herschel Junior Walker"
[1461] "John Fetterman" "Mehmet Oz"
[1463] "Everett A. Stern" "John Fetterman"
[1465] "Mehmet Oz" "Raphael Warnock"
[1467] "Herschel Junior Walker" "Tim Ryan"
[1469] "JD Vance" "Cheri Beasley"
[1471] "Ted Budd" "Raphael Warnock"
[1473] "Herschel Junior Walker" "Raphael Warnock"
[1475] "Herschel Junior Walker" "Chase Oliver"
[1477] "John Fetterman" "Mehmet Oz"
[1479] "Mark Kelly" "Blake Masters"
[1481] "Mark Kelly" "Blake Masters"
[1483] "Mark Kelly" "Mark Brnovich"
[1485] "Mark Kelly" "Mark Brnovich"
[1487] "Mark Kelly" "Jim Lamon"
[1489] "Mark Kelly" "Jim Lamon"
[1491] "Raphael Warnock" "Herschel Junior Walker"
[1493] "Raphael Warnock" "Herschel Junior Walker"
[1495] "Catherine Cortez Masto" "Adam Paul Laxalt"
[1497] "Catherine Cortez Masto" "Adam Paul Laxalt"
[1499] "John Fetterman" "Mehmet Oz"
[1501] "John Fetterman" "Mehmet Oz"
[1503] "Tammy Duckworth" "Kathy Salvi"
[1505] "Bill Redpath" "John Fetterman"
[1507] "Mehmet Oz" "Mike Lee"
[1509] "Evan McMullin" "Michael Franken"
[1511] "Chuck Grassley" "Mark Kelly"
[1513] "Blake Masters" "Mike Lee"
[1515] "Evan McMullin" "Michael Franken"
[1517] "Chuck Grassley" "Mike Lee"
[1519] "Evan McMullin" "Mike Lee"
[1521] "Evan McMullin" "Mike Lee"
[1523] "Evan McMullin" "Patty Murray"
[1525] "Tiffany Smiley" "Raphael Warnock"
[1527] "Herschel Junior Walker" "Catherine Cortez Masto"
[1529] "Adam Paul Laxalt" "Patty Murray"
[1531] "Tiffany Smiley" "Val Demings"
[1533] "Marco Rubio" "Val Demings"
[1535] "Marco Rubio" "Val Demings"
[1537] "Marco Rubio" "Maggie Hassan"
[1539] "Charles W. Morse" "Maggie Hassan"
[1541] "Kevin H. Smith" "Maggie Hassan"
[1543] "Donald C. Bolduc" "Raphael Warnock"
[1545] "Herschel Junior Walker" "Patricia R. Chesbro"
[1547] "Kelly C. Tshibaka" "Lisa Murkowski"
[1549] "Dustin T. Darden" "Patricia R. Chesbro"
[1551] "Kelly C. Tshibaka" "Lisa Murkowski"
[1553] "Kelly C. Tshibaka" "Lisa Murkowski"
[1555] "Michael Franken" "Chuck Grassley"
[1557] "Tim Ryan" "JD Vance"
[1559] "Tim Ryan" "JD Vance"
[1561] "Tim Ryan" "JD Vance"
[1563] "Cheri Beasley" "Ted Budd"
[1565] "Shannon W. Bray" "Tim Ryan"
[1567] "JD Vance" "Mark Kelly"
[1569] "Blake Masters" "Mark Kelly"
[1571] "Jim Lamon" "Raphael Warnock"
[1573] "Herschel Junior Walker" "Catherine Cortez Masto"
[1575] "Adam Paul Laxalt" "Maggie Hassan"
[1577] "Donald C. Bolduc" "Raphael Warnock"
[1579] "Herschel Junior Walker" "Mandela Barnes"
[1581] "Ron Johnson" "Sarah Godlewski"
[1583] "Ron Johnson" "Alex Lasry"
[1585] "Ron Johnson" "Tom Nelson"
[1587] "Ron Johnson" "Cheri Beasley"
[1589] "Ted Budd" "Matthew Hoh"
[1591] "Shannon W. Bray" "John Fetterman"
[1593] "Mehmet Oz" "Patty Murray"
[1595] "Tiffany Smiley" "John Fetterman"
[1597] "Mehmet Oz" "Mike Lee"
[1599] "Evan McMullin" "Raphael Warnock"
[1601] "Herschel Junior Walker" "Mike Lee"
[1603] "Evan McMullin" "Ally Isom"
[1605] "Evan McMullin" "Becky Edwards"
[1607] "Evan McMullin" "John Fetterman"
[1609] "Mehmet Oz" "Richard L. Weiss"
[1611] "Erik Gerhardt" "Ronald Edward Johnson"
[1613] "Quincy Magee" "Everett A. Stern"
[1615] "Cheri Beasley" "Ted Budd"
[1617] "Shannon W. Bray" "Raphael Warnock"
[1619] "Herschel Junior Walker" "Michael Bennet"
[1621] "Ron Hanks" "Michael Bennet"
[1623] "Joe O'Dea" "Mike Lee"
[1625] "Evan McMullin" "Ally Isom"
[1627] "Evan McMullin" "Becky Edwards"
[1629] "Evan McMullin" "Patty Murray"
[1631] "Tiffany Smiley" "Val Demings"
[1633] "Marco Rubio" "Catherine Cortez Masto"
[1635] "Adam Paul Laxalt" "Catherine Cortez Masto"
[1637] "Sam Brown" "Tim Ryan"
[1639] "JD Vance" "Cheri Beasley"
[1641] "Ted Budd" "Matthew Hoh"
[1643] "Shannon W. Bray" "Cheri Beasley"
[1645] "Ted Budd" "Cheri Beasley"
[1647] "Ted Budd" "Mark Kelly"
[1649] "Mark Brnovich" "Mark Kelly"
[1651] "Jim Lamon" "Mark Kelly"
[1653] "Blake Masters" "Trudy Busch Valentine"
[1655] "Eric Schmitt" "Trudy Busch Valentine"
[1657] "Vicky Hartzler" "Trudy Busch Valentine"
[1659] "Eric Greitens" "Lucas Kunce"
[1661] "Eric Schmitt" "Lucas Kunce"
[1663] "Vicky Hartzler" "Lucas Kunce"
[1665] "Eric Greitens" "Tim Ryan"
[1667] "JD Vance" "Tim Ryan"
[1669] "JD Vance" "Tim Ryan"
[1671] "JD Vance" "Richard Blumenthal"
[1673] "Themis Klarides" "Richard Blumenthal"
[1675] "Leora R. Levy" "Richard Blumenthal"
[1677] "Peter Lumaj" "Val Demings"
[1679] "Marco Rubio" "Cheri Beasley"
[1681] "Ted Budd" "Cheri Beasley"
[1683] "Pat McCrory" "Cheri Beasley"
[1685] "Ted Budd" "Cheri Beasley"
[1687] "Pat McCrory" "Trudy Busch Valentine"
[1689] "Eric Greitens" "Trudy Busch Valentine"
[1691] "Eric Schmitt" "Trudy Busch Valentine"
[1693] "Vicky Hartzler" "Raphael Warnock"
[1695] "Herschel Junior Walker" "Lisa Murkowski"
[1697] "Kelly C. Tshibaka" "Catherine Cortez Masto"
[1699] "Adam Paul Laxalt" "Maggie Hassan"
[1701] "Donald C. Bolduc" "Maggie Hassan"
[1703] "Charles W. Morse" "Maggie Hassan"
[1705] "Kevin H. Smith" "Maggie Hassan"
[1707] "Bruce Fenton" "Peter Welch"
[1709] "Christina Nolan" "Raphael Warnock"
[1711] "Herschel Junior Walker" "Michael Franken"
[1713] "Chuck Grassley" "Catherine Cortez Masto"
[1715] "Adam Paul Laxalt" "Catherine Cortez Masto"
[1717] "Sam Brown" "Michael Bennet"
[1719] "Gino Campana" "Maggie Hassan"
[1721] "Donald C. Bolduc" "Maggie Hassan"
[1723] "Donald C. Bolduc" "Maggie Hassan"
[1725] "Charles W. Morse" "Maggie Hassan"
[1727] "Charles W. Morse" "Catherine Cortez Masto"
[1729] "Adam Paul Laxalt" "Catherine Cortez Masto"
[1731] "Sam Brown" "Cheri Beasley"
[1733] "Ted Budd" "Cheri Beasley"
[1735] "Pat McCrory" "Cheri Beasley"
[1737] "Marjorie Knott Eastman" "Cheri Beasley"
[1739] "Mark Walker" "Raphael Warnock"
[1741] "Herschel Junior Walker" "Cheri Beasley"
[1743] "Pat McCrory" "Cheri Beasley"
[1745] "Ted Budd" "Maggie Hassan"
[1747] "Donald C. Bolduc" "Maggie Hassan"
[1749] "Kevin H. Smith" "Maggie Hassan"
[1751] "Charles W. Morse" "Catherine Cortez Masto"
[1753] "Adam Paul Laxalt" "Kael Weston"
[1755] "Mike Lee" "Evan McMullin"
[1757] "Gary Chambers" "John Kennedy"
[1759] "Luke Mixon" "Syrita Steib"
[1761] "Kael Weston" "Mike Lee"
[1763] "Evan McMullin" "Brian L. Bengs"
[1765] "John R. Thune" "Val Demings"
[1767] "Marco Rubio" "Carlos Barberena"
[1769] "Lisa Murkowski" "Kelly C. Tshibaka"
[1771] "Lucas Kunce" "Eric Greitens"
[1773] "Lucas Kunce" "Eric Schmitt"
[1775] "Lucas Kunce" "Vicky Hartzler"
[1777] "Scott Sifton" "Eric Greitens"
[1779] "Scott Sifton" "Eric Schmitt"
[1781] "Scott Sifton" "Vicky Hartzler"
[1783] "Abby Finkenauer" "Chuck Grassley"
[1785] "Krystle Matthews" "Tim Scott"
[1787] "Larry Adams" "Val Demings"
[1789] "Marco Rubio" "Raphael Warnock"
[1791] "Herschel Junior Walker" "Elvi Gray-Jackson"
[1793] "Lisa Murkowski" "Kelly C. Tshibaka"
[1795] "Sean M. Thorne" "Mike Lee"
[1797] "Evan McMullin" "Mike Lee"
[1799] "Evan McMullin" "Mike Lee"
[1801] "Evan McMullin" "Val Demings"
[1803] "Marco Rubio" "Val Demings"
[1805] "Marco Rubio" "Val Demings"
[1807] "Marco Rubio" "Abby Finkenauer"
[1809] "Chuck Grassley" "Val Demings"
[1811] "Marco Rubio" "Patty Murray"
[1813] "Tiffany Smiley" "Kael Weston"
[1815] "Mike Lee" "Stephen Edward Schmidt"
[1817] "Mike Lee" "Kael Weston"
[1819] "Mike Lee" "Evan McMullin"
[1821] "Stephen Edward Schmidt" "Mike Lee"
[1823] "Evan McMullin" "Val Demings"
[1825] "Marco Rubio" "Raphael Warnock"
[1827] "Herschel Junior Walker" "Val Demings"
[1829] "Marco Rubio" "Catherine Cortez Masto"
[1831] "Adam Paul Laxalt" "Mark Kelly"
[1833] "Doug Ducey" "Mark Kelly"
[1835] "Mark Brnovich" "Raphael Warnock"
[1837] "Herschel Junior Walker" "Raphael Warnock"
[1839] "Herschel Junior Walker" "Raphael Warnock"
[1841] "Gary W. Black" "Charles Booker"
[1843] "Rand Paul" "Maggie Hassan"
[1845] "Donald C. Bolduc" "Maggie Hassan"
[1847] "Charles W. Morse" "Maggie Hassan"
[1849] "Kevin H. Smith" "Lucas Kunce"
[1851] "Eric Greitens" "Lucas Kunce"
[1853] "Vicky Hartzler" "Lucas Kunce"
[1855] "Billy Long" "Lucas Kunce"
[1857] "Eric Schmitt" "Scott Sifton"
[1859] "Eric Greitens" "Scott Sifton"
[1861] "Vicky Hartzler" "Scott Sifton"
[1863] "Billy Long" "Scott Sifton"
[1865] "Eric Schmitt" "Abby Finkenauer"
[1867] "Chuck Grassley" "Maggie Hassan"
[1869] "Donald C. Bolduc" "Maggie Hassan"
[1871] "Charles W. Morse" "Raphael Warnock"
[1873] "Herschel Junior Walker" "John Fetterman"
[1875] "Mehmet Oz" "Chris Van Hollen"
[1877] "Larry Hogan" "Catherine Cortez Masto"
[1879] "Adam Paul Laxalt" "Val Demings"
[1881] "Marco Rubio" "Maggie Hassan"
[1883] "Bryant Messner" "Catherine Cortez Masto"
[1885] "Adam Paul Laxalt" "Patty Murray"
[1887] "Tiffany Smiley" "Cheri Beasley"
[1889] "Ted Budd" "Cheri Beasley"
[1891] "Pat McCrory" "Cheri Beasley"
[1893] "Ted Budd" "Cheri Beasley"
[1895] "Pat McCrory" "Alan Grayson"
[1897] "Marco Rubio" "Val Demings"
[1899] "Marco Rubio" "Alan Grayson"
[1901] "Marco Rubio" "Val Demings"
[1903] "Marco Rubio" "Raphael Warnock"
[1905] "Herschel Junior Walker" "Raphael Warnock"
[1907] "Herschel Junior Walker" "Patty Murray"
[1909] "Tiffany Smiley" "Elvi Gray-Jackson"
[1911] "Lisa Murkowski" "Sarah Palin"
[1913] "Kelly C. Tshibaka" "Lisa Murkowski"
[1915] "Kelly C. Tshibaka" "Michael Bennet"
[1917] "Eli Bremer" "Michael Bennet"
[1919] "Ron Hanks" "Val Demings"
[1921] "Marco Rubio" "Maggie Hassan"
[1923] "Chris Sununu" "Abby Finkenauer"
[1925] "Chuck Grassley" "Maggie Hassan"
[1927] "Chris Sununu" "Maggie Hassan"
[1929] "Donald C. Bolduc" "Maggie Hassan"
[1931] "Kelly Ayotte" "Scott Sifton"
[1933] "Eric Greitens" "Lucas Kunce"
[1935] "Eric Greitens" "Val Demings"
[1937] "Marco Rubio" "Alan Grayson"
[1939] "Marco Rubio" "Catherine Cortez Masto"
[1941] "Adam Paul Laxalt" "Abby Finkenauer"
[1943] "Chuck Grassley" "Catherine Cortez Masto"
[1945] "Adam Paul Laxalt" "Michael Bennet"
[1947] "Eli Bremer" "Mark Kelly"
[1949] "Michael T. McGuire" "Mark Kelly"
[1951] "Mark Brnovich" "Mark Kelly"
[1953] "Jim Lamon" "Mark Kelly"
[1955] "Blake Masters" "Mandela Barnes"
[1957] "Ron Johnson" "Maggie Hassan"
[1959] "Chris Sununu" "Alan Grayson"
[1961] "Marco Rubio" "Val Demings"
[1963] "Marco Rubio" "Alan Grayson"
[1965] "Marco Rubio" "Val Demings"
[1967] "Marco Rubio" "Tim Ryan"
[1969] "JD Vance" "Tim Ryan"
[1971] "Jane Timken" "Tim Ryan"
[1973] "Josh Mandel" "Tim Ryan"
[1975] "JD Vance" "Tim Ryan"
[1977] "Jane Timken" "Tim Ryan"
[1979] "Josh Mandel" "Val Demings"
[1981] "Marco Rubio" "Val Demings"
[1983] "Marco Rubio" "Val Demings"
[1985] "Marco Rubio" "Catherine Cortez Masto"
[1987] "Adam Paul Laxalt" "Val Demings"
[1989] "Marco Rubio" "Raphael Warnock"
[1991] "Kelly Loeffler" "Raphael Warnock"
[1993] "Herschel Junior Walker" "Raphael Warnock"
[1995] "Gary W. Black" "Elvi Gray-Jackson"
[1997] "Kelly C. Tshibaka" "Lisa Murkowski"
[1999] "Joe Miller" "Kelly C. Tshibaka"
[2001] "Lisa Murkowski" "Maggie Hassan"
[2003] "Chris Sununu" "Maggie Hassan"
[2005] "Donald C. Bolduc" "Maggie Hassan"
[2007] "Kelly Ayotte" "Val Demings"
[2009] "Marco Rubio" "Michael Bennet"
[2011] "Lauren Boebert" "Patty Murray"
[2013] "Tiffany Smiley" "Al Gross"
[2015] "Kelly C. Tshibaka" "Lisa Murkowski"
[2017] "John Wayne Howe" "Al Gross"
[2019] "Kelly C. Tshibaka" "John Fetterman"
[2021] "Jeffrey A. Bartos" "John Fetterman"
[2023] "Richard Sean Parnell" "John Fetterman"
[2025] "Jeffrey A. Bartos" "John Fetterman"
[2027] "Richard Sean Parnell" "Mark Kelly"
[2029] "Kimberly Yee" "Mark Kelly"
[2031] "John Sidney McCain" "Mark Kelly"
[2033] "Kari Lake" "Mark Kelly"
[2035] "Kelli Ward" "Mark Kelly"
[2037] "Andy Biggs" "Mark Kelly"
[2039] "Michael T. McGuire" "Mark Kelly"
[2041] "Mark Brnovich" "Scott Sifton"
[2043] "Eric Greitens" "Scott Sifton"
[2045] "Eric Schmitt" "Jay Nixon"
[2047] "Eric Greitens" "Jay Nixon"
[2049] "Eric Schmitt" "Tom Nelson"
[2051] "Ron Johnson" "Amy Leigh Acton"
[2053] "Josh Mandel" "Amy Leigh Acton"
[2055] "Jane Timken" "Amy Leigh Acton"
[2057] "JD Vance" "Tim Ryan"
[2059] "Josh Mandel" "Tim Ryan"
[2061] "Jane Timken" "Tim Ryan"
[2063] "JD Vance" "Raphael Warnock"
[2065] "Doug Collins" "Raphael Warnock"
[2067] "Herschel Junior Walker" "Raphael Warnock"
[2069] "Kelly Loeffler" "Maggie Hassan"
[2071] "Chris Sununu" "Maggie Hassan"
[2073] "Chris Sununu" "Maggie Hassan"
[2075] "Kelly Ayotte" "Maggie Hassan"
[2077] "Donald C. Bolduc" "Maggie Hassan"
[2079] "Corey Lewandowski" "Jason Kander"
[2081] "Roy Blunt" "Jon Ossoff"
[2083] "David A. Perdue" "Raphael Warnock"
[2085] "Kelly Loeffler" "Jon Ossoff"
[2087] "David A. Perdue" "Raphael Warnock"
[2089] "Kelly Loeffler" "Jon Ossoff"
[2091] "David A. Perdue" "Raphael Warnock"
[2093] "Kelly Loeffler" "Jon Ossoff"
[2095] "David A. Perdue" "Raphael Warnock"
[2097] "Kelly Loeffler" "Jon Ossoff"
[2099] "David A. Perdue" "Raphael Warnock"
[2101] "Kelly Loeffler" "Jon Ossoff"
[2103] "David A. Perdue" "Raphael Warnock"
[2105] "Kelly Loeffler" "Jon Ossoff"
[2107] "David A. Perdue" "Raphael Warnock"
[2109] "Kelly Loeffler" "Jon Ossoff"
[2111] "David A. Perdue" "Raphael Warnock"
[2113] "Kelly Loeffler" "Jon Ossoff"
[2115] "David A. Perdue" "Raphael Warnock"
[2117] "Kelly Loeffler" "Jon Ossoff"
[2119] "David A. Perdue" "Raphael Warnock"
[2121] "Kelly Loeffler" "Jon Ossoff"
[2123] "David A. Perdue" "Raphael Warnock"
[2125] "Kelly Loeffler" "Jon Ossoff"
[2127] "David A. Perdue" "Raphael Warnock"
[2129] "Kelly Loeffler" "Jon Ossoff"
[2131] "David A. Perdue" "Raphael Warnock"
[2133] "Kelly Loeffler" "Jon Ossoff"
[2135] "David A. Perdue" "Raphael Warnock"
[2137] "Kelly Loeffler" "Jon Ossoff"
[2139] "David A. Perdue" "Raphael Warnock"
[2141] "Kelly Loeffler" "Jon Ossoff"
[2143] "David A. Perdue" "Raphael Warnock"
[2145] "Kelly Loeffler" "Jon Ossoff"
[2147] "David A. Perdue" "Raphael Warnock"
[2149] "Kelly Loeffler" "Jon Ossoff"
[2151] "David A. Perdue" "Raphael Warnock"
[2153] "Kelly Loeffler" "Jon Ossoff"
[2155] "David A. Perdue" "Raphael Warnock"
[2157] "Kelly Loeffler" "Jon Ossoff"
[2159] "David A. Perdue" "Raphael Warnock"
[2161] "Kelly Loeffler" "Jon Ossoff"
[2163] "David A. Perdue" "Raphael Warnock"
[2165] "Kelly Loeffler" "Jon Ossoff"
[2167] "David A. Perdue" "Raphael Warnock"
[2169] "Kelly Loeffler" "Jon Ossoff"
[2171] "David A. Perdue" "Raphael Warnock"
[2173] "Kelly Loeffler" "Jon Ossoff"
[2175] "David A. Perdue" "Raphael Warnock"
[2177] "Kelly Loeffler" "Jon Ossoff"
[2179] "David A. Perdue" "Raphael Warnock"
[2181] "Kelly Loeffler" "Jon Ossoff"
[2183] "David A. Perdue" "Raphael Warnock"
[2185] "Kelly Loeffler" "Jon Ossoff"
[2187] "David A. Perdue" "Raphael Warnock"
[2189] "Kelly Loeffler" "Jon Ossoff"
[2191] "David A. Perdue" "Raphael Warnock"
[2193] "Kelly Loeffler" "Raphael Warnock"
[2195] "Kelly Loeffler" "Jon Ossoff"
[2197] "David A. Perdue" "Raphael Warnock"
[2199] "Kelly Loeffler" "Theresa Greenfield"
[2201] "Joni K. Ernst" "Jaime Harrison"
[2203] "Lindsey Graham" "Steve Bullock"
[2205] "Steve Daines" "Sara I. Gideon"
[2207] "Susan M. Collins" "Lisa Savage"
[2209] "Max Linn" "Sara I. Gideon"
[2211] "Susan M. Collins" "Mark Kelly"
[2213] "Martha McSally" "Cal Cunningham"
[2215] "Thomas Roland Tillis" "Mary Jennings Hegar"
[2217] "John Cornyn" "Jon Ossoff"
[2219] "David A. Perdue" "Shane Hazel"
[2221] "Raphael Warnock" "Kelly Loeffler"
[2223] "Doug Collins" "Brian Richard Slowinski"
[2225] "Ed Tarver" "Matt Lieberman"
[2227] "Richard J. Durbin" "Mark C. Curran"
[2229] "Gary C. Peters" "John James"
[2231] "Tina Smith" "Jason Lewis"
[2233] "Cory A. Booker" "Rikin Mehta"
[2235] "Theresa Greenfield" "Joni K. Ernst"
[2237] "Rick Stewart" "Suzanne Herzog"
[2239] "John Wright Hickenlooper" "Cory Gardner"
[2241] "Mark Kelly" "Martha McSally"
[2243] "Mark Kelly" "Martha McSally"
[2245] "Richard J. Durbin" "Mark C. Curran"
[2247] "WIllie Wilson" "David F. Black"
[2249] "Danny Malouf" "Mark Kelly"
[2251] "Martha McSally" "Gary C. Peters"
[2253] "John James" "Cal Cunningham"
[2255] "Thomas Roland Tillis" "Theresa Greenfield"
[2257] "Joni K. Ernst" "Rick Stewart"
[2259] "Suzanne Herzog" "Gary C. Peters"
[2261] "John James" "Cal Cunningham"
[2263] "Thomas Roland Tillis" "Kevin Eugene Hayes"
[2265] "Shannon W. Bray" "Mary Jennings Hegar"
[2267] "John Cornyn" "Ricardo Turullols-Bonilla"
[2269] "Kerry Douglas McKennon" "John Wright Hickenlooper"
[2271] "Cory Gardner" "Mark Kelly"
[2273] "Martha McSally" "Mark R. Warner"
[2275] "Daniel M. Gade" "Gordon Douglas Jones"
[2277] "Tommy Tuberville" "Cal Cunningham"
[2279] "Thomas Roland Tillis" "Barbara Goolsbee Bollier"
[2281] "Roger Marshall" "Jason Buckley"
[2283] "Jaime Harrison" "Lindsey Graham"
[2285] "Bill Bledsoe" "Jon Ossoff"
[2287] "David A. Perdue" "Shane Hazel"
[2289] "Raphael Warnock" "Kelly Loeffler"
[2291] "Doug Collins" "Matt Lieberman"
[2293] "Ed Tarver" "Mike Espy"
[2295] "Cindy Hyde-Smith" "Jimmy Edwards"
[2297] "Tina Smith" "Jason Lewis"
[2299] "Theresa Greenfield" "Joni K. Ernst"
[2301] "Suzanne Herzog" "Rick Stewart"
[2303] "Gordon Douglas Jones" "Tommy Tuberville"
[2305] "Mark Kelly" "Martha McSally"
[2307] "Jon Ossoff" "David A. Perdue"
[2309] "Gary C. Peters" "John James"
[2311] "Mark R. Warner" "Daniel M. Gade"
[2313] "John Wright Hickenlooper" "Cory Gardner"
[2315] "Amy McGrath" "Mitch McConnell"
[2317] "Brad Barron" "Tina Smith"
[2319] "Jason Lewis" "Jaime Harrison"
[2321] "Lindsey Graham" "Bill Bledsoe"
[2323] "Marquita Bradshaw" "Bill Hagerty"
[2325] "Cal Cunningham" "Thomas Roland Tillis"
[2327] "Shannon W. Bray" "Kevin Eugene Hayes"
[2329] "Gary C. Peters" "John James"
[2331] "Theresa Greenfield" "Joni K. Ernst"
[2333] "Mark Kelly" "Martha McSally"
[2335] "Sara I. Gideon" "Susan M. Collins"
[2337] "Lisa Savage" "Max Linn"
[2339] "Cal Cunningham" "Thomas Roland Tillis"
[2341] "Jon Ossoff" "David A. Perdue"
[2343] "Matt Lieberman" "Doug Collins"
[2345] "Kelly Loeffler" "Ed Tarver"
[2347] "Raphael Warnock" "Mary Jennings Hegar"
[2349] "John Cornyn" "Mark Kelly"
[2351] "Martha McSally" "John Wright Hickenlooper"
[2353] "Cory Gardner" "Jon Ossoff"
[2355] "David A. Perdue" "Gary C. Peters"
[2357] "John James" "Cal Cunningham"
[2359] "Thomas Roland Tillis" "Jaime Harrison"
[2361] "Lindsey Graham" "Mary Jennings Hegar"
[2363] "John Cornyn" "Gordon Douglas Jones"
[2365] "Tommy Tuberville" "Amy McGrath"
[2367] "Mitch McConnell" "Theresa Greenfield"
[2369] "Joni K. Ernst" "Rick Stewart"
[2371] "Suzanne Herzog" "Gary C. Peters"
[2373] "John James" "Marcia Squier"
[2375] "Tina Smith" "Jason Lewis"
[2377] "Mark Kelly" "Martha McSally"
[2379] "Mark Kelly" "Martha McSally"
[2381] "Tina Smith" "Jason Lewis"
[2383] "Gary C. Peters" "John James"
[2385] "Gary C. Peters" "John James"
[2387] "Marcia Squier" "Gary C. Peters"
[2389] "John James" "Marcia Squier"
[2391] "Mark Kelly" "Martha McSally"
[2393] "Mark Kelly" "Martha McSally"
[2395] "Cal Cunningham" "Thomas Roland Tillis"
[2397] "Shannon W. Bray" "Kevin Eugene Hayes"
[2399] "Cal Cunningham" "Thomas Roland Tillis"
[2401] "Shannon W. Bray" "Kevin Eugene Hayes"
[2403] "Edward J. Markey" "Kevin J. O'Connor"
[2405] "Gary C. Peters" "John James"
[2407] "Doug Dern" "Marcia Squier"
[2409] "Valerie Willis" "Cal Cunningham"
[2411] "Thomas Roland Tillis" "Mark Kelly"
[2413] "Martha McSally" "Gary C. Peters"
[2415] "John James" "Theresa Greenfield"
[2417] "Joni K. Ernst" "Ben Ray Luján"
[2419] "Mark V. Ronchetti" "Bob Walsh"
[2421] "Mark R. Warner" "Daniel M. Gade"
[2423] "Tina Smith" "Jason Lewis"
[2425] "Jon Ossoff" "David A. Perdue"
[2427] "Shane Hazel" "Raphael Warnock"
[2429] "Kelly Loeffler" "Doug Collins"
[2431] "Matt Lieberman" "Brian Richard Slowinski"
[2433] "Ed Tarver" "Jon Ossoff"
[2435] "David A. Perdue" "Shane Hazel"
[2437] "Raphael Warnock" "Kelly Loeffler"
[2439] "Doug Collins" "Matt Lieberman"
[2441] "Ed Tarver" "Mary Jennings Hegar"
[2443] "John Cornyn" "Cal Cunningham"
[2445] "Thomas Roland Tillis" "Shannon W. Bray"
[2447] "Kevin Eugene Hayes" "Cal Cunningham"
[2449] "Thomas Roland Tillis" "Mary Jennings Hegar"
[2451] "John Cornyn" "Mark Kelly"
[2453] "Martha McSally" "Al Gross"
[2455] "Dan Sullivan" "Jeanne Shaheen"
[2457] "Bryant Messner" "Justin F. O'Donnell"
[2459] "Cal Cunningham" "Thomas Roland Tillis"
[2461] "Cal Cunningham" "Thomas Roland Tillis"
[2463] "Gary C. Peters" "John James"
[2465] "Jeanne Shaheen" "Bryant Messner"
[2467] "Justin F. O'Donnell" "Daniel P. Ahlers"
[2469] "M. Michael Rounds" "Gordon Douglas Jones"
[2471] "Tommy Tuberville" "Gary C. Peters"
[2473] "John James" "Amy McGrath"
[2475] "Mitch McConnell" "Merav Ben-David"
[2477] "Cynthia M. Lummis" "Cal Cunningham"
[2479] "Thomas Roland Tillis" "Steve Bullock"
[2481] "Steve Daines" "Cal Cunningham"
[2483] "Thomas Roland Tillis" "Barbara Goolsbee Bollier"
[2485] "Roger Marshall" "Barbara Goolsbee Bollier"
[2487] "Roger Marshall" "Jason Buckley"
[2489] "Gary C. Peters" "John James"
[2491] "Valerie Willis" "Marcia Squier"
[2493] "Barbara Goolsbee Bollier" "Roger Marshall"
[2495] "Jason Buckley" "Cal Cunningham"
[2497] "Thomas Roland Tillis" "Jon Ossoff"
[2499] "David A. Perdue" "Shane Hazel"
[2501] "Jon Ossoff" "David A. Perdue"
[2503] "Shane Hazel" "Jon Ossoff"
[2505] "David A. Perdue" "Shane Hazel"
[2507] "Raphael Warnock" "Kelly Loeffler"
[2509] "Doug Collins" "Matt Lieberman"
[2511] "Ed Tarver" "Brian Richard Slowinski"
[2513] "Raphael Warnock" "Kelly Loeffler"
[2515] "Doug Collins" "Matt Lieberman"
[2517] "Ed Tarver" "Brian Richard Slowinski"
[2519] "Raphael Warnock" "Kelly Loeffler"
[2521] "Doug Collins" "Matt Lieberman"
[2523] "Ed Tarver" "Brian Richard Slowinski"
[2525] "Raphael Warnock" "Kelly Loeffler"
[2527] "Raphael Warnock" "Doug Collins"
[2529] "Raphael Warnock" "Kelly Loeffler"
[2531] "Raphael Warnock" "Doug Collins"
[2533] "Tina Smith" "Jason Lewis"
[2535] "Sara I. Gideon" "Susan M. Collins"
[2537] "Max Linn" "Lisa Savage"
[2539] "Sara I. Gideon" "Susan M. Collins"
[2541] "Cal Cunningham" "Thomas Roland Tillis"
[2543] "Shannon W. Bray" "Kevin Eugene Hayes"
[2545] "Theresa Greenfield" "Joni K. Ernst"
[2547] "Jaime Harrison" "Lindsey Graham"
[2549] "Bill Bledsoe" "Cal Cunningham"
[2551] "Thomas Roland Tillis" "Mark Kelly"
[2553] "Martha McSally" "Mark R. Warner"
[2555] "Daniel M. Gade" "Jaime Harrison"
[2557] "Lindsey Graham" "Bill Bledsoe"
[2559] "Cal Cunningham" "Thomas Roland Tillis"
[2561] "Tina Smith" "Jason Lewis"
[2563] "Gary C. Peters" "John James"
[2565] "Jon Ossoff" "David A. Perdue"
[2567] "Shane Hazel" "Raphael Warnock"
[2569] "Doug Collins" "Kelly Loeffler"
[2571] "Matt Lieberman" "Ed Tarver"
[2573] "Raphael Warnock" "Kelly Loeffler"
[2575] "Raphael Warnock" "Doug Collins"
[2577] "Mike Espy" "Cindy Hyde-Smith"
[2579] "Jimmy Edwards" "Cal Cunningham"
[2581] "Thomas Roland Tillis" "Gary C. Peters"
[2583] "John James" "Marcia Squier"
[2585] "Doug Dern" "Valerie Willis"
[2587] "Jeanne Shaheen" "Bryant Messner"
[2589] "Justin F. O'Donnell" "Gordon Douglas Jones"
[2591] "Tommy Tuberville" "Mark Kelly"
[2593] "Martha McSally" "Jon Ossoff"
[2595] "David A. Perdue" "Shane Hazel"
[2597] "Gary C. Peters" "John James"
[2599] "Cal Cunningham" "Thomas Roland Tillis"
[2601] "Cory A. Booker" "Rikin Mehta"
[2603] "Mary Jennings Hegar" "John Cornyn"
[2605] "Mark R. Warner" "Daniel M. Gade"
[2607] "Gary C. Peters" "John James"
[2609] "Mary Jennings Hegar" "John Cornyn"
[2611] "Cal Cunningham" "Thomas Roland Tillis"
[2613] "Jeanne Shaheen" "Bryant Messner"
[2615] "Jaime Harrison" "Lindsey Graham"
[2617] "Gary C. Peters" "John James"
[2619] "Mary Jennings Hegar" "John Cornyn"
[2621] "Ricardo Turullols-Bonilla" "Kerry Douglas McKennon"
[2623] "Mark Kelly" "Martha McSally"
[2625] "Cal Cunningham" "Thomas Roland Tillis"
[2627] "Shannon W. Bray" "Kevin Eugene Hayes"
[2629] "Mark Kelly" "Martha McSally"
[2631] "Sara I. Gideon" "Susan M. Collins"
[2633] "Max Linn" "Lisa Savage"
[2635] "Mary Jennings Hegar" "John Cornyn"
[2637] "Kerry Douglas McKennon" "Gary C. Peters"
[2639] "John James" "Gary C. Peters"
[2641] "John James" "Mark Kelly"
[2643] "Martha McSally" "Mary Jennings Hegar"
[2645] "John Cornyn" "Gary C. Peters"
[2647] "John James" "Theresa Greenfield"
[2649] "Joni K. Ernst" "Mark Kelly"
[2651] "Martha McSally" "Steve Bullock"
[2653] "Steve Daines" "Cory A. Booker"
[2655] "Rikin Mehta" "Cory A. Booker"
[2657] "Rikin Mehta" "Mark Kelly"
[2659] "Martha McSally" "Gordon Douglas Jones"
[2661] "Tommy Tuberville" "Jon Ossoff"
[2663] "David A. Perdue" "Cal Cunningham"
[2665] "Thomas Roland Tillis" "Jon Ossoff"
[2667] "David A. Perdue" "Shane Hazel"
[2669] "Raphael Warnock" "Kelly Loeffler"
[2671] "Doug Collins" "Matt Lieberman"
[2673] "Ed Tarver" "Brian Richard Slowinski"
[2675] "Gary C. Peters" "John James"
[2677] "Marquita Bradshaw" "Bill Hagerty"
[2679] "Cal Cunningham" "Thomas Roland Tillis"
[2681] "Shannon W. Bray" "Kevin Eugene Hayes"
[2683] "Mark Kelly" "Martha McSally"
[2685] "Mark R. Warner" "Daniel M. Gade"
[2687] "Jon Ossoff" "David A. Perdue"
[2689] "Raphael Warnock" "Doug Collins"
[2691] "Kelly Loeffler" "Cal Cunningham"
[2693] "Thomas Roland Tillis" "Theresa Greenfield"
[2695] "Joni K. Ernst" "Chris E. Janicek"
[2697] "Ben Sasse" "Gene Siadek"
[2699] "Theresa Greenfield" "Joni K. Ernst"
[2701] "Rick Stewart" "Mark Kelly"
[2703] "Martha McSally" "Edward J. Markey"
[2705] "Kevin J. O'Connor" "Tom Cotton"
[2707] "Ricky Dale Harrington Jr." "Barbara Goolsbee Bollier"
[2709] "Roger Marshall" "Jason Buckley"
[2711] "Al Gross" "Dan Sullivan"
[2713] "John Wayne Howe" "Amy McGrath"
[2715] "Mitch McConnell" "Brad Barron"
[2717] "Barbara Goolsbee Bollier" "Roger Marshall"
[2719] "Jason Buckley" "Theresa Greenfield"
[2721] "Joni K. Ernst" "Rick Stewart"
[2723] "Suzanne Herzog" "Barbara Goolsbee Bollier"
[2725] "Roger Marshall" "Jason Buckley"
[2727] "Steve Bullock" "Steve Daines"
[2729] "Tina Smith" "Jason Lewis"
[2731] "Oliver Steinberg" "Kevin O'Connor"
[2733] "Gary C. Peters" "John James"
[2735] "Gary C. Peters" "John James"
[2737] "Jon Ossoff" "David A. Perdue"
[2739] "Matt Lieberman" "Kelly Loeffler"
[2741] "Doug Collins" "Ed Tarver"
[2743] "Raphael Warnock" "Gary C. Peters"
[2745] "John James" "Cal Cunningham"
[2747] "Thomas Roland Tillis" "Mary Jennings Hegar"
[2749] "John Cornyn" "Tina Smith"
[2751] "Jason Lewis" "Abby Broyles"
[2753] "James M. Inhofe" "Robert Murphy"
[2755] "Joan E. Farr" "A. D. Nesbit"
[2757] "Steve Bullock" "Steve Daines"
[2759] "Gary C. Peters" "John James"
[2761] "Cal Cunningham" "Thomas Roland Tillis"
[2763] "Mary Jennings Hegar" "John Cornyn"
[2765] "Kerry Douglas McKennon" "David B. Collins"
[2767] "Mary Jennings Hegar" "John Cornyn"
[2769] "Kerry Douglas McKennon" "David B. Collins"
[2771] "Mary Jennings Hegar" "John Cornyn"
[2773] "Kerry Douglas McKennon" "David B. Collins"
[2775] "Mark Kelly" "Martha McSally"
[2777] "John Wright Hickenlooper" "Cory Gardner"
[2779] "Jon Ossoff" "David A. Perdue"
[2781] "Gary C. Peters" "John James"
[2783] "Cal Cunningham" "Thomas Roland Tillis"
[2785] "Jaime Harrison" "Lindsey Graham"
[2787] "Mary Jennings Hegar" "John Cornyn"
[2789] "Mary Jennings Hegar" "John Cornyn"
[2791] "Kerry Douglas McKennon" "David B. Collins"
[2793] "Theresa Greenfield" "Joni K. Ernst"
[2795] "Rick Stewart" "Suzanne Herzog"
[2797] "Mark Kelly" "Martha McSally"
[2799] "Jon Ossoff" "David A. Perdue"
[2801] "Raphael Warnock" "Doug Collins"
[2803] "Kelly Loeffler" "Matt Lieberman"
[2805] "Ed Tarver" "Raphael Warnock"
[2807] "Doug Collins" "Raphael Warnock"
[2809] "Kelly Loeffler" "Mark Kelly"
[2811] "Martha McSally" "Gary C. Peters"
[2813] "John James" "Cal Cunningham"
[2815] "Thomas Roland Tillis" "Mary Jennings Hegar"
[2817] "John Cornyn" "Al Gross"
[2819] "Dan Sullivan" "John Wayne Howe"
[2821] "Cal Cunningham" "Thomas Roland Tillis"
[2823] "Shannon W. Bray" "Kevin Eugene Hayes"
[2825] "Theresa Greenfield" "Joni K. Ernst"
[2827] "Rick Stewart" "Suzanne Herzog"
[2829] "Theresa Greenfield" "Joni K. Ernst"
[2831] "Theresa Greenfield" "Joni K. Ernst"
[2833] "Gary C. Peters" "John James"
[2835] "Mark Kelly" "Martha McSally"
[2837] "Jon Ossoff" "David A. Perdue"
[2839] "Shane Hazel" "Raphael Warnock"
[2841] "Kelly Loeffler" "Doug Collins"
[2843] "Matt Lieberman" "Ed Tarver"
[2845] "Raphael Warnock" "Doug Collins"
[2847] "Raphael Warnock" "Kelly Loeffler"
[2849] "Mark R. Warner" "Daniel M. Gade"
[2851] "Gary C. Peters" "John James"
[2853] "Mark Kelly" "Martha McSally"
[2855] "Steve Bullock" "Steve Daines"
[2857] "Mary Jennings Hegar" "John Cornyn"
[2859] "Ricardo Turullols-Bonilla" "Kerry Douglas McKennon"
[2861] "Cal Cunningham" "Thomas Roland Tillis"
[2863] "Gary C. Peters" "John James"
[2865] "Gary C. Peters" "John James"
[2867] "Cal Cunningham" "Thomas Roland Tillis"
[2869] "Kevin Eugene Hayes" "Shannon W. Bray"
[2871] "Ben Ray Luján" "Mark V. Ronchetti"
[2873] "Bob Walsh" "Ben Ray Luján"
[2875] "Mark V. Ronchetti" "Cal Cunningham"
[2877] "Thomas Roland Tillis" "Cal Cunningham"
[2879] "Thomas Roland Tillis" "Mark Kelly"
[2881] "Martha McSally" "John Wright Hickenlooper"
[2883] "Cory Gardner" "Stephen Dale Evans"
[2885] "Raymon Anthony Doane" "Jaime Harrison"
[2887] "Lindsey Graham" "Bill Bledsoe"
[2889] "Mary Jennings Hegar" "John Cornyn"
[2891] "Gary C. Peters" "John James"
[2893] "Amy McGrath" "Mitch McConnell"
[2895] "Brad Barron" "Tina Smith"
[2897] "Jason Lewis" "Kevin O'Connor"
[2899] "Oliver Steinberg" "Jon Ossoff"
[2901] "David A. Perdue" "Raphael Warnock"
[2903] "Kelly Loeffler" "A. Wayne Johnson"
[2905] "Tamara Y. Johnson-Shealey" "Matt Lieberman"
[2907] "Richard Dien Winfield" "Al Bartell"
[2909] "Doug Collins" "Ed Tarver"
[2911] "Gary C. Peters" "John James"
[2913] "John Wright Hickenlooper" "Cory Gardner"
[2915] "Cal Cunningham" "Thomas Roland Tillis"
[2917] "Mark R. Warner" "Daniel M. Gade"
[2919] "John Wright Hickenlooper" "Cory Gardner"
[2921] "Raymon Anthony Doane" "Daniel Doyle"
[2923] "Stephen Dale Evans" "Cal Cunningham"
[2925] "Thomas Roland Tillis" "Shannon W. Bray"
[2927] "Kevin Eugene Hayes" "Gordon Douglas Jones"
[2929] "Tommy Tuberville" "Gordon Douglas Jones"
[2931] "Tommy Tuberville" "Jon Ossoff"
[2933] "David A. Perdue" "Jon Ossoff"
[2935] "David A. Perdue" "Shane Hazel"
[2937] "Jaime Harrison" "Lindsey Graham"
[2939] "Bill Bledsoe" "Al Gross"
[2941] "Dan Sullivan" "John Wayne Howe"
[2943] "Mark Kelly" "Martha McSally"
[2945] "Tom Cotton" "Ricky Dale Harrington Jr."
[2947] "Al Gross" "Dan Sullivan"
[2949] "Cal Cunningham" "Thomas Roland Tillis"
[2951] "Shannon W. Bray" "Kevin Eugene Hayes"
[2953] "Mark Kelly" "Martha McSally"
[2955] "Mark Kelly" "Martha McSally"
[2957] "Mark Kelly" "Martha McSally"
[2959] "John Wright Hickenlooper" "Cory Gardner"
[2961] "Gary C. Peters" "John James"
[2963] "Cal Cunningham" "Thomas Roland Tillis"
[2965] "Cory A. Booker" "Rikin Mehta"
[2967] "Jeanne Shaheen" "Bryant Messner"
[2969] "Justin F. O'Donnell" "Jeanne Shaheen"
[2971] "Bryant Messner" "Justin F. O'Donnell"
[2973] "Gary C. Peters" "John James"
[2975] "Jon Ossoff" "David A. Perdue"
[2977] "Raphael Warnock" "Kelly Loeffler"
[2979] "Doug Collins" "Matt Lieberman"
[2981] "Ed Tarver" "Jon Ossoff"
[2983] "David A. Perdue" "Raphael Warnock"
[2985] "Kelly Loeffler" "Doug Collins"
[2987] "Matt Lieberman" "Ed Tarver"
[2989] "Raphael Warnock" "Kelly Loeffler"
[2991] "Raphael Warnock" "Doug Collins"
[2993] "Mark R. Warner" "Daniel M. Gade"
[2995] "Mark R. Warner" "Daniel M. Gade"
[2997] "Cal Cunningham" "Thomas Roland Tillis"
[2999] "Cal Cunningham" "Thomas Roland Tillis"
[3001] "Shannon W. Bray" "Kevin Eugene Hayes"
[3003] "Cal Cunningham" "Thomas Roland Tillis"
[3005] "Cal Cunningham" "Thomas Roland Tillis"
[3007] "Jon Ossoff" "David A. Perdue"
[3009] "Shane Hazel" "Raphael Warnock"
[3011] "Doug Collins" "Kelly Loeffler"
[3013] "Matt Lieberman" "Ed Tarver"
[3015] "Raphael Warnock" "Kelly Loeffler"
[3017] "Matt Lieberman" "Kelly Loeffler"
[3019] "Jaime Harrison" "Lindsey Graham"
[3021] "Theresa Greenfield" "Joni K. Ernst"
[3023] "Suzanne Herzog" "Rick Stewart"
[3025] "Cal Cunningham" "Thomas Roland Tillis"
[3027] "Shannon W. Bray" "Cal Cunningham"
[3029] "Thomas Roland Tillis" "Gary C. Peters"
[3031] "John James" "Marcia Squier"
[3033] "Doug Dern" "Valerie Willis"
[3035] "Mark Kelly" "Martha McSally"
[3037] "John Wright Hickenlooper" "Cory Gardner"
[3039] "Jon Ossoff" "David A. Perdue"
[3041] "Gary C. Peters" "John James"
[3043] "Cal Cunningham" "Thomas Roland Tillis"
[3045] "Jaime Harrison" "Lindsey Graham"
[3047] "Mary Jennings Hegar" "John Cornyn"
[3049] "Steve Bullock" "Steve Daines"
[3051] "Jon Ossoff" "David A. Perdue"
[3053] "Shane Hazel" "Raphael Warnock"
[3055] "Kelly Loeffler" "Doug Collins"
[3057] "Matt Lieberman" "Ed Tarver"
[3059] "Tom Cotton" "Ricky Dale Harrington Jr."
[3061] "Gary C. Peters" "John James"
[3063] "Theresa Greenfield" "Joni K. Ernst"
[3065] "Mark Kelly" "Martha McSally"
[3067] "John Wright Hickenlooper" "Cory Gardner"
[3069] "Theresa Greenfield" "Joni K. Ernst"
[3071] "Mark Kelly" "Martha McSally"
[3073] "Gary C. Peters" "John James"
[3075] "Jon Ossoff" "David A. Perdue"
[3077] "Shane Hazel" "Raphael Warnock"
[3079] "Kelly Loeffler" "Matt Lieberman"
[3081] "Joy Felicia Slade" "Valencia Stovall"
[3083] "Ed Tarver" "Doug Collins"
[3085] "Al Bartell" "John Fortuin"
[3087] "Tamara Y. Johnson-Shealey" "Deborah A. Jackson"
[3089] "Annette L. Davis Jackson" "Michael Todd Greene"
[3091] "Derrick E. Grayson" "Allen Buckley"
[3093] "Jamesia James" "Brian Richard Slowinski"
[3095] "Kandiss Taylor" "Richard Dien Winfield"
[3097] "Gary C. Peters" "John James"
[3099] "Steve Bullock" "Steve Daines"
[3101] "Mark Kelly" "Martha McSally"
[3103] "Mary Jennings Hegar" "John Cornyn"
[3105] "Theresa Greenfield" "Joni K. Ernst"
[3107] "Rick Stewart" "Suzanne Herzog"
[3109] "Mary Jennings Hegar" "John Cornyn"
[3111] "Kerry Douglas McKennon" "David B. Collins"
[3113] "Gary C. Peters" "John James"
[3115] "Sara I. Gideon" "Susan M. Collins"
[3117] "Lisa Savage" "Max Linn"
[3119] "Al Gross" "Dan Sullivan"
[3121] "Tina Smith" "Jason Lewis"
[3123] "John Wright Hickenlooper" "Cory Gardner"
[3125] "Paula Jean Swearengin" "Shelley Moore Capito"
[3127] "David Moran" "Gary C. Peters"
[3129] "John James" "Cal Cunningham"
[3131] "Thomas Roland Tillis" "Mark Kelly"
[3133] "Martha McSally" "Jon Ossoff"
[3135] "David A. Perdue" "Shane Hazel"
[3137] "Raphael Warnock" "Kelly Loeffler"
[3139] "Doug Collins" "Matt Lieberman"
[3141] "Ed Tarver" "Brian Richard Slowinski"
[3143] "Cal Cunningham" "Thomas Roland Tillis"
[3145] "Gary C. Peters" "John James"
[3147] "Mark Kelly" "Martha McSally"
[3149] "Mark Kelly" "Martha McSally"
[3151] "Theresa Greenfield" "Joni K. Ernst"
[3153] "Steve Bullock" "Steve Daines"
[3155] "Wendie Fredrickson" "Cal Cunningham"
[3157] "Thomas Roland Tillis" "Kevin Eugene Hayes"
[3159] "Shannon W. Bray" "Mary Jennings Hegar"
[3161] "John Cornyn" "Kerry Douglas McKennon"
[3163] "Ricardo Turullols-Bonilla" "Jaime Harrison"
[3165] "Lindsey Graham" "Bill Bledsoe"
[3167] "Mark Kelly" "Martha McSally"
[3169] "Mark Kelly" "Martha McSally"
[3171] "Gary C. Peters" "John James"
[3173] "Cal Cunningham" "Thomas Roland Tillis"
[3175] "Cal Cunningham" "Thomas Roland Tillis"
[3177] "Jeanne Shaheen" "Bryant Messner"
[3179] "Justin F. O'Donnell" "Al Gross"
[3181] "Dan Sullivan" "Sara I. Gideon"
[3183] "Susan M. Collins" "Lisa Savage"
[3185] "Max Linn" "Sara I. Gideon"
[3187] "Susan M. Collins" "Lisa Savage"
[3189] "Max Linn" "Al Gross"
[3191] "Dan Sullivan" "Mary Jennings Hegar"
[3193] "John Cornyn" "Kerry Douglas McKennon"
[3195] "Mark Kelly" "Martha McSally"
[3197] "Mark Kelly" "Martha McSally"
[3199] "Gordon Douglas Jones" "Tommy Tuberville"
[3201] "Gary C. Peters" "John James"
[3203] "Mark Kelly" "Martha McSally"
[3205] "Steve Bullock" "Steve Daines"
[3207] "Jeanne Shaheen" "Bryant Messner"
[3209] "Gary C. Peters" "John James"
[3211] "Marcia Squier" "Ben Ray Luján"
[3213] "Mark V. Ronchetti" "Bob Walsh"
[3215] "Mark Kelly" "Martha McSally"
[3217] "Barbara Goolsbee Bollier" "Roger Marshall"
[3219] "Jason Buckley" "Mark Kelly"
[3221] "Martha McSally" "Jon Ossoff"
[3223] "David A. Perdue" "Shane Hazel"
[3225] "Raphael Warnock" "Doug Collins"
[3227] "Kelly Loeffler" "Matt Lieberman"
[3229] "Ed Tarver" "Matt Lieberman"
[3231] "Kelly Loeffler" "Raphael Warnock"
[3233] "Kelly Loeffler" "Matt Lieberman"
[3235] "Doug Collins" "Raphael Warnock"
[3237] "Doug Collins" "Barbara Goolsbee Bollier"
[3239] "Roger Marshall" "Jeff Merkley"
[3241] "Jo Rae Perkins" "Gary Dye"
[3243] "Ibrahim Ali Taher" "Gary C. Peters"
[3245] "John James" "Mark Kelly"
[3247] "Martha McSally" "Jeanne Shaheen"
[3249] "Bryant Messner" "Justin F. O'Donnell"
[3251] "Jeanne Shaheen" "Bryant Messner"
[3253] "Justin F. O'Donnell" "Jaime Harrison"
[3255] "Lindsey Graham" "Bill Bledsoe"
[3257] "Mark Kelly" "Martha McSally"
[3259] "Theresa Greenfield" "Joni K. Ernst"
[3261] "Theresa Greenfield" "Joni K. Ernst"
[3263] "Suzanne Herzog" "Rick Stewart"
[3265] "Sara I. Gideon" "Susan M. Collins"
[3267] "Lisa Savage" "Max Linn"
[3269] "Sara I. Gideon" "Susan M. Collins"
[3271] "Jaime Harrison" "Lindsey Graham"
[3273] "Bill Bledsoe" "Jaime Harrison"
[3275] "Lindsey Graham" "Cal Cunningham"
[3277] "Thomas Roland Tillis" "Barbara Goolsbee Bollier"
[3279] "Roger Marshall" "Jason Buckley"
[3281] "Jon Ossoff" "David A. Perdue"
[3283] "Raphael Warnock" "Kelly Loeffler"
[3285] "Doug Collins" "Matt Lieberman"
[3287] "Ed Tarver" "Theresa Greenfield"
[3289] "Joni K. Ernst" "Cal Cunningham"
[3291] "Thomas Roland Tillis" "Jon Ossoff"
[3293] "David A. Perdue" "Raphael Warnock"
[3295] "Kelly Loeffler" "Doug Collins"
[3297] "Matt Lieberman" "Ed Tarver"
[3299] "Jaime Harrison" "Lindsey Graham"
[3301] "Christopher A. Coons" "Lauren E. Witzke"
[3303] "Nadine M. Frost" "Mark W. Turley"
[3305] "Theresa Greenfield" "Joni K. Ernst"
[3307] "Jon Ossoff" "David A. Perdue"
[3309] "Raphael Warnock" "Kelly Loeffler"
[3311] "Doug Collins" "Matt Lieberman"
[3313] "Gary C. Peters" "John James"
[3315] "Jon Ossoff" "David A. Perdue"
[3317] "Cal Cunningham" "Thomas Roland Tillis"
[3319] "Jaime Harrison" "Lindsey Graham"
[3321] "Mark R. Warner" "Daniel M. Gade"
[3323] "Cal Cunningham" "Thomas Roland Tillis"
[3325] "Mary Jennings Hegar" "John Cornyn"
[3327] "Jeanne Shaheen" "Bryant Messner"
[3329] "Jaime Harrison" "Lindsey Graham"
[3331] "Bill Bledsoe" "Tina Smith"
[3333] "Jason Lewis" "Kevin O'Connor"
[3335] "Oliver Steinberg" "Tina Smith"
[3337] "Jason Lewis" "Al Gross"
[3339] "Dan Sullivan" "Gary C. Peters"
[3341] "John James" "Gary C. Peters"
[3343] "John James" "Sara I. Gideon"
[3345] "Susan M. Collins" "Max Linn"
[3347] "Lisa Savage" "Sara I. Gideon"
[3349] "Susan M. Collins" "Theresa Greenfield"
[3351] "Joni K. Ernst" "Rick Stewart"
[3353] "Suzanne Herzog" "Theresa Greenfield"
[3355] "Joni K. Ernst" "Rick Stewart"
[3357] "Suzanne Herzog" "Theresa Greenfield"
[3359] "Joni K. Ernst" "Rick Stewart"
[3361] "Suzanne Herzog" "Cal Cunningham"
[3363] "Thomas Roland Tillis" "Shannon W. Bray"
[3365] "Kevin Eugene Hayes" "Theresa Greenfield"
[3367] "Joni K. Ernst" "Rick Stewart"
[3369] "Suzanne Herzog" "Mary Jennings Hegar"
[3371] "John Cornyn" "Kerry Douglas McKennon"
[3373] "Mark Kelly" "Martha McSally"
[3375] "Mary Jennings Hegar" "John Cornyn"
[3377] "Gary C. Peters" "John James"
[3379] "Jon Ossoff" "David A. Perdue"
[3381] "Shane Hazel" "Jon Ossoff"
[3383] "David A. Perdue" "Shane Hazel"
[3385] "Jon Ossoff" "David A. Perdue"
[3387] "Shane Hazel" "Raphael Warnock"
[3389] "Kelly Loeffler" "Doug Collins"
[3391] "Matt Lieberman" "Ed Tarver"
[3393] "Brian Richard Slowinski" "Raphael Warnock"
[3395] "Kelly Loeffler" "Doug Collins"
[3397] "Matt Lieberman" "Ed Tarver"
[3399] "Brian Richard Slowinski" "Raphael Warnock"
[3401] "Kelly Loeffler" "Doug Collins"
[3403] "Matt Lieberman" "Ed Tarver"
[3405] "Brian Richard Slowinski" "Mary Jennings Hegar"
[3407] "John Cornyn" "Jon Ossoff"
[3409] "David A. Perdue" "Shane Hazel"
[3411] "Raphael Warnock" "Kelly Loeffler"
[3413] "Doug Collins" "Matt Lieberman"
[3415] "Ed Tarver" "Mark R. Warner"
[3417] "Daniel M. Gade" "Mark Kelly"
[3419] "Martha McSally" "Gary C. Peters"
[3421] "John James" "Cal Cunningham"
[3423] "Thomas Roland Tillis" "Sara I. Gideon"
[3425] "Susan M. Collins" "Max Linn"
[3427] "Lisa Savage" "Sara I. Gideon"
[3429] "Susan M. Collins" "Max Linn"
[3431] "Lisa Savage" "Cal Cunningham"
[3433] "Thomas Roland Tillis" "Shannon W. Bray"
[3435] "Kevin Eugene Hayes" "Abby Broyles"
[3437] "James M. Inhofe" "Robert Murphy"
[3439] "Joan E. Farr" "A. D. Nesbit"
[3441] "Mark Kelly" "Martha McSally"
[3443] "Mark Kelly" "Martha McSally"
[3445] "Jaime Harrison" "Lindsey Graham"
[3447] "Cal Cunningham" "Thomas Roland Tillis"
[3449] "Mark Kelly" "Martha McSally"
[3451] "Amy McGrath" "Mitch McConnell"
[3453] "Gary C. Peters" "John James"
[3455] "Mary Jennings Hegar" "John Cornyn"
[3457] "Gordon Douglas Jones" "Tommy Tuberville"
[3459] "Jon Ossoff" "David A. Perdue"
[3461] "John Wright Hickenlooper" "Cory Gardner"
[3463] "Jon Ossoff" "David A. Perdue"
[3465] "Shane Hazel" "Raphael Warnock"
[3467] "Kelly Loeffler" "Doug Collins"
[3469] "Matt Lieberman" "Ed Tarver"
[3471] "Brian Richard Slowinski" "Mark Kelly"
[3473] "Martha McSally" "Gary C. Peters"
[3475] "John James" "Gary C. Peters"
[3477] "John James" "Jon Ossoff"
[3479] "David A. Perdue" "Shane Hazel"
[3481] "Jon Ossoff" "David A. Perdue"
[3483] "Raphael Warnock" "Doug Collins"
[3485] "Matt Lieberman" "Kelly Loeffler"
[3487] "Barbara Goolsbee Bollier" "Roger Marshall"
[3489] "Jason Buckley" "Barbara Goolsbee Bollier"
[3491] "Roger Marshall" "Amy McGrath"
[3493] "Mitch McConnell" "Brad Barron"
[3495] "Amy McGrath" "Mitch McConnell"
[3497] "Gary C. Peters" "John James"
[3499] "Cal Cunningham" "Thomas Roland Tillis"
[3501] "Mary Jennings Hegar" "John Cornyn"
[3503] "Edward J. Markey" "Kevin J. O'Connor"
[3505] "Theresa Greenfield" "Joni K. Ernst"
[3507] "Tina Smith" "Jason Lewis"
[3509] "Mark Kelly" "Martha McSally"
[3511] "John Wright Hickenlooper" "Cory Gardner"
[3513] "Jon Ossoff" "David A. Perdue"
[3515] "Gary C. Peters" "John James"
[3517] "Cal Cunningham" "Thomas Roland Tillis"
[3519] "Jaime Harrison" "Lindsey Graham"
[3521] "Mary Jennings Hegar" "John Cornyn"
[3523] "Barbara Goolsbee Bollier" "Roger Marshall"
[3525] "Jason Buckley" "Steve Bullock"
[3527] "Steve Daines" "Wendie Fredrickson"
[3529] "Raphael Warnock" "Kelly Loeffler"
[3531] "Doug Collins" "Matt Lieberman"
[3533] "Ed Tarver" "Jon Ossoff"
[3535] "David A. Perdue" "Mark Kelly"
[3537] "Martha McSally" "Mark Kelly"
[3539] "Martha McSally" "Jon Ossoff"
[3541] "David A. Perdue" "Raphael Warnock"
[3543] "Kelly Loeffler" "Doug Collins"
[3545] "Matt Lieberman" "Sara I. Gideon"
[3547] "Susan M. Collins" "Sara I. Gideon"
[3549] "Susan M. Collins" "Max Linn"
[3551] "Lisa Savage" "Cal Cunningham"
[3553] "Thomas Roland Tillis" "Shannon W. Bray"
[3555] "Kevin Eugene Hayes" "Gary C. Peters"
[3557] "John James" "Cal Cunningham"
[3559] "Thomas Roland Tillis" "Mark Kelly"
[3561] "Martha McSally" "Cal Cunningham"
[3563] "Thomas Roland Tillis" "Mark Kelly"
[3565] "Martha McSally" "Mark Kelly"
[3567] "Martha McSally" "Mark Kelly"
[3569] "Martha McSally" "Mark Kelly"
[3571] "Martha McSally" "Gary C. Peters"
[3573] "John James" "Patrick J. Leahy"
[3575] "Phil Scott" "Gary C. Peters"
[3577] "John James" "Cal Cunningham"
[3579] "Thomas Roland Tillis" "Shannon W. Bray"
[3581] "Kevin Eugene Hayes" "Amy McGrath"
[3583] "Mitch McConnell" "Sara I. Gideon"
[3585] "Susan M. Collins" "Jaime Harrison"
[3587] "Lindsey Graham" "Cal Cunningham"
[3589] "Thomas Roland Tillis" "Mark Kelly"
[3591] "Martha McSally" "Cal Cunningham"
[3593] "Thomas Roland Tillis" "Shannon W. Bray"
[3595] "Kevin Eugene Hayes" "Cal Cunningham"
[3597] "Thomas Roland Tillis" "Shannon W. Bray"
[3599] "Kevin Eugene Hayes" "Mark Kelly"
[3601] "Martha McSally" "Cal Cunningham"
[3603] "Thomas Roland Tillis" "Mark Kelly"
[3605] "Martha McSally" "Mark Kelly"
[3607] "Martha McSally" "Tina Smith"
[3609] "Jason Lewis" "Cal Cunningham"
[3611] "Thomas Roland Tillis" "Shannon W. Bray"
[3613] "Kevin Eugene Hayes" "Tina Smith"
[3615] "Jason Lewis" "Mark Kelly"
[3617] "Martha McSally" "Cal Cunningham"
[3619] "Thomas Roland Tillis" "Abby Broyles"
[3621] "James M. Inhofe" "Robert Murphy"
[3623] "Joan E. Farr" "A. D. Nesbit"
[3625] "Cal Cunningham" "Thomas Roland Tillis"
[3627] "Shannon W. Bray" "Kevin Eugene Hayes"
[3629] "Gary C. Peters" "John James"
[3631] "Marcia Squier" "Valerie Willis"
[3633] "Doug Dern" "Mark Kelly"
[3635] "Martha McSally" "Cory A. Booker"
[3637] "Rikin Mehta" "Tina Smith"
[3639] "Jason Lewis" "Sara I. Gideon"
[3641] "Susan M. Collins" "Max Linn"
[3643] "Lisa Savage" "Mark R. Warner"
[3645] "Daniel M. Gade" "Mark Kelly"
[3647] "Martha McSally" "Gary C. Peters"
[3649] "John James" "Cal Cunningham"
[3651] "Thomas Roland Tillis" "Steve Bullock"
[3653] "Steve Daines" "Sara I. Gideon"
[3655] "Susan M. Collins" "Sara I. Gideon"
[3657] "Susan M. Collins" "Lisa Savage"
[3659] "John Wright Hickenlooper" "Cory Gardner"
[3661] "Jon Ossoff" "David A. Perdue"
[3663] "Raphael Warnock" "Kelly Loeffler"
[3665] "Doug Collins" "Matt Lieberman"
[3667] "Ed Tarver" "Theresa Greenfield"
[3669] "Joni K. Ernst" "Tina Smith"
[3671] "Jason Lewis" "Mark Kelly"
[3673] "Martha McSally" "Gary C. Peters"
[3675] "John James" "Gary C. Peters"
[3677] "John James" "Gary C. Peters"
[3679] "John James" "Gary C. Peters"
[3681] "John James" "Cal Cunningham"
[3683] "Thomas Roland Tillis" "Mary Jennings Hegar"
[3685] "John Cornyn" "Jon Ossoff"
[3687] "David A. Perdue" "Raphael Warnock"
[3689] "Kelly Loeffler" "A. Wayne Johnson"
[3691] "Tamara Y. Johnson-Shealey" "Matt Lieberman"
[3693] "Richard Dien Winfield" "Al Bartell"
[3695] "Doug Collins" "Ed Tarver"
[3697] "Theresa Greenfield" "Joni K. Ernst"
[3699] "Gary C. Peters" "John James"
[3701] "Mary Jennings Hegar" "John Cornyn"
[3703] "Kerry Douglas McKennon" "David B. Collins"
[3705] "Mary Jennings Hegar" "John Cornyn"
[3707] "Kerry Douglas McKennon" "David B. Collins"
[3709] "Ben Ray Luján" "Mark V. Ronchetti"
[3711] "Bob Walsh" "Tina Smith"
[3713] "Jason Lewis" "Mark Kelly"
[3715] "Martha McSally" "Mark Kelly"
[3717] "Martha McSally" "Cal Cunningham"
[3719] "Thomas Roland Tillis" "Kevin Eugene Hayes"
[3721] "Shannon W. Bray" "Cal Cunningham"
[3723] "Thomas Roland Tillis" "Kevin Eugene Hayes"
[3725] "Shannon W. Bray" "Cal Cunningham"
[3727] "Thomas Roland Tillis" "Shannon W. Bray"
[3729] "Kevin Eugene Hayes" "Cal Cunningham"
[3731] "Thomas Roland Tillis" "Cal Cunningham"
[3733] "Thomas Roland Tillis" "Paulette E. Jordan"
[3735] "James E. Risch" "Jeanne Shaheen"
[3737] "Bryant Messner" "Justin F. O'Donnell"
[3739] "Jeanne Shaheen" "Donald C. Bolduc"
[3741] "Justin F. O'Donnell" "John Wright Hickenlooper"
[3743] "Cory Gardner" "Mark Kelly"
[3745] "Martha McSally" "Cal Cunningham"
[3747] "Thomas Roland Tillis" "Mike Espy"
[3749] "Cindy Hyde-Smith" "John Wright Hickenlooper"
[3751] "Cory Gardner" "Jon Ossoff"
[3753] "David A. Perdue" "Shane Hazel"
[3755] "Raphael Warnock" "Kelly Loeffler"
[3757] "Doug Collins" "Matt Lieberman"
[3759] "Ed Tarver" "Brian Richard Slowinski"
[3761] "A. Wayne Johnson" "Richard Dien Winfield"
[3763] "Gary C. Peters" "John James"
[3765] "Marcia Squier" "Mary Jennings Hegar"
[3767] "John Cornyn" "Mary Jennings Hegar"
[3769] "John Cornyn" "Gary C. Peters"
[3771] "John James" "Cal Cunningham"
[3773] "Thomas Roland Tillis" "Cal Cunningham"
[3775] "Thomas Roland Tillis" "Gary C. Peters"
[3777] "John James" "Mark R. Warner"
[3779] "Daniel M. Gade" "John Wright Hickenlooper"
[3781] "Cory Gardner" "Mark Kelly"
[3783] "Martha McSally" "Gary C. Peters"
[3785] "John James" "Cal Cunningham"
[3787] "Thomas Roland Tillis" "Gary C. Peters"
[3789] "John James" "Sara I. Gideon"
[3791] "Susan M. Collins" "Jon Ossoff"
[3793] "David A. Perdue" "Theresa Greenfield"
[3795] "Joni K. Ernst" "Cal Cunningham"
[3797] "Thomas Roland Tillis" "Gary C. Peters"
[3799] "John James" "Jon Ossoff"
[3801] "David A. Perdue" "Mary Jennings Hegar"
[3803] "John Cornyn" "Kerry Douglas McKennon"
[3805] "David B. Collins" "Adrian Perkins"
[3807] "Bill Cassidy" "M.V. \"Vinny\" Mendoza"
[3809] "Antoine Pierce" "Dustin Murphy"
[3811] "Aaron C. Sigler" "Adrian Perkins"
[3813] "Bill Cassidy" "Tina Smith"
[3815] "Jason Lewis" "Mark Kelly"
[3817] "Martha McSally" "Cal Cunningham"
[3819] "Thomas Roland Tillis" "Cal Cunningham"
[3821] "Thomas Roland Tillis" "Shannon W. Bray"
[3823] "Kevin Eugene Hayes" "Mark Kelly"
[3825] "Martha McSally" "Gary C. Peters"
[3827] "John James" "Cal Cunningham"
[3829] "Thomas Roland Tillis" "Barbara Goolsbee Bollier"
[3831] "Roger Marshall" "Mike Espy"
[3833] "Cindy Hyde-Smith" "Jimmy Edwards"
[3835] "Sara I. Gideon" "Susan M. Collins"
[3837] "Lisa Savage" "Sara I. Gideon"
[3839] "Susan M. Collins" "Lisa Savage"
[3841] "Jon Ossoff" "David A. Perdue"
[3843] "Raphael Warnock" "Kelly Loeffler"
[3845] "Doug Collins" "Matt Lieberman"
[3847] "Ed Tarver" "Barbara Goolsbee Bollier"
[3849] "Roger Marshall" "Mark Kelly"
[3851] "Martha McSally" "Mark Kelly"
[3853] "Martha McSally" "Theresa Greenfield"
[3855] "Joni K. Ernst" "Rick Stewart"
[3857] "Suzanne Herzog" "Theresa Greenfield"
[3859] "Joni K. Ernst" "Rick Stewart"
[3861] "Suzanne Herzog" "Theresa Greenfield"
[3863] "Joni K. Ernst" "Rick Stewart"
[3865] "Suzanne Herzog" "Amy McGrath"
[3867] "Mitch McConnell" "Sara I. Gideon"
[3869] "Susan M. Collins" "Jaime Harrison"
[3871] "Lindsey Graham" "Steve Bullock"
[3873] "Steve Daines" "Sara I. Gideon"
[3875] "Susan M. Collins" "Gordon Douglas Jones"
[3877] "Tommy Tuberville" "Amy McGrath"
[3879] "Mitch McConnell" "Jaime Harrison"
[3881] "Lindsey Graham" "Mary Jennings Hegar"
[3883] "John Cornyn" "Mark Kelly"
[3885] "Martha McSally" "Theresa Greenfield"
[3887] "Joni K. Ernst" "Sara I. Gideon"
[3889] "Susan M. Collins" "Cal Cunningham"
[3891] "Thomas Roland Tillis" "Cal Cunningham"
[3893] "Thomas Roland Tillis" "Jaime Harrison"
[3895] "Lindsey Graham" "Cal Cunningham"
[3897] "Thomas Roland Tillis" "Jon Ossoff"
[3899] "David A. Perdue" "Jon Ossoff"
[3901] "David A. Perdue" "Raphael Warnock"
[3903] "Kelly Loeffler" "Doug Collins"
[3905] "Matt Lieberman" "Ed Tarver"
[3907] "Cal Cunningham" "Thomas Roland Tillis"
[3909] "Abby Broyles" "James M. Inhofe"
[3911] "Theresa Greenfield" "Joni K. Ernst"
[3913] "Gary C. Peters" "John James"
[3915] "Gary C. Peters" "John James"
[3917] "Mary Jennings Hegar" "John Cornyn"
[3919] "Amy McGrath" "Mitch McConnell"
[3921] "Brad Barron" "Jeanne Shaheen"
[3923] "Donald C. Bolduc" "Jeanne Shaheen"
[3925] "Bryant Messner" "Jon Ossoff"
[3927] "David A. Perdue" "Shane Hazel"
[3929] "Jon Ossoff" "David A. Perdue"
[3931] "Shane Hazel" "Jon Ossoff"
[3933] "David A. Perdue" "Shane Hazel"
[3935] "Matt Lieberman" "Kelly Loeffler"
[3937] "Doug Collins" "Raphael Warnock"
[3939] "Ed Tarver" "Brian Richard Slowinski"
[3941] "Matt Lieberman" "Kelly Loeffler"
[3943] "Doug Collins" "Raphael Warnock"
[3945] "Ed Tarver" "Brian Richard Slowinski"
[3947] "Matt Lieberman" "Kelly Loeffler"
[3949] "Doug Collins" "Raphael Warnock"
[3951] "Ed Tarver" "Brian Richard Slowinski"
[3953] "Mark Kelly" "Martha McSally"
[3955] "Gary C. Peters" "John James"
[3957] "Cal Cunningham" "Thomas Roland Tillis"
[3959] "Mark Kelly" "Martha McSally"
[3961] "John Wright Hickenlooper" "Cory Gardner"
[3963] "Jon Ossoff" "David A. Perdue"
[3965] "Gary C. Peters" "John James"
[3967] "Cal Cunningham" "Thomas Roland Tillis"
[3969] "Cal Cunningham" "Thomas Roland Tillis"
[3971] "Shannon W. Bray" "Kevin Eugene Hayes"
[3973] "Gary C. Peters" "John James"
[3975] "Mark Kelly" "Martha McSally"
[3977] "Gary C. Peters" "John James"
[3979] "Sara I. Gideon" "Susan M. Collins"
[3981] "Sara I. Gideon" "Susan M. Collins"
[3983] "Cal Cunningham" "Thomas Roland Tillis"
[3985] "Tina Smith" "Jason Lewis"
[3987] "Mark Kelly" "Martha McSally"
[3989] "Gary C. Peters" "John James"
[3991] "Mark Kelly" "Martha McSally"
[3993] "Mark Kelly" "Martha McSally"
[3995] "Cal Cunningham" "Thomas Roland Tillis"
[3997] "Gary C. Peters" "John James"
[3999] "Cal Cunningham" "Thomas Roland Tillis"
[4001] "Gary C. Peters" "John James"
[4003] "Mary Jennings Hegar" "John Cornyn"
[4005] "Mary Jennings Hegar" "John Cornyn"
[4007] "Jaime Harrison" "Lindsey Graham"
[4009] "Jaime Harrison" "Lindsey Graham"
[4011] "Keenan Dunham" "Bill Bledsoe"
[4013] "Jaime Harrison" "Lindsey Graham"
[4015] "Gary C. Peters" "John James"
[4017] "Cal Cunningham" "Thomas Roland Tillis"
[4019] "Mark Kelly" "Martha McSally"
[4021] "Jon Ossoff" "David A. Perdue"
[4023] "Matt Lieberman" "Doug Collins"
[4025] "Kelly Loeffler" "Ed Tarver"
[4027] "Theresa Greenfield" "Joni K. Ernst"
[4029] "Amy McGrath" "Mitch McConnell"
[4031] "Gary C. Peters" "John James"
[4033] "Steve Bullock" "Steve Daines"
[4035] "Cal Cunningham" "Thomas Roland Tillis"
[4037] "Shannon W. Bray" "Kevin Eugene Hayes"
[4039] "Jon Ossoff" "David A. Perdue"
[4041] "Steve Bullock" "Steve Daines"
[4043] "Mark Kelly" "Martha McSally"
[4045] "Gary C. Peters" "John James"
[4047] "Cal Cunningham" "Thomas Roland Tillis"
[4049] "Amy McGrath" "Mitch McConnell"
[4051] "Brad Barron" "Steve Bullock"
[4053] "Steve Daines" "Gary C. Peters"
[4055] "John James" "Mark Kelly"
[4057] "Martha McSally" "Mary Jennings Hegar"
[4059] "John Cornyn" "Royce West"
[4061] "John Cornyn" "Matt Lieberman"
[4063] "Doug Collins" "Kelly Loeffler"
[4065] "Raphael Warnock" "Ed Tarver"
[4067] "Gordon Douglas Jones" "Jeff Sessions"
[4069] "Gordon Douglas Jones" "Tommy Tuberville"
[4071] "Al Gross" "Dan Sullivan"
[4073] "Cal Cunningham" "Thomas Roland Tillis"
[4075] "Matt Lieberman" "Doug Collins"
[4077] "Kelly Loeffler" "Raphael Warnock"
[4079] "Ed Tarver" "Mark Kelly"
[4081] "Martha McSally" "Mary Jennings Hegar"
[4083] "John Cornyn" "Mary Jennings Hegar"
[4085] "John Cornyn" "Royce West"
[4087] "John Cornyn" "Royce West"
[4089] "John Cornyn" "Al Gross"
[4091] "Dan Sullivan" "Sara I. Gideon"
[4093] "Susan M. Collins" "Jon Ossoff"
[4095] "David A. Perdue" "Raphael Warnock"
[4097] "Doug Collins" "Kelly Loeffler"
[4099] "Matt Lieberman" "Ed Tarver"
[4101] "Raphael Warnock" "Kelly Loeffler"
[4103] "Matt Lieberman" "Kelly Loeffler"
[4105] "Matt Lieberman" "Doug Collins"
[4107] "Raphael Warnock" "Doug Collins"
[4109] "Doug Collins" "Kelly Loeffler"
[4111] "Gordon Douglas Jones" "Tommy Tuberville"
[4113] "John Wright Hickenlooper" "Cory Gardner"
[4115] "Mark Kelly" "Martha McSally"
[4117] "Mark Kelly" "Martha McSally"
[4119] "Gary C. Peters" "John James"
[4121] "Cal Cunningham" "Thomas Roland Tillis"
[4123] "Theresa Greenfield" "Joni K. Ernst"
[4125] "Mark Kelly" "Martha McSally"
[4127] "Gary C. Peters" "John James"
[4129] "Raphael Warnock" "Doug Collins"
[4131] "Kelly Loeffler" "Matt Lieberman"
[4133] "Ed Tarver" "Raphael Warnock"
[4135] "Doug Collins" "Raphael Warnock"
[4137] "Kelly Loeffler" "Steve Bullock"
[4139] "Steve Daines" "Mary Jennings Hegar"
[4141] "John Cornyn" "Cal Cunningham"
[4143] "Thomas Roland Tillis" "Sara I. Gideon"
[4145] "Susan M. Collins" "Lisa Savage"
[4147] "Max Linn" "Mark Kelly"
[4149] "Martha McSally" "Cal Cunningham"
[4151] "Thomas Roland Tillis" "Jon Ossoff"
[4153] "David A. Perdue" "Cal Cunningham"
[4155] "Thomas Roland Tillis" "Kevin Eugene Hayes"
[4157] "Shannon W. Bray" "Mary Jennings Hegar"
[4159] "John Cornyn" "Royce West"
[4161] "John Cornyn" "Mark Kelly"
[4163] "Martha McSally" "Mark Kelly"
[4165] "Daniel McCarthy" "Raphael Warnock"
[4167] "Doug Collins" "Kelly Loeffler"
[4169] "Matt Lieberman" "Jeanne Shaheen"
[4171] "Donald C. Bolduc" "Jeanne Shaheen"
[4173] "Bryant Messner" "Gary C. Peters"
[4175] "John James" "Cal Cunningham"
[4177] "Thomas Roland Tillis" "Cal Cunningham"
[4179] "Thomas Roland Tillis" "Mark Kelly"
[4181] "Martha McSally" "Cal Cunningham"
[4183] "Thomas Roland Tillis" "Gary C. Peters"
[4185] "John James" "Gary C. Peters"
[4187] "John James" "Gordon Douglas Jones"
[4189] "Jeff Sessions" "Michael Parrish"
[4191] "Gordon Douglas Jones" "Tommy Tuberville"
[4193] "Michael Parrish" "Mark Kelly"
[4195] "Martha McSally" "Mark Kelly"
[4197] "Martha McSally" "Amy McGrath"
[4199] "Mitch McConnell" "Brad Barron"
[4201] "Charles Booker" "Mitch McConnell"
[4203] "Brad Barron" "Gary C. Peters"
[4205] "John James" "Ben Ray Luján"
[4207] "Mark V. Ronchetti" "Jon Ossoff"
[4209] "David A. Perdue" "Gary C. Peters"
[4211] "John James" "Theresa Greenfield"
[4213] "Joni K. Ernst" "Theresa Greenfield"
[4215] "Joni K. Ernst" "Gary C. Peters"
[4217] "John James" "Theresa Greenfield"
[4219] "Joni K. Ernst" "Cal Cunningham"
[4221] "Thomas Roland Tillis" "Gary C. Peters"
[4223] "John James" "Mark Kelly"
[4225] "Martha McSally" "Barbara Goolsbee Bollier"
[4227] "Kris W. Kobach" "Barbara Goolsbee Bollier"
[4229] "Roger Marshall" "Barbara Goolsbee Bollier"
[4231] "Bob Hamilton" "Gary C. Peters"
[4233] "John James" "Mike Espy"
[4235] "Cindy Hyde-Smith" "Cal Cunningham"
[4237] "Thomas Roland Tillis" "Shannon W. Bray"
[4239] "Kevin Eugene Hayes" "Tina Smith"
[4241] "Jason Lewis" "Jaime Harrison"
[4243] "Lindsey Graham" "Amy McGrath"
[4245] "Mitch McConnell" "Mark Kelly"
[4247] "Martha McSally" "Cal Cunningham"
[4249] "Thomas Roland Tillis" "Barbara Goolsbee Bollier"
[4251] "Kris W. Kobach" "Barbara Goolsbee Bollier"
[4253] "Roger Marshall" "Sarah Riggs Amico"
[4255] "David A. Perdue" "Teresa Tomlinson"
[4257] "David A. Perdue" "Jon Ossoff"
[4259] "David A. Perdue" "Raphael Warnock"
[4261] "Doug Collins" "Matt Lieberman"
[4263] "Kelly Loeffler" "Ed Tarver"
[4265] "Matt Lieberman" "Kelly Loeffler"
[4267] "Ed Tarver" "Kelly Loeffler"
[4269] "Raphael Warnock" "Kelly Loeffler"
[4271] "Matt Lieberman" "Doug Collins"
[4273] "Raphael Warnock" "Doug Collins"
[4275] "Ed Tarver" "Doug Collins"
[4277] "Gordon Douglas Jones" "Tommy Tuberville"
[4279] "Jeanne Shaheen" "Donald C. Bolduc"
[4281] "Jeanne Shaheen" "Bryant Messner"
[4283] "Sara I. Gideon" "Susan M. Collins"
[4285] "Betsy Sweet" "Susan M. Collins"
[4287] "Gary C. Peters" "John James"
[4289] "Jon Ossoff" "David A. Perdue"
[4291] "Cal Cunningham" "Thomas Roland Tillis"
[4293] "Mark Kelly" "Martha McSally"
[4295] "Eddie Mauro" "Joni K. Ernst"
[4297] "Cal Cunningham" "Thomas Roland Tillis"
[4299] "Mike Espy" "Cindy Hyde-Smith"
[4301] "Jimmy Edwards" "Gary C. Peters"
[4303] "John James" "Cal Cunningham"
[4305] "Thomas Roland Tillis" "John Wright Hickenlooper"
[4307] "Cory Gardner" "Theresa Greenfield"
[4309] "Joni K. Ernst" "Gary C. Peters"
[4311] "John James" "Cal Cunningham"
[4313] "Thomas Roland Tillis" "Raphael Warnock"
[4315] "Doug Collins" "Kelly Loeffler"
[4317] "Ed Tarver" "Matt Lieberman"
[4319] "Jon Ossoff" "David A. Perdue"
[4321] "Mary Jennings Hegar" "John Cornyn"
[4323] "Royce West" "John Cornyn"
[4325] "Steve Bullock" "Steve Daines"
[4327] "Cal Cunningham" "Thomas Roland Tillis"
[4329] "Gary C. Peters" "John James"
[4331] "Cory A. Booker" "Rikin Mehta"
[4333] "Cory A. Booker" "Hirsh Singh"
[4335] "John Wright Hickenlooper" "Cory Gardner"
[4337] "Cal Cunningham" "Thomas Roland Tillis"
[4339] "Barbara Goolsbee Bollier" "Kris W. Kobach"
[4341] "Amy McGrath" "Mitch McConnell"
[4343] "Brad Barron" "Gary C. Peters"
[4345] "John James" "Mark Kelly"
[4347] "Martha McSally" "Cal Cunningham"
[4349] "Thomas Roland Tillis" "Shannon W. Bray"
[4351] "Kevin Eugene Hayes" "Gary C. Peters"
[4353] "John James" "Raphael Warnock"
[4355] "Doug Collins" "Kelly Loeffler"
[4357] "Matt Lieberman" "Ed Tarver"
[4359] "Al Bartell" "Brian Richard Slowinski"
[4361] "Raphael Warnock" "Doug Collins"
[4363] "Gary C. Peters" "John James"
[4365] "Matt Lieberman" "Doug Collins"
[4367] "Kelly Loeffler" "Ed Tarver"
[4369] "Raphael Warnock" "Matt Lieberman"
[4371] "Doug Collins" "Kelly Loeffler"
[4373] "Ed Tarver" "Raphael Warnock"
[4375] "Gary C. Peters" "John James"
[4377] "Gary C. Peters" "John James"
[4379] "Mark Kelly" "Martha McSally"
[4381] "Mark Kelly" "Martha McSally"
[4383] "Steve Bullock" "Steve Daines"
[4385] "Matt Lieberman" "Doug Collins"
[4387] "Kelly Loeffler" "Ed Tarver"
[4389] "Raphael Warnock" "Mike Espy"
[4391] "Cindy Hyde-Smith" "Barbara Goolsbee Bollier"
[4393] "Roger Marshall" "Mark Kelly"
[4395] "Martha McSally" "Jaime Harrison"
[4397] "Lindsey Graham" "Abby Broyles"
[4399] "James M. Inhofe" "Matt Lieberman"
[4401] "Doug Collins" "Kelly Loeffler"
[4403] "Ed Tarver" "Raphael Warnock"
[4405] "Gary C. Peters" "John James"
[4407] "Mark Kelly" "Martha McSally"
[4409] "Sara I. Gideon" "Susan M. Collins"
[4411] "Mark Kelly" "Martha McSally"
[4413] "Matt Lieberman" "Doug Collins"
[4415] "Kelly Loeffler" "A. Wayne Johnson"
[4417] "Ed Tarver" "Raphael Warnock"
[4419] "Richard Dien Winfield" "Al Bartell"
[4421] "Cal Cunningham" "Thomas Roland Tillis"
[4423] "Mike Espy" "Cindy Hyde-Smith"
[4425] "Raphael Warnock" "Doug Collins"
[4427] "Kelly Loeffler" "Matt Lieberman"
[4429] "Ed Tarver" "Cal Cunningham"
[4431] "Thomas Roland Tillis" "Mary Jennings Hegar"
[4433] "John Cornyn" "Jeanne Shaheen"
[4435] "Donald C. Bolduc" "Jeanne Shaheen"
[4437] "Bill O'Brien" "Jeanne Shaheen"
[4439] "Bryant Messner" "Jaime Harrison"
[4441] "Lindsey Graham" "Matt Lieberman"
[4443] "Kelly Loeffler" "Doug Collins"
[4445] "A. Wayne Johnson" "Al Bartell"
[4447] "Gary C. Peters" "John James"
[4449] "Barbara Goolsbee Bollier" "Kris W. Kobach"
[4451] "Sara I. Gideon" "Susan M. Collins"
[4453] "Mark Kelly" "Martha McSally"
[4455] "Gordon Douglas Jones" "Jeff Sessions"
[4457] "Gordon Douglas Jones" "Tommy Tuberville"
[4459] "Gordon Douglas Jones" "Bradley Byrne"
[4461] "Barbara Goolsbee Bollier" "Kris W. Kobach"
[4463] "Jaime Harrison" "Lindsey Graham"
[4465] "James Mackler" "Bill Hagerty"
[4467] "James Mackler" "Manny Sethi"
[4469] "Mark Kelly" "Martha McSally"
[4471] "Amy McGrath" "Mitch McConnell"
[4473] "Brad Barron" "Gary C. Peters"
[4475] "John James" "Cal Cunningham"
[4477] "Thomas Roland Tillis" "Amy McGrath"
[4479] "Mitch McConnell" "Brad Barron"
[4481] "Cal Cunningham" "Thomas Roland Tillis"
[4483] "Gary C. Peters" "John James"
[4485] "Mike Espy" "Cindy Hyde-Smith"
[4487] "Ben Ray Luján" "Gavin Clarkson"
[4489] "Mark Kelly" "Martha McSally"
[4491] "Gordon Douglas Jones" "Jeff Sessions"
[4493] "Gordon Douglas Jones" "Tommy Tuberville"
[4495] "Gordon Douglas Jones" "Roy S. Moore"
[4497] "Gordon Douglas Jones" "Bradley Byrne"
[4499] "Gordon Douglas Jones" "Arnold Mooney"
[4501] "Matt Lieberman" "Doug Collins"
[4503] "Kelly Loeffler" "Jeanne Shaheen"
[4505] "Corey Lewandowski" "Theresa Greenfield"
[4507] "Joni K. Ernst" "Jaime Harrison"
[4509] "Lindsey Graham" "Mark Kelly"
[4511] "Martha McSally" "Gary C. Peters"
[4513] "John James" "Jeanne Shaheen"
[4515] "Corey Lewandowski" "Beto O'Rourke"
[4517] "John Cornyn" "Royce West"
[4519] "John Cornyn" "Mary Jennings Hegar"
[4521] "John Cornyn" "Chris Bell"
[4523] "John Cornyn" "Sema Hernandez"
[4525] "John Cornyn" "Gary C. Peters"
[4527] "John James" "Mark Kelly"
[4529] "Martha McSally" "Jaime Harrison"
[4531] "Lindsey Graham" "Theresa Greenfield"
[4533] "Joni K. Ernst" "Gary C. Peters"
[4535] "John James" "John Wright Hickenlooper"
[4537] "Cory Gardner" "Gary C. Peters"
[4539] "John James" "Cal Cunningham"
[4541] "Thomas Roland Tillis" "Erica Danette Smith"
[4543] "Thomas Roland Tillis" "Mark Kelly"
[4545] "Martha McSally" "Gary C. Peters"
[4547] "John James" "Gary C. Peters"
[4549] "John James" "Jeanne Shaheen"
[4551] "Corey Lewandowski" "Jaime Harrison"
[4553] "Lindsey Graham" "Cal Cunningham"
[4555] "Thomas Roland Tillis" "Mark Kelly"
[4557] "Martha McSally" "Jeanne Shaheen"
[4559] "Corey Lewandowski" "Richard J. Durbin"
[4561] "WIllie Wilson" "Edward J. Markey"
[4563] "Charles D. Baker" "Joseph Kennedy III"
[4565] "Charles D. Baker" "Shannon Liss-Riordan"
[4567] "Charles D. Baker" "Steve Pemberton"
[4569] "Charles D. Baker" "John Wright Hickenlooper"
[4571] "Cory Gardner" "Mark Kelly"
[4573] "Martha McSally" "Jeanne Shaheen"
[4575] "Donald C. Bolduc" "John Wright Hickenlooper"
[4577] "Cory Gardner" "Jeanne Shaheen"
[4579] "Donald C. Bolduc" "Jeanne Shaheen"
[4581] "Bill O'Brien" "Sara I. Gideon"
[4583] "Susan M. Collins" "Mark Kelly"
[4585] "Martha McSally" "Mike Johnston"
[4587] "Cory Gardner" "Amy McGrath"
[4589] "Mitch McConnell" "Cal Cunningham"
[4591] "Thomas Roland Tillis" "Sara I. Gideon"
[4593] "Susan M. Collins" "Sara I. Gideon"
[4595] "Susan M. Collins" "Danielle VanHelsing"
[4597] "Cal Cunningham" "Thomas Roland Tillis"
[4599] "Amy McGrath" "Mitch McConnell"
[4601] "Jaime Harrison" "Lindsey Graham"
[4603] "Barry Grissom" "Kris W. Kobach"
[4605] "Dan Sullivan" "Forrest Dunbar"
[4607] "Forrest Dunbar" "Dan Sullivan"
[4609] "Erica Danette Smith" "Thomas Roland Tillis"
[4611] "Mark Kelly" "Martha McSally"
[4613] "Eddie Mauro" "Joni K. Ernst"
[4615] "Mary Jennings Hegar" "John Cornyn"
[4617] "Gary C. Peters" "Bill Schuette"
[4619] "Gary C. Peters" "John James"
[4621] "Jaime Harrison" "Lindsey Graham"
[4623] "Sara I. Gideon" "Susan M. Collins"
[4625] "Gary C. Peters" "John James"
[4627] "Beto O'Rourke" "John Cornyn"
[4629] "Jeanne Shaheen" "Chris Sununu"
[4631] "Jeanne Shaheen" "Kelly Ayotte"
[4633] "Jeanne Shaheen" "Chris Sununu"
[4635] "Beto O'Rourke" "John Cornyn"
[4637] "Mark Kelly" "Martha McSally"
[4639] "Ruben Gallego" "Martha McSally"
[4641] "Beto O'Rourke" "John Cornyn"
[4643] "Mike Espy" "Cindy Hyde-Smith"
[4645] "Mike Espy" "Cindy Hyde-Smith"
[4647] "Debbie Stabenow" "John James"
[4649] "Bill Nelson" "Rick Scott"
[4651] "Kyrsten Sinema" "Martha McSally"
[4653] "Beto O'Rourke" "Ted Cruz"
[4655] "Kyrsten Sinema" "Martha McSally"
[4657] "Bill Nelson" "Rick Scott"
[4659] "Jacky S. Rosen" "Dean Heller"
[4661] "Joe Donnelly" "Mike Braun"
[4663] "Claire McCaskill" "Josh Hawley"
[4665] "Debbie Stabenow" "John James"
[4667] "Jon Tester" "Matt Rosendale"
[4669] "Jon Tester" "Matt Rosendale"
[4671] "Debbie Stabenow" "John James"
[4673] "Bill Nelson" "Rick Scott"
[4675] "Robert P. Casey Jr." "Lou Barletta"
[4677] "Neal Taylor Gale" "Dale R. Kerns"
[4679] "Gary Trauner" "John Barrasso"
[4681] "Joseph Porambo" "Jon Tester"
[4683] "Matt Rosendale" "Rick Breckenridge"
[4685] "Bob Menendez" "Bob Hugin"
[4687] "Dianne Feinstein" "Kevin de León"
[4689] "Amy Klobuchar" "Jim Newberger"
[4691] "Dennis Schuller" "Paula M. Overby"
[4693] "Tina Smith" "Karin Housley"
[4695] "Sarah Wellington" "Jerry Trooien"
[4697] "Kyrsten Sinema" "Martha McSally"
[4699] "Bill Nelson" "Rick Scott"
[4701] "Jacky S. Rosen" "Dean Heller"
[4703] "David Baria" "Roger F. Wicker"
[4705] "Danny Bedwell" "Shawn R. O'Hara"
[4707] "Mike Espy" "Chris McDaniel"
[4709] "Cindy Hyde-Smith" "Tobey Bartee"
[4711] "Joe Donnelly" "Mike Braun"
[4713] "Claire McCaskill" "Josh Hawley"
[4715] "Debbie Stabenow" "John James"
[4717] "George E. Huffman" "Marcia Squier"
[4719] "John Howard Wilhelm" "Sherrod Brown"
[4721] "Jim Renacci" "Jacky S. Rosen"
[4723] "Dean Heller" "Jon Tester"
[4725] "Matt Rosendale" "Claire McCaskill"
[4727] "Josh Hawley" "Bill Nelson"
[4729] "Rick Scott" "Bob Menendez"
[4731] "Bob Hugin" "Kyrsten Sinema"
[4733] "Martha McSally" "Angela Green"
[4735] "Dianne Feinstein" "Kevin de León"
[4737] "Debbie Stabenow" "John James"
[4739] "Amy Klobuchar" "Jim Newberger"
[4741] "Tina Smith" "Karin Housley"
[4743] "Kirsten E. Gillibrand" "Chele Farley"
[4745] "Robert P. Casey Jr." "Lou Barletta"
[4747] "Kyrsten Sinema" "Martha McSally"
[4749] "Bill Nelson" "Rick Scott"
[4751] "Jacky S. Rosen" "Dean Heller"
[4753] "Joe Donnelly" "Mike Braun"
[4755] "Claire McCaskill" "Josh Hawley"
[4757] "Kyrsten Sinema" "Martha McSally"
[4759] "Angela Green" "Bill Nelson"
[4761] "Rick Scott" "Claire McCaskill"
[4763] "Josh Hawley" "Kyrsten Sinema"
[4765] "Martha McSally" "Bill Nelson"
[4767] "Rick Scott" "Martin Heinrich"
[4769] "Mick Rich" "Gary Johnson"
[4771] "Sherrod Brown" "Jim Renacci"
[4773] "Tammy Baldwin" "Leah Vukmir"
[4775] "Jon Tester" "Matt Rosendale"
[4777] "Claire McCaskill" "Josh Hawley"
[4779] "Japheth R. Campbell" "Jo Crain"
[4781] "Craig S. O'Dear" "Bill Nelson"
[4783] "Rick Scott" "Beto O'Rourke"
[4785] "Ted Cruz" "Neal M. Dikeman"
[4787] "Bill Nelson" "Rick Scott"
[4789] "Dianne Feinstein" "Kevin de León"
[4791] "Kyrsten Sinema" "Martha McSally"
[4793] "Bill Nelson" "Rick Scott"
[4795] "Jacky S. Rosen" "Dean Heller"
[4797] "Joe Donnelly" "Mike Braun"
[4799] "Claire McCaskill" "Josh Hawley"
[4801] "Bill Nelson" "Rick Scott"
[4803] "Bill Nelson" "Rick Scott"
[4805] "Jon Tester" "Matt Rosendale"
[4807] "Bill Nelson" "Rick Scott"
[4809] "Kyrsten Sinema" "Martha McSally"
[4811] "Christopher S. Murphy" "Matthew M. Corey"
[4813] "Lawrence Zupan" "Bernie Sanders"
[4815] "Kyrsten Sinema" "Martha McSally"
[4817] "Bill Nelson" "Rick Scott"
[4819] "Jacky S. Rosen" "Dean Heller"
[4821] "Joe Donnelly" "Mike Braun"
[4823] "Claire McCaskill" "Josh Hawley"
[4825] "Kyrsten Sinema" "Martha McSally"
[4827] "Claire McCaskill" "Josh Hawley"
[4829] "Claire McCaskill" "Josh Hawley"
[4831] "Claire McCaskill" "Josh Hawley"
[4833] "Japheth R. Campbell" "Jo Crain"
[4835] "Claire McCaskill" "Josh Hawley"
[4837] "Japheth R. Campbell" "Jo Crain"
[4839] "Jacky S. Rosen" "Dean Heller"
[4841] "Robert P. Casey Jr." "Lou Barletta"
[4843] "Jon Tester" "Matt Rosendale"
[4845] "Kirsten E. Gillibrand" "Chele Farley"
[4847] "Martin Heinrich" "Mick Rich"
[4849] "Gary Johnson" "Kyrsten Sinema"
[4851] "Martha McSally" "Bill Nelson"
[4853] "Rick Scott" "Joe Donnelly"
[4855] "Mike Braun" "Claire McCaskill"
[4857] "Josh Hawley" "Jon Tester"
[4859] "Matt Rosendale" "Jacky S. Rosen"
[4861] "Dean Heller" "Bill Nelson"
[4863] "Rick Scott" "Sherrod Brown"
[4865] "Jim Renacci" "Kyrsten Sinema"
[4867] "Martha McSally" "Bill Nelson"
[4869] "Rick Scott" "Jacky S. Rosen"
[4871] "Dean Heller" "Amy Klobuchar"
[4873] "Jim Newberger" "Tina Smith"
[4875] "Karin Housley" "Joe Donnelly"
[4877] "Mike Braun" "Claire McCaskill"
[4879] "Josh Hawley" "Tammy Baldwin"
[4881] "Leah Vukmir" "Joe Manchin, III"
[4883] "Patrick Morrisey" "Rusty Hollen"
[4885] "Phil Bredesen" "Marsha Blackburn"
[4887] "Bill Nelson" "Rick Scott"
[4889] "Jon Tester" "Matt Rosendale"
[4891] "Bob Menendez" "Bob Hugin"
[4893] "Murray Sabrin" "Bill Nelson"
[4895] "Rick Scott" "Kyrsten Sinema"
[4897] "Martha McSally" "Bill Nelson"
[4899] "Rick Scott" "Joe Donnelly"
[4901] "Mike Braun" "Claire McCaskill"
[4903] "Josh Hawley" "Jon Tester"
[4905] "Matt Rosendale" "Jacky S. Rosen"
[4907] "Dean Heller" "Debbie Stabenow"
[4909] "John James" "Bill Nelson"
[4911] "Rick Scott" "Sherrod Brown"
[4913] "Jim Renacci" "Beto O'Rourke"
[4915] "Ted Cruz" "Neal M. Dikeman"
[4917] "Phil Bredesen" "Marsha Blackburn"
[4919] "Bill Nelson" "Rick Scott"
[4921] "Phil Bredesen" "Marsha Blackburn"
[4923] "Phil Bredesen" "Marsha Blackburn"
[4925] "Heidi Heitkamp" "Kevin Cramer"
[4927] "Heidi Heitkamp" "Kevin Cramer"
[4929] "Joe Donnelly" "Mike Braun"
[4931] "Lucy M. Brenton" "Joe Donnelly"
[4933] "Mike Braun" "Lucy M. Brenton"
[4935] "Claire McCaskill" "Josh Hawley"
[4937] "Claire McCaskill" "Josh Hawley"
[4939] "Claire McCaskill" "Josh Hawley"
[4941] "Jo Crain" "Japheth R. Campbell"
[4943] "Craig S. O'Dear" "Claire McCaskill"
[4945] "Josh Hawley" "Jo Crain"
[4947] "Japheth R. Campbell" "Craig S. O'Dear"
[4949] "Kyrsten Sinema" "Martha McSally"
[4951] "Bill Nelson" "Rick Scott"
[4953] "Dianne Feinstein" "Kevin de León"
[4955] "Kyrsten Sinema" "Martha McSally"
[4957] "Bill Nelson" "Rick Scott"
[4959] "Jacky S. Rosen" "Dean Heller"
[4961] "Joe Donnelly" "Mike Braun"
[4963] "Claire McCaskill" "Josh Hawley"
[4965] "Jon Tester" "Matt Rosendale"
[4967] "Joe Manchin, III" "Patrick Morrisey"
[4969] "Rusty Hollen" "Amy Klobuchar"
[4971] "Jim Newberger" "Tina Smith"
[4973] "Karin Housley" "Martin Heinrich"
[4975] "Mick Rich" "Gary Johnson"
[4977] "Phil Bredesen" "Marsha Blackburn"
[4979] "Bob Menendez" "Bob Hugin"
[4981] "Christopher S. Murphy" "Matthew M. Corey"
[4983] "Zak Ringelstein" "Eric L. Brakey"
[4985] "Angus S. King Jr." "Bill Nelson"
[4987] "Rick Scott" "Kyrsten Sinema"
[4989] "Martha McSally" "Kyrsten Sinema"
[4991] "Martha McSally" "Kyrsten Sinema"
[4993] "Martha McSally" "Kyrsten Sinema"
[4995] "Martha McSally" "Jacky S. Rosen"
[4997] "Dean Heller" "Timothy Rex Hagan"
[4999] "Jacky S. Rosen" "Dean Heller"
[5001] "Timothy Rex Hagan" "Bill Nelson"
[5003] "Rick Scott" "Bill Nelson"
[5005] "Rick Scott" "Phil Bredesen"
[5007] "Marsha Blackburn" "Phil Bredesen"
[5009] "Marsha Blackburn" "Phil Bredesen"
[5011] "Marsha Blackburn" "Kyrsten Sinema"
[5013] "Martha McSally" "Angela Green"
[5015] "Sherrod Brown" "Jim Renacci"
[5017] "Stephen Faris" "Bill Nelson"
[5019] "Rick Scott" "Elizabeth Ann Warren"
[5021] "Geoff Diehl" "Shiva Ayyadurai"
[5023] "Elizabeth Ann Warren" "Geoff Diehl"
[5025] "Shiva Ayyadurai" "Tammy Baldwin"
[5027] "Leah Vukmir" "Tammy Baldwin"
[5029] "Leah Vukmir" "Joe Donnelly"
[5031] "Mike Braun" "Lucy M. Brenton"
[5033] "Joe Donnelly" "Mike Braun"
[5035] "Joe Donnelly" "Mike Braun"
[5037] "Lucy M. Brenton" "Joe Donnelly"
[5039] "Mike Braun" "Beto O'Rourke"
[5041] "Ted Cruz" "Christopher S. Murphy"
[5043] "Matthew M. Corey" "Robert P. Casey Jr."
[5045] "Lou Barletta" "Neal Taylor Gale"
[5047] "Dale R. Kerns" "Robert P. Casey Jr."
[5049] "Lou Barletta" "Beto O'Rourke"
[5051] "Ted Cruz" "Beto O'Rourke"
[5053] "Ted Cruz" "Joe Donnelly"
[5055] "Mike Braun" "Claire McCaskill"
[5057] "Josh Hawley" "Phil Bredesen"
[5059] "Marsha Blackburn" "Debbie Stabenow"
[5061] "John James" "George E. Huffman"
[5063] "Marcia Squier" "John Howard Wilhelm"
[5065] "Bill Nelson" "Rick Scott"
[5067] "Bill Nelson" "Rick Scott"
[5069] "Kyrsten Sinema" "Martha McSally"
[5071] "Kyrsten Sinema" "Martha McSally"
[5073] "Kyrsten Sinema" "Martha McSally"
[5075] "Angela Green" "Kyrsten Sinema"
[5077] "Martha McSally" "Angela Green"
[5079] "Jane Raybould" "Deb Fischer"
[5081] "Phil Bredesen" "Marsha Blackburn"
[5083] "Phil Bredesen" "Marsha Blackburn"
[5085] "Sherrod Brown" "Jim Renacci"
[5087] "Elizabeth Ann Warren" "Geoff Diehl"
[5089] "Shiva Ayyadurai" "Elizabeth Ann Warren"
[5091] "Geoff Diehl" "Shiva Ayyadurai"
[5093] "Beto O'Rourke" "Ted Cruz"
[5095] "Debbie Stabenow" "John James"
[5097] "Martin Heinrich" "Mick Rich"
[5099] "Gary Johnson" "Bob Menendez"
[5101] "Bob Hugin" "Jon Tester"
[5103] "Matt Rosendale" "Jacky S. Rosen"
[5105] "Dean Heller" "Kyrsten Sinema"
[5107] "Martha McSally" "Bill Nelson"
[5109] "Rick Scott" "Joe Donnelly"
[5111] "Mike Braun" "Lucy M. Brenton"
[5113] "Bill Nelson" "Rick Scott"
[5115] "Kyrsten Sinema" "Martha McSally"
[5117] "Kyrsten Sinema" "Martha McSally"
[5119] "Debbie Stabenow" "John James"
[5121] "Claire McCaskill" "Josh Hawley"
[5123] "Japheth R. Campbell" "Jo Crain"
[5125] "Craig S. O'Dear" "Dianne Feinstein"
[5127] "Kevin de León" "Bill Nelson"
[5129] "Rick Scott" "Bill Nelson"
[5131] "Rick Scott" "Heidi Heitkamp"
[5133] "Kevin Cramer" "Debbie Stabenow"
[5135] "John James" "George E. Huffman"
[5137] "Marcia Squier" "John Howard Wilhelm"
[5139] "Sheldon Whitehouse" "Bob Flanders"
[5141] "Martin Heinrich" "Mick Rich"
[5143] "Gary Johnson" "Dianne Feinstein"
[5145] "Kevin de León" "Bill Nelson"
[5147] "Rick Scott" "Kyrsten Sinema"
[5149] "Martha McSally" "Angela Green"
[5151] "Debbie Stabenow" "John James"
[5153] "Bill Nelson" "Rick Scott"
[5155] "Debbie Stabenow" "John James"
[5157] "Bill Nelson" "Rick Scott"
[5159] "Debbie Stabenow" "John James"
[5161] "Bill Nelson" "Rick Scott"
[5163] "Bill Nelson" "Rick Scott"
[5165] "Beto O'Rourke" "Ted Cruz"
[5167] "Neal M. Dikeman" "Bill Nelson"
[5169] "Rick Scott" "Bill Nelson"
[5171] "Rick Scott" "Beto O'Rourke"
[5173] "Ted Cruz" "Neal M. Dikeman"
[5175] "Dianne Feinstein" "Kevin de León"
[5177] "Bill Nelson" "Rick Scott"
[5179] "Bill Nelson" "Rick Scott"
[5181] "Bill Nelson" "Rick Scott"
[5183] "Joe Donnelly" "Mike Braun"
[5185] "Lucy M. Brenton" "Dianne Feinstein"
[5187] "Kevin de León" "Kyrsten Sinema"
[5189] "Martha McSally" "Kyrsten Sinema"
[5191] "Martha McSally" "Joe Manchin, III"
[5193] "Patrick Morrisey" "Rusty Hollen"
[5195] "Heidi Heitkamp" "Kevin Cramer"
[5197] "Jacky S. Rosen" "Dean Heller"
[5199] "Jacky S. Rosen" "Dean Heller"
[5201] "Bob Menendez" "Bob Hugin"
[5203] "Bob Menendez" "Bob Hugin"
[5205] "Claire McCaskill" "Josh Hawley"
[5207] "Japheth R. Campbell" "Jo Crain"
[5209] "Craig S. O'Dear" "Claire McCaskill"
[5211] "Josh Hawley" "Joe Manchin, III"
[5213] "Patrick Morrisey" "Rusty Hollen"
[5215] "Joe Manchin, III" "Patrick Morrisey"
[5217] "Bill Nelson" "Rick Scott"
[5219] "Debbie Stabenow" "John James"
[5221] "Mike Espy" "Cindy Hyde-Smith"
[5223] "Chris McDaniel" "Tobey Bartee"
[5225] "Mike Espy" "Cindy Hyde-Smith"
[5227] "Chris McDaniel" "Tobey Bartee"
[5229] "Mike Espy" "Cindy Hyde-Smith"
[5231] "Mike Espy" "Cindy Hyde-Smith"
[5233] "Mike Espy" "Chris McDaniel"
[5235] "Mike Espy" "Chris McDaniel"
[5237] "David Baria" "Roger F. Wicker"
[5239] "David Baria" "Roger F. Wicker"
[5241] "David Baria" "Roger F. Wicker"
[5243] "Danny Bedwell" "Shawn R. O'Hara"
[5245] "David Baria" "Roger F. Wicker"
[5247] "Danny Bedwell" "Shawn R. O'Hara"
[5249] "Beto O'Rourke" "Ted Cruz"
[5251] "Beto O'Rourke" "Ted Cruz"
[5253] "Tammy Baldwin" "Leah Vukmir"
[5255] "Tammy Baldwin" "Leah Vukmir"
[5257] "Jon Tester" "Matt Rosendale"
[5259] "Rick Breckenridge" "Kyrsten Sinema"
[5261] "Martha McSally" "Angela Green"
[5263] "Kyrsten Sinema" "Martha McSally"
[5265] "Angela Green" "Amy Klobuchar"
[5267] "Jim Newberger" "Dennis Schuller"
[5269] "Paula M. Overby" "Tina Smith"
[5271] "Karin Housley" "Jerry Trooien"
[5273] "Sarah Wellington" "Joe Donnelly"
[5275] "Mike Braun" "Lucy M. Brenton"
[5277] "Bob Menendez" "Bob Hugin"
[5279] "Bill Nelson" "Rick Scott"
[5281] "Jacky S. Rosen" "Dean Heller"
[5283] "Joe Donnelly" "Mike Braun"
[5285] "Lucy M. Brenton" "Joe Donnelly"
[5287] "Mike Braun" "Lucy M. Brenton"
[5289] "Bob Menendez" "Bob Hugin"
[5291] "Kirsten E. Gillibrand" "Chele Farley"
[5293] "Zak Ringelstein" "Eric L. Brakey"
[5295] "Angus S. King Jr." "Jacky S. Rosen"
[5297] "Dean Heller" "Joe Donnelly"
[5299] "Mike Braun" "Joe Manchin, III"
[5301] "Patrick Morrisey" "Bob Menendez"
[5303] "Bob Hugin" "Murray Sabrin"
[5305] "Madelyn R. Hoffman" "Bob Menendez"
[5307] "Bob Hugin" "Murray Sabrin"
[5309] "Madelyn R. Hoffman" "Bob Menendez"
[5311] "Bob Hugin" "Murray Sabrin"
[5313] "Madelyn R. Hoffman" "Dianne Feinstein"
[5315] "Kevin de León" "Beto O'Rourke"
[5317] "Ted Cruz" "Neal M. Dikeman"
[5319] "Lawrence Zupan" "Bernie Sanders"
[5321] "Russell Beste" "Bruce Busa"
[5323] "Brad J. Peacock" "Edward S. Gilbert"
[5325] "Reid Kane" "Dianne Feinstein"
[5327] "Kevin de León" "Dianne Feinstein"
[5329] "Kevin de León" "Amy Klobuchar"
[5331] "Jim Newberger" "Dennis Schuller"
[5333] "Paula M. Overby" "Tina Smith"
[5335] "Karin Housley" "Sarah Wellington"
[5337] "Jerry Trooien" "Claire McCaskill"
[5339] "Josh Hawley" "Joe Manchin, III"
[5341] "Patrick Morrisey" "Beto O'Rourke"
[5343] "Ted Cruz" "Beto O'Rourke"
[5345] "Ted Cruz" "Beto O'Rourke"
[5347] "Ted Cruz" "Neal M. Dikeman"
[5349] "Phil Bredesen" "Marsha Blackburn"
[5351] "Jon Tester" "Matt Rosendale"
[5353] "Rick Breckenridge" "Jacky S. Rosen"
[5355] "Dean Heller" "Phil Bredesen"
[5357] "Marsha Blackburn" "Phil Bredesen"
[5359] "Marsha Blackburn" "Tammy Baldwin"
[5361] "Leah Vukmir" "Beto O'Rourke"
[5363] "Ted Cruz" "Beto O'Rourke"
[5365] "Ted Cruz" "Phil Bredesen"
[5367] "Marsha Blackburn" "Phil Bredesen"
[5369] "Marsha Blackburn" "Phil Bredesen"
[5371] "Marsha Blackburn" "Phil Bredesen"
[5373] "Marsha Blackburn" "Kyrsten Sinema"
[5375] "Martha McSally" "Kyrsten Sinema"
[5377] "Martha McSally" "Jacky S. Rosen"
[5379] "Dean Heller" "Jacky S. Rosen"
[5381] "Dean Heller" "Joe Donnelly"
[5383] "Mike Braun" "Lucy M. Brenton"
[5385] "Joe Manchin, III" "Patrick Morrisey"
[5387] "Rusty Hollen" "Bob Menendez"
[5389] "Bob Hugin" "Sheldon Whitehouse"
[5391] "Bob Flanders" "Maria Cantwell"
[5393] "Susan Hutchison" "Beto O'Rourke"
[5395] "Ted Cruz" "Jenny Wilson"
[5397] "Mitt Romney" "Sherrod Brown"
[5399] "Jim Renacci" "Stephen Faris"
[5401] "Christopher S. Murphy" "Matthew M. Corey"
[5403] "Sherrod Brown" "Jim Renacci"
[5405] "Tammy Baldwin" "Leah Vukmir"
[5407] "Tammy Baldwin" "Leah Vukmir"
[5409] "Elizabeth Ann Warren" "Geoff Diehl"
[5411] "Shiva Ayyadurai" "Elizabeth Ann Warren"
[5413] "Geoff Diehl" "Shiva Ayyadurai"
[5415] "Zak Ringelstein" "Eric L. Brakey"
[5417] "Angus S. King Jr." "Debbie Stabenow"
[5419] "John James" "Claire McCaskill"
[5421] "Josh Hawley" "Japheth R. Campbell"
[5423] "Jo Crain" "Craig S. O'Dear"
[5425] "Claire McCaskill" "Josh Hawley"
[5427] "Japheth R. Campbell" "Jo Crain"
[5429] "Craig S. O'Dear" "Claire McCaskill"
[5431] "Josh Hawley" "Craig S. O'Dear"
[5433] "Jo Crain" "Japheth R. Campbell"
[5435] "Dianne Feinstein" "Kevin de León"
[5437] "Benjamin L. Cardin" "Tony Campbell"
[5439] "Neal Simon" "Sheldon Whitehouse"
[5441] "Bob Flanders" "Jon Tester"
[5443] "Matt Rosendale" "Rick Breckenridge"
[5445] "Kyrsten Sinema" "Martha McSally"
[5447] "Bob Menendez" "Bob Hugin"
[5449] "Phil Bredesen" "Marsha Blackburn"
[5451] "Beto O'Rourke" "Ted Cruz"
[5453] "Beto O'Rourke" "Ted Cruz"
[5455] "Bill Nelson" "Rick Scott"
[5457] "Tina Smith" "Karin Housley"
[5459] "Tina Smith" "Karin Housley"
[5461] "Amy Klobuchar" "Jim Newberger"
[5463] "Paula M. Overby" "Amy Klobuchar"
[5465] "Jim Newberger" "Paula M. Overby"
[5467] "Amy Klobuchar" "Jim Newberger"
[5469] "Amy Klobuchar" "Jim Newberger"
[5471] "Tammy Baldwin" "Leah Vukmir"
[5473] "Tammy Baldwin" "Leah Vukmir"
[5475] "Sherrod Brown" "Jim Renacci"
[5477] "Jacky S. Rosen" "Dean Heller"
[5479] "Jacky S. Rosen" "Dean Heller"
[5481] "Jacky S. Rosen" "Dean Heller"
[5483] "Timothy Rex Hagan" "Jacky S. Rosen"
[5485] "Dean Heller" "Timothy Rex Hagan"
[5487] "Joe Donnelly" "Mike Braun"
[5489] "Lucy M. Brenton" "Kyrsten Sinema"
[5491] "Martha McSally" "Angela Green"
[5493] "Robert P. Casey Jr." "Lou Barletta"
[5495] "Debbie Stabenow" "John James"
[5497] "Kyrsten Sinema" "Martha McSally"
[5499] "Kyrsten Sinema" "Martha McSally"
[5501] "Phil Bredesen" "Marsha Blackburn"
[5503] "Phil Bredesen" "Marsha Blackburn"
[5505] "Joe Donnelly" "Mike Braun"
[5507] "Lucy M. Brenton" "Joe Donnelly"
[5509] "Mike Braun" "Lucy M. Brenton"
[5511] "Claire McCaskill" "Josh Hawley"
[5513] "Craig S. O'Dear" "Japheth R. Campbell"
[5515] "Jo Crain" "Claire McCaskill"
[5517] "Josh Hawley" "Craig S. O'Dear"
[5519] "Japheth R. Campbell" "Jo Crain"
[5521] "Claire McCaskill" "Josh Hawley"
[5523] "Claire McCaskill" "Josh Hawley"
[5525] "Heidi Heitkamp" "Kevin Cramer"
[5527] "Heidi Heitkamp" "Kevin Cramer"
[5529] "Claire McCaskill" "Josh Hawley"
[5531] "Bob Menendez" "Bob Hugin"
[5533] "Jacky S. Rosen" "Dean Heller"
[5535] "Bill Nelson" "Rick Scott"
[5537] "Bob Menendez" "Bob Hugin"
[5539] "Kyrsten Sinema" "Martha McSally"
[5541] "Claire McCaskill" "Josh Hawley"
[5543] "Bill Nelson" "Rick Scott"
[5545] "Bill Nelson" "Rick Scott"
[5547] "Kyrsten Sinema" "Martha McSally"
[5549] "Angela Green" "Zak Ringelstein"
[5551] "Eric L. Brakey" "Angus S. King Jr."
[5553] "Bill Nelson" "Rick Scott"
[5555] "Bob Menendez" "Bob Hugin"
[5557] "Bob Menendez" "Bob Hugin"
[5559] "Bill Nelson" "Rick Scott"
[5561] "Jacky S. Rosen" "Dean Heller"
[5563] "Timothy Rex Hagan" "Jacky S. Rosen"
[5565] "Dean Heller" "Timothy Rex Hagan"
[5567] "Claire McCaskill" "Josh Hawley"
[5569] "Japheth R. Campbell" "Jo Crain"
[5571] "Claire McCaskill" "Josh Hawley"
[5573] "Japheth R. Campbell" "Jo Crain"
[5575] "Jon Tester" "Matt Rosendale"
[5577] "Claire McCaskill" "Josh Hawley"
[5579] "Bill Nelson" "Rick Scott"
[5581] "Kirsten E. Gillibrand" "Chele Farley"
[5583] "Bob Menendez" "Bob Hugin"
[5585] "Murray Sabrin" "Heidi Heitkamp"
[5587] "Kevin Cramer" "Lawrence Zupan"
[5589] "Bernie Sanders" "Joe Manchin, III"
[5591] "Patrick Morrisey" "Rusty Hollen"
[5593] "Joe Manchin, III" "Patrick Morrisey"
[5595] "Joe Manchin, III" "Patrick Morrisey"
[5597] "Rusty Hollen" "Phil Bredesen"
[5599] "Marsha Blackburn" "Debbie Stabenow"
[5601] "John James" "Kyrsten Sinema"
[5603] "Martha McSally" "Kyrsten Sinema"
[5605] "Martha McSally" "Bill Nelson"
[5607] "Rick Scott" "Martin Heinrich"
[5609] "Mick Rich" "Gary Johnson"
[5611] "Bill Nelson" "Rick Scott"
[5613] "Phil Bredesen" "Marsha Blackburn"
[5615] "David Baria" "Roger F. Wicker"
[5617] "Mike Espy" "Cindy Hyde-Smith"
[5619] "Chris McDaniel" "Tobey Bartee"
[5621] "Joe Manchin, III" "Patrick Morrisey"
[5623] "Rusty Hollen" "Robert P. Casey Jr."
[5625] "Lou Barletta" "Dale R. Kerns"
[5627] "Neal Taylor Gale" "Robert P. Casey Jr."
[5629] "Lou Barletta" "Neal Taylor Gale"
[5631] "Dale R. Kerns" "Jon Tester"
[5633] "Matt Rosendale" "Kyrsten Sinema"
[5635] "Martha McSally" "Elizabeth Ann Warren"
[5637] "Geoff Diehl" "Shiva Ayyadurai"
[5639] "Debbie Stabenow" "John James"
[5641] "Debbie Stabenow" "John James"
[5643] "Tammy Baldwin" "Leah Vukmir"
[5645] "Tammy Baldwin" "Leah Vukmir"
[5647] "Beto O'Rourke" "Ted Cruz"
[5649] "Beto O'Rourke" "Ted Cruz"
[5651] "Sherrod Brown" "Jim Renacci"
[5653] "Kyrsten Sinema" "Martha McSally"
[5655] "Kyrsten Sinema" "Martha McSally"
[5657] "Angela Green" "Kyrsten Sinema"
[5659] "Martha McSally" "Kyrsten Sinema"
[5661] "Martha McSally" "Angela Green"
[5663] "Bill Nelson" "Rick Scott"
[5665] "Bill Nelson" "Rick Scott"
[5667] "Sherrod Brown" "Jim Renacci"
[5669] "Sherrod Brown" "Jim Renacci"
[5671] "Sherrod Brown" "Jim Renacci"
[5673] "Bruce Jaynes" "Philena Irene Farley"
[5675] "Sherrod Brown" "Jim Renacci"
[5677] "Bruce Jaynes" "Philena Irene Farley"
[5679] "Sherrod Brown" "Jim Renacci"
[5681] "Sherrod Brown" "Jim Renacci"
[5683] "Jon Tester" "Matt Rosendale"
[5685] "Rick Breckenridge" "Bill Nelson"
[5687] "Rick Scott" "Robert P. Casey Jr."
[5689] "Lou Barletta" "Neal Taylor Gale"
[5691] "Dale R. Kerns" "Robert P. Casey Jr."
[5693] "Lou Barletta" "Robert P. Casey Jr."
[5695] "Lou Barletta" "Joe Donnelly"
[5697] "Mike Braun" "Joe Donnelly"
[5699] "Mike Braun" "Beto O'Rourke"
[5701] "Ted Cruz" "Phil Bredesen"
[5703] "Marsha Blackburn" "Dianne Feinstein"
[5705] "Kevin de León" "Dianne Feinstein"
[5707] "Kevin de León" "Martin Heinrich"
[5709] "Mick Rich" "Gary Johnson"
[5711] "Sheldon Whitehouse" "Bob Flanders"
[5713] "Elizabeth Ann Warren" "Geoff Diehl"
[5715] "Shiva Ayyadurai" "Beto O'Rourke"
[5717] "Ted Cruz" "Thomas R. Carper"
[5719] "Rob Arlett" "Nadine M. Frost"
[5721] "Demitri G. Theodoropoulos" "Thomas R. Carper"
[5723] "Rob Arlett" "Nadine M. Frost"
[5725] "Demitri G. Theodoropoulos" "Jacky S. Rosen"
[5727] "Dean Heller" "Jacky S. Rosen"
[5729] "Dean Heller" "Bill Nelson"
[5731] "Rick Scott" "Tammy Baldwin"
[5733] "Leah Vukmir" "Tammy Baldwin"
[5735] "Leah Vukmir" "Benjamin L. Cardin"
[5737] "Tony Campbell" "Neal Simon"
[5739] "Arvin Vohra" "Jon Tester"
[5741] "Matt Rosendale" "Joe Manchin, III"
[5743] "Patrick Morrisey" "Kyrsten Sinema"
[5745] "Martha McSally" "Kyrsten Sinema"
[5747] "Martha McSally" "Phil Bredesen"
[5749] "Marsha Blackburn" "Phil Bredesen"
[5751] "Marsha Blackburn" "Sherrod Brown"
[5753] "Jim Renacci" "Claire McCaskill"
[5755] "Josh Hawley" "Jon Tester"
[5757] "Matt Rosendale" "Debbie Stabenow"
[5759] "John James" "Beto O'Rourke"
[5761] "Ted Cruz" "Beto O'Rourke"
[5763] "Ted Cruz" "Kyrsten Sinema"
[5765] "Martha McSally" "Kyrsten Sinema"
[5767] "Martha McSally" "Dianne Feinstein"
[5769] "Kevin de León" "Dianne Feinstein"
[5771] "Kevin de León" "Robert P. Casey Jr."
[5773] "Lou Barletta" "Debbie Stabenow"
[5775] "John James" "Claire McCaskill"
[5777] "Josh Hawley" "Kyrsten Sinema"
[5779] "Martha McSally" "Martin Heinrich"
[5781] "Mick Rich" "Gary Johnson"
[5783] "Jacky S. Rosen" "Dean Heller"
[5785] "Beto O'Rourke" "Ted Cruz"
[5787] "Amy Klobuchar" "Jim Newberger"
[5789] "Dennis Schuller" "Paula M. Overby"
[5791] "Tina Smith" "Karin Housley"
[5793] "Jerry Trooien" "Sarah Wellington"
[5795] "Phil Bredesen" "Marsha Blackburn"
[5797] "Bill Nelson" "Rick Scott"
[5799] "Bill Nelson" "Rick Scott"
[5801] "Bill Nelson" "Rick Scott"
[5803] "Kyrsten Sinema" "Martha McSally"
[5805] "Kyrsten Sinema" "Martha McSally"
[5807] "Phil Bredesen" "Marsha Blackburn"
[5809] "Phil Bredesen" "Marsha Blackburn"
[5811] "Heidi Heitkamp" "Kevin Cramer"
[5813] "Heidi Heitkamp" "Kevin Cramer"
[5815] "Joe Donnelly" "Mike Braun"
[5817] "Lucy M. Brenton" "Joe Donnelly"
[5819] "Mike Braun" "Lucy M. Brenton"
[5821] "Claire McCaskill" "Josh Hawley"
[5823] "Claire McCaskill" "Josh Hawley"
[5825] "Claire McCaskill" "Josh Hawley"
[5827] "Jo Crain" "Japheth R. Campbell"
[5829] "Craig S. O'Dear" "Claire McCaskill"
[5831] "Josh Hawley" "Jo Crain"
[5833] "Japheth R. Campbell" "Craig S. O'Dear"
[5835] "Sherrod Brown" "Jim Renacci"
[5837] "Jacky S. Rosen" "Dean Heller"
[5839] "Barry Michaels" "Timothy Rex Hagan"
[5841] "Kamau Akil Bakari" "Debbie Stabenow"
[5843] "John James" "Bill Nelson"
[5845] "Rick Scott" "Beto O'Rourke"
[5847] "Ted Cruz" "Timothy Michael Kaine"
[5849] "Corey Stewart" "Matt J. Waters"
[5851] "Timothy Michael Kaine" "Corey Stewart"
[5853] "Matt J. Waters" "Timothy Michael Kaine"
[5855] "Corey Stewart" "Amy Klobuchar"
[5857] "Jim Newberger" "Tina Smith"
[5859] "Karin Housley" "Beto O'Rourke"
[5861] "Ted Cruz" "Neal M. Dikeman"
[5863] "Kyrsten Sinema" "Martha McSally"
[5865] "Debbie Stabenow" "John James"
[5867] "Kyrsten Sinema" "Martha McSally"
[5869] "Kyrsten Sinema" "Martha McSally"
[5871] "Adam C. Kokesh" "Sherrod Brown"
[5873] "Jim Renacci" "Bill Nelson"
[5875] "Rick Scott" "Dianne Feinstein"
[5877] "Kevin de León" "Jenny Wilson"
[5879] "Mitt Romney" "Reed C. McCandless"
[5881] "Craig R. Bowden" "Timothy Noel Aalders"
[5883] "Jon Tester" "Matt Rosendale"
[5885] "Rick Breckenridge" "Bill Nelson"
[5887] "Rick Scott" "Bill Nelson"
[5889] "Rick Scott" "Bill Nelson"
[5891] "Rick Scott" "Kirsten E. Gillibrand"
[5893] "Chele Farley" "Mike Espy"
[5895] "Cindy Hyde-Smith" "Chris McDaniel"
[5897] "Joe Donnelly" "Mike Braun"
[5899] "Lucy M. Brenton" "Joe Donnelly"
[5901] "Mike Braun" "Lucy M. Brenton"
[5903] "Joe Donnelly" "Mike Braun"
[5905] "Joe Donnelly" "Mike Braun"
[5907] "Claire McCaskill" "Josh Hawley"
[5909] "Claire McCaskill" "Josh Hawley"
[5911] "Claire McCaskill" "Josh Hawley"
[5913] "Japheth R. Campbell" "Jo Crain"
[5915] "Claire McCaskill" "Josh Hawley"
[5917] "Japheth R. Campbell" "Jo Crain"
[5919] "Phil Bredesen" "Marsha Blackburn"
[5921] "Phil Bredesen" "Marsha Blackburn"
[5923] "Christopher S. Murphy" "Matthew M. Corey"
[5925] "Jenny Wilson" "Mitt Romney"
[5927] "Reed C. McCandless" "Craig R. Bowden"
[5929] "Timothy Noel Aalders" "Joe Manchin, III"
[5931] "Patrick Morrisey" "Robert P. Casey Jr."
[5933] "Lou Barletta" "Dale R. Kerns"
[5935] "Neal Taylor Gale" "Robert P. Casey Jr."
[5937] "Lou Barletta" "Neal Taylor Gale"
[5939] "Dale R. Kerns" "Joe Manchin, III"
[5941] "Patrick Morrisey" "Beto O'Rourke"
[5943] "Ted Cruz" "Timothy Michael Kaine"
[5945] "Corey Stewart" "Tammy Baldwin"
[5947] "Leah Vukmir" "Jon Tester"
[5949] "Matt Rosendale" "Jacky S. Rosen"
[5951] "Dean Heller" "Christopher S. Murphy"
[5953] "Matthew M. Corey" "Amy Klobuchar"
[5955] "Jim Newberger" "Paula M. Overby"
[5957] "Dennis Schuller" "Tina Smith"
[5959] "Karin Housley" "Sarah Wellington"
[5961] "Jerry Trooien" "Bill Nelson"
[5963] "Rick Scott" "Bob Menendez"
[5965] "Bob Hugin" "Tammy Baldwin"
[5967] "Leah Vukmir" "Tammy Baldwin"
[5969] "Leah Vukmir" "Timothy Michael Kaine"
[5971] "Corey Stewart" "Matt J. Waters"
[5973] "Martin Heinrich" "Mick Rich"
[5975] "Gary Johnson" "Debbie Stabenow"
[5977] "John James" "Beto O'Rourke"
[5979] "Ted Cruz" "Robert P. Casey Jr."
[5981] "Lou Barletta" "Bill Nelson"
[5983] "Rick Scott" "Bob Menendez"
[5985] "Bob Hugin" "Murray Sabrin"
[5987] "Robert P. Casey Jr." "Lou Barletta"
[5989] "Debbie Stabenow" "John James"
[5991] "Claire McCaskill" "Josh Hawley"
[5993] "Debbie Stabenow" "John James"
[5995] "Phil Bredesen" "Marsha Blackburn"
[5997] "Amy Klobuchar" "Jim Newberger"
[5999] "Tina Smith" "Karin Housley"
[6001] "Beto O'Rourke" "Ted Cruz"
[6003] "Claire McCaskill" "Josh Hawley"
[6005] "Mike Espy" "Cindy Hyde-Smith"
[6007] "Chris McDaniel" "Mike Espy"
[6009] "Cindy Hyde-Smith" "Mike Espy"
[6011] "Chris McDaniel" "Joe Donnelly"
[6013] "Mike Braun" "Zak Ringelstein"
[6015] "Eric L. Brakey" "Angus S. King Jr."
[6017] "Eric L. Brakey" "Angus S. King Jr."
[6019] "Martin Heinrich" "Mick Rich"
[6021] "Gary Johnson" "Martin Heinrich"
[6023] "Mick Rich" "Gary Johnson"
[6025] "Martin Heinrich" "Gary Johnson"
[6027] "Beto O'Rourke" "Ted Cruz"
[6029] "Martin Heinrich" "Mick Rich"
[6031] "Gary Johnson" "David Baria"
[6033] "Roger F. Wicker" "Shawn R. O'Hara"
[6035] "Danny Bedwell" "Mike Espy"
[6037] "Cindy Hyde-Smith" "Chris McDaniel"
[6039] "Tobey Bartee" "Mike Espy"
[6041] "Cindy Hyde-Smith" "Mike Espy"
[6043] "Chris McDaniel" "Beto O'Rourke"
[6045] "Ted Cruz" "Timothy Michael Kaine"
[6047] "Corey Stewart" "Matt J. Waters"
[6049] "Martin Heinrich" "Gary Johnson"
[6051] "Martin Heinrich" "Mick Rich"
[6053] "Gary Johnson" "Jacky S. Rosen"
[6055] "Dean Heller" "Kamau Akil Bakari"
[6057] "Timothy Rex Hagan" "Barry Michaels"
[6059] "Thomas R. Carper" "Rob Arlett"
[6061] "Tammy Baldwin" "Leah Vukmir"
[6063] "Kyrsten Sinema" "Martha McSally"
[6065] "Kyrsten Sinema" "Kelli Ward"
[6067] "Kyrsten Sinema" "Joe Arpaio"
[6069] "Bill Nelson" "Rick Scott"
[6071] "Beto O'Rourke" "Ted Cruz"
[6073] "Neal M. Dikeman" "Beto O'Rourke"
[6075] "Ted Cruz" "Neal M. Dikeman"
[6077] "Bill Nelson" "Rick Scott"
[6079] "Debbie Stabenow" "John James"
[6081] "Debbie Stabenow" "John James"
[6083] "Tammy Baldwin" "Leah Vukmir"
[6085] "Tina Smith" "Karin Housley"
[6087] "Martin Heinrich" "Mick Rich"
[6089] "Gary Johnson" "Dianne Feinstein"
[6091] "Kevin de León" "Joe Manchin, III"
[6093] "Patrick Morrisey" "Rusty Hollen"
[6095] "Kirsten E. Gillibrand" "Chele Farley"
[6097] "Bill Nelson" "Rick Scott"
[6099] "Phil Bredesen" "Marsha Blackburn"
[6101] "Claire McCaskill" "Josh Hawley"
[6103] "Phil Bredesen" "Marsha Blackburn"
[6105] "Phil Bredesen" "Marsha Blackburn"
[6107] "Jon Tester" "Matt Rosendale"
[6109] "Bob Menendez" "Bob Hugin"
[6111] "Sherrod Brown" "Jim Renacci"
[6113] "Claire McCaskill" "Josh Hawley"
[6115] "Beto O'Rourke" "Ted Cruz"
[6117] "Kyrsten Sinema" "Kelli Ward"
[6119] "Kyrsten Sinema" "Martha McSally"
[6121] "Kyrsten Sinema" "Joe Arpaio"
[6123] "Joe Donnelly" "Mike Braun"
[6125] "Joe Donnelly" "Mike Braun"
[6127] "Joe Donnelly" "Mike Braun"
[6129] "Joe Donnelly" "Mike Braun"
[6131] "Joe Donnelly" "Mike Braun"
[6133] "Joe Donnelly" "Mike Braun"
[6135] "Jon Tester" "Matt Rosendale"
[6137] "Jon Tester" "Matt Rosendale"
[6139] "Jon Tester" "Matt Rosendale"
[6141] "Jon Tester" "Matt Rosendale"
[6143] "Jon Tester" "Matt Rosendale"
[6145] "Jon Tester" "Matt Rosendale"
[6147] "Heidi Heitkamp" "Kevin Cramer"
[6149] "Heidi Heitkamp" "Kevin Cramer"
[6151] "Heidi Heitkamp" "Kevin Cramer"
[6153] "Heidi Heitkamp" "Kevin Cramer"
[6155] "Heidi Heitkamp" "Kevin Cramer"
[6157] "Heidi Heitkamp" "Kevin Cramer"
[6159] "Robert P. Casey Jr." "Lou Barletta"
[6161] "Robert P. Casey Jr." "Lou Barletta"
[6163] "Robert P. Casey Jr." "Lou Barletta"
[6165] "Robert P. Casey Jr." "Lou Barletta"
[6167] "Robert P. Casey Jr." "Lou Barletta"
[6169] "Robert P. Casey Jr." "Lou Barletta"
[6171] "Sherrod Brown" "Jim Renacci"
[6173] "Sherrod Brown" "Jim Renacci"
[6175] "Sherrod Brown" "Jim Renacci"
[6177] "Sherrod Brown" "Jim Renacci"
[6179] "Sherrod Brown" "Jim Renacci"
[6181] "Sherrod Brown" "Jim Renacci"
[6183] "Joe Manchin, III" "Patrick Morrisey"
[6185] "Joe Manchin, III" "Patrick Morrisey"
[6187] "Joe Manchin, III" "Patrick Morrisey"
[6189] "Joe Manchin, III" "Patrick Morrisey"
[6191] "Joe Manchin, III" "Patrick Morrisey"
[6193] "Joe Manchin, III" "Patrick Morrisey"
[6195] "Jacky S. Rosen" "Dean Heller"
[6197] "Jacky S. Rosen" "Dean Heller"
[6199] "Jacky S. Rosen" "Dean Heller"
[6201] "Jacky S. Rosen" "Dean Heller"
[6203] "Jacky S. Rosen" "Dean Heller"
[6205] "Jacky S. Rosen" "Dean Heller"
[6207] "Phil Bredesen" "Marsha Blackburn"
[6209] "Phil Bredesen" "Marsha Blackburn"
[6211] "Phil Bredesen" "Marsha Blackburn"
[6213] "Phil Bredesen" "Marsha Blackburn"
[6215] "Phil Bredesen" "Marsha Blackburn"
[6217] "Phil Bredesen" "Marsha Blackburn"
[6219] "Tammy Baldwin" "Leah Vukmir"
[6221] "Tammy Baldwin" "Leah Vukmir"
[6223] "Tammy Baldwin" "Leah Vukmir"
[6225] "Tammy Baldwin" "Leah Vukmir"
[6227] "Tammy Baldwin" "Leah Vukmir"
[6229] "Tammy Baldwin" "Leah Vukmir"
[6231] "Debbie Stabenow" "John James"
[6233] "Debbie Stabenow" "John James"
[6235] "Debbie Stabenow" "John James"
[6237] "Debbie Stabenow" "John James"
[6239] "Debbie Stabenow" "John James"
[6241] "Debbie Stabenow" "John James"
[6243] "Claire McCaskill" "Josh Hawley"
[6245] "Claire McCaskill" "Josh Hawley"
[6247] "Claire McCaskill" "Josh Hawley"
[6249] "Claire McCaskill" "Josh Hawley"
[6251] "Claire McCaskill" "Josh Hawley"
[6253] "Claire McCaskill" "Josh Hawley"
[6255] "Bill Nelson" "Rick Scott"
[6257] "Bill Nelson" "Rick Scott"
[6259] "Bill Nelson" "Rick Scott"
[6261] "Bill Nelson" "Rick Scott"
[6263] "Bill Nelson" "Rick Scott"
[6265] "Bill Nelson" "Rick Scott"
[6267] "Kyrsten Sinema" "Martha McSally"
[6269] "Kyrsten Sinema" "Kelli Ward"
[6271] "Kyrsten Sinema" "Joe Arpaio"
[6273] "Kyrsten Sinema" "Martha McSally"
[6275] "Kyrsten Sinema" "Martha McSally"
[6277] "Kyrsten Sinema" "Martha McSally"
[6279] "Kyrsten Sinema" "Martha McSally"
[6281] "Kyrsten Sinema" "Martha McSally"
[6283] "Kyrsten Sinema" "Kelli Ward"
[6285] "Kyrsten Sinema" "Kelli Ward"
[6287] "Kyrsten Sinema" "Kelli Ward"
[6289] "Kyrsten Sinema" "Kelli Ward"
[6291] "Kyrsten Sinema" "Kelli Ward"
[6293] "Kyrsten Sinema" "Joe Arpaio"
[6295] "Kyrsten Sinema" "Joe Arpaio"
[6297] "Kyrsten Sinema" "Joe Arpaio"
[6299] "Kyrsten Sinema" "Joe Arpaio"
[6301] "Kyrsten Sinema" "Joe Arpaio"
[6303] "Dianne Feinstein" "Kevin de León"
[6305] "Jacky S. Rosen" "Dean Heller"
[6307] "Amy Klobuchar" "Jim Newberger"
[6309] "Tina Smith" "Karin Housley"
[6311] "Robert P. Casey Jr." "Lou Barletta"
[6313] "Timothy Michael Kaine" "Corey Stewart"
[6315] "Kyrsten Sinema" "Martha McSally"
[6317] "Kyrsten Sinema" "Kelli Ward"
[6319] "Kyrsten Sinema" "Joe Arpaio"
[6321] "Beto O'Rourke" "Ted Cruz"
[6323] "Beto O'Rourke" "Ted Cruz"
[6325] "Kyrsten Sinema" "Kelli Ward"
[6327] "Kyrsten Sinema" "Joe Arpaio"
[6329] "Kyrsten Sinema" "Martha McSally"
[6331] "Kyrsten Sinema" "Martha McSally"
[6333] "Bill Nelson" "Rick Scott"
[6335] "Bill Nelson" "Rick Scott"
[6337] "Sherrod Brown" "Jim Renacci"
[6339] "Kyrsten Sinema" "Joe Arpaio"
[6341] "Kyrsten Sinema" "Martha McSally"
[6343] "Kyrsten Sinema" "Kelli Ward"
[6345] "Bill Nelson" "Rick Scott"
[6347] "Bill Nelson" "Rick Scott"
[6349] "Joe Manchin, III" "Patrick Morrisey"
[6351] "Joe Manchin, III" "Patrick Morrisey"
[6353] "Don Blankenship" "Joe Manchin, III"
[6355] "Patrick Morrisey" "Joe Manchin, III"
[6357] "Patrick Morrisey" "Don Blankenship"
[6359] "Joe Manchin, III" "Patrick Morrisey"
[6361] "Joe Manchin, III" "Patrick Morrisey"
[6363] "Don Blankenship" "Robert P. Casey Jr."
[6365] "Lou Barletta" "Jenny Wilson"
[6367] "Mitt Romney" "Tammy Baldwin"
[6369] "Leah Vukmir" "Beto O'Rourke"
[6371] "Ted Cruz" "Neal M. Dikeman"
[6373] "Dianne Feinstein" "Kevin de León"
[6375] "Dianne Feinstein" "Kevin de León"
[6377] "Martin Heinrich" "Mick Rich"
[6379] "Aubrey Dunn" "Heidi Heitkamp"
[6381] "Kevin Cramer" "Bill Nelson"
[6383] "Rick Scott" "Joe Manchin, III"
[6385] "Patrick Morrisey" "Don Blankenship"
[6387] "Joe Manchin, III" "Patrick Morrisey"
[6389] "Jon Tester" "Matt Rosendale"
[6391] "Claire McCaskill" "Josh Hawley"
[6393] "Elizabeth Ann Warren" "Geoff Diehl"
[6395] "Sherrod Brown" "Jim Renacci"
[6397] "Phil Bredesen" "Marsha Blackburn"
[6399] "Sherrod Brown" "Jim Renacci"
[6401] "Robert P. Casey Jr." "Lou Barletta"
[6403] "Kirsten E. Gillibrand" "Chele Farley"
[6405] "Beto O'Rourke" "Ted Cruz"
[6407] "Sheldon Whitehouse" "Bob Flanders"
[6409] "Bill Nelson" "Rick Scott"
[6411] "Sherrod Brown" "Jim Renacci"
[6413] "Bill Nelson" "Rick Scott"
[6415] "Bill Nelson" "Rick Scott"
[6417] "Timothy Michael Kaine" "Corey Stewart"
[6419] "Beto O'Rourke" "Ted Cruz"
[6421] "Beto O'Rourke" "Ted Cruz"
[6423] "Elizabeth Ann Warren" "Geoff Diehl"
[6425] "Shiva Ayyadurai" "Sherrod Brown"
[6427] "Jim Renacci" "Maria Cantwell"
[6429] "Susan Hutchison" "Joe Manchin, III"
[6431] "Patrick Morrisey" "Joe Manchin, III"
[6433] "Patrick Morrisey" "Don Blankenship"
[6435] "Beto O'Rourke" "Ted Cruz"
[6437] "Beto O'Rourke" "Ted Cruz"
[6439] "Jonathan Jenkins" "Bob Menendez"
[6441] "Bob Hugin" "Joe Manchin, III"
[6443] "Patrick Morrisey" "Joe Manchin, III"
[6445] "Patrick Morrisey" "Joe Manchin, III"
[6447] "Patrick Morrisey" "Rusty Hollen"
[6449] "Joe Donnelly" "Mike Braun"
[6451] "Joe Manchin, III" "Patrick Morrisey"
[6453] "Claire McCaskill" "Josh Hawley"
[6455] "Bill Nelson" "Rick Scott"
[6457] "Bill Nelson" "Rick Scott"
[6459] "Mike Espy" "Cindy Hyde-Smith"
[6461] "Chris McDaniel" "Jason Shelton"
[6463] "Jacky S. Rosen" "Dean Heller"
[6465] "Phil Bredesen" "Marsha Blackburn"
[6467] "Kirsten E. Gillibrand" "Chele Farley"
[6469] "Claire McCaskill" "Josh Hawley"
[6471] "Jacky S. Rosen" "Dean Heller"
[6473] "Phil Bredesen" "Marsha Blackburn"
[6475] "Kyrsten Sinema" "Martha McSally"
[6477] "Kyrsten Sinema" "Kelli Ward"
[6479] "Kyrsten Sinema" "Joe Arpaio"
[6481] "Claire McCaskill" "Josh Hawley"
[6483] "Phil Bredesen" "Marsha Blackburn"
[6485] "Jacky S. Rosen" "Dean Heller"
[6487] "Dianne Feinstein" "Kevin de León"
[6489] "Claire McCaskill" "Josh Hawley"
[6491] "Beto O'Rourke" "Ted Cruz"
[6493] "Mike Espy" "Cindy Hyde-Smith"
[6495] "Mike Espy" "Chris McDaniel"
[6497] "Claire McCaskill" "Josh Hawley"
[6499] "Kirsten E. Gillibrand" "Chele Farley"
[6501] "Robert P. Casey Jr." "Lou Barletta"
[6503] "David Baria" "Roger F. Wicker"
[6505] "Mike Espy" "Cindy Hyde-Smith"
[6507] "Chris McDaniel" "Jason Shelton"
[6509] "Mike Espy" "Cindy Hyde-Smith"
[6511] "Mike Espy" "Chris McDaniel"
[6513] "Kyrsten Sinema" "Martha McSally"
[6515] "Kyrsten Sinema" "Kelli Ward"
[6517] "Kyrsten Sinema" "Joe Arpaio"
[6519] "Bill Nelson" "Rick Scott"
[6521] "Phil Bredesen" "Marsha Blackburn"
[6523] "Bob Menendez" "Bob Hugin"
[6525] "Claire McCaskill" "Josh Hawley"
[6527] "Mike Espy" "Cindy Hyde-Smith"
[6529] "Chris McDaniel" "Phil Bredesen"
[6531] "Marsha Blackburn" "Robert P. Casey Jr."
[6533] "Lou Barletta" "Sherrod Brown"
[6535] "Jim Renacci" "Bill Nelson"
[6537] "Rick Scott" "Elizabeth Ann Warren"
[6539] "Geoff Diehl" "Shiva Ayyadurai"
[6541] "Jacky S. Rosen" "Dean Heller"
[6543] "Robert P. Casey Jr." "Lou Barletta"
[6545] "Phil Bredesen" "Marsha Blackburn"
[6547] "Tammy Baldwin" "Leah Vukmir"
[6549] "Kyrsten Sinema" "Martha McSally"
[6551] "Kirsten E. Gillibrand" "Chele Farley"
[6553] "Bill Nelson" "Rick Scott"
[6555] "Bob Menendez" "Bob Hugin"
[6557] "Sherrod Brown" "Jim Renacci"
[6559] "Claire McCaskill" "Josh Hawley"
[6561] "Bill Nelson" "Rick Scott"
[6563] "Sherrod Brown" "Jim Renacci"
[6565] "Robert P. Casey Jr." "Lou Barletta"
[6567] "Claire McCaskill" "Josh Hawley"
[6569] "Bill Nelson" "Rick Scott"
[6571] "Timothy Michael Kaine" "Corey Stewart"
[6573] "Bill Nelson" "Rick Scott"
[6575] "Bill Nelson" "Rick Scott"
[6577] "Heidi Heitkamp" "Kevin Cramer"
[6579] "Bill Nelson" "Rick Scott"
[6581] "Heidi Heitkamp" "Kevin Cramer"
[6583] "Bill Nelson" "Rick Scott"
[6585] "Phil Bredesen" "Marsha Blackburn"
[6587] "Bill Nelson" "Rick Scott"
[6589] "Bill Nelson" "Rick Scott"
[6591] "Bill Nelson" "Rick Scott"
[6593] "Jane Raybould" "Deb Fischer"
[6595] "Phil Bredesen" "Marsha Blackburn"
[6597] "Debbie Stabenow" "John James"
[6599] "Beto O'Rourke" "Ted Cruz"
[6601] "Jenny Wilson" "Mitt Romney"
[6603] "Bill Nelson" "Rick Scott"
[6605] "Claire McCaskill" "Josh Hawley"
[6607] "Claire McCaskill" "Josh Hawley"
[6609] "Bill Nelson" "Rick Scott"
[6611] "Phil Bredesen" "Marsha Blackburn"
[6613] "Beto O'Rourke" "Ted Cruz"
[6615] "Phil Bredesen" "Marsha Blackburn"
[6617] "Bill Nelson" "Rick Scott"
[6619] "Jenny Wilson" "Mitt Romney"
[6621] "Jane Raybould" "Deb Fischer"
[6623] "Elizabeth Ann Warren" "Geoff Diehl"
[6625] "Kyrsten Sinema" "Martha McSally"
[6627] "Kyrsten Sinema" "Kelli Ward"
[6629] "Kyrsten Sinema" "Martha McSally"
[6631] "Phil Bredesen" "Marsha Blackburn"
[6633] "Claire McCaskill" "Josh Hawley"
[6635] "Joe Manchin, III" "Patrick Morrisey"
[6637] "Timothy Michael Kaine" "Corey Stewart"
[6639] "Timothy Michael Kaine" "Corey Stewart"
[6641] "Jenny Wilson" "Mitt Romney"
[6643] "Joe Manchin, III" "Patrick Morrisey"
[6645] "Claire McCaskill" "Josh Hawley"
[6647] "Claire McCaskill" "Josh Hawley"
[6649] "Claire McCaskill" "Josh Hawley"
[6651] "Jacky S. Rosen" "Dean Heller"
[6653] "Elizabeth Ann Warren" "Geoff Diehl"
[6655] "Beto O'Rourke" "Ted Cruz"
[6657] "Joe Manchin, III" "Patrick Morrisey"
j Position Creating
Note: assignment is inherently “inplace” with :=
numeric_grade num_grade_sq
<num> <num>
1: 0.7 0.49
2: 0.7 0.49
3: 2.6 6.76
4: 2.6 6.76
5: 2.0 4.00
---
6654: 2.8 7.84
6655: NA NA
6656: NA NA
6657: NA NA
6658: NA NA
i and j Together
[1] 1779472by
cycle total_sample_size N
<num> <num> <int>
1: 2022 1779472 2083
2: 2020 NA 2559
3: 2018 NA 2016Exercise: data.table Exploration
- Compute the total sample size for only the 2018 and 2020 cycles (hint: use
iandby, and drop the nulls) - Use chaining to filter to only candidates with more than 20 distinct polls
Solutions: Exercise 1
cycle total_sample_size N
<num> <num> <int>
1: 2020 2123541 2559
2: 2018 1705153 2016Solutions: Exercise 2
candidate_name polls
<char> <int>
1: Raphael Warnock 166
2: Herschel Junior Walker 88
3: Mark Kelly 170
4: Blake Masters 58
5: Marc Victor 29
6: Catherine Cortez Masto 48
7: Adam Paul Laxalt 48
8: John Fetterman 60
9: Mehmet Oz 58
10: Chase Oliver 35
11: Mandela Barnes 32
12: Ron Johnson 33
13: Tim Ryan 52
14: JD Vance 52
15: Michael Bennet 23
16: Maggie Hassan 36
17: Donald C. Bolduc 39
18: Cheri Beasley 37
19: Ted Budd 37
20: Val Demings 52
21: Marco Rubio 52
22: Shannon W. Bray 49
23: Patty Murray 27
24: Tiffany Smiley 27
25: Mike Lee 23
26: Evan McMullin 23
27: Kelly Loeffler 83
28: Doug Collins 53
29: Jon Ossoff 85
30: David A. Perdue 85
31: Theresa Greenfield 39
32: Joni K. Ernst 41
33: Jaime Harrison 36
34: Lindsey Graham 36
35: Sara I. Gideon 29
36: Susan M. Collins 29
37: Martha McSally 162
38: Cal Cunningham 118
39: Thomas Roland Tillis 119
40: Mary Jennings Hegar 48
41: John Cornyn 51
42: Shane Hazel 21
43: Ed Tarver 45
44: Matt Lieberman 51
45: Gary C. Peters 117
46: John James 146
47: Tina Smith 36
48: Jason Lewis 23
49: John Wright Hickenlooper 25
50: Cory Gardner 26
51: Kevin Eugene Hayes 28
52: Mike Espy 21
53: Cindy Hyde-Smith 21
54: Jeanne Shaheen 24
55: Beto O'Rourke 45
56: Debbie Stabenow 29
57: Bill Nelson 90
58: Rick Scott 90
59: Kyrsten Sinema 52
60: Ted Cruz 41
61: Jacky S. Rosen 33
62: Dean Heller 33
63: Joe Donnelly 27
64: Mike Braun 27
65: Claire McCaskill 50
66: Josh Hawley 50
67: Jon Tester 25
68: Matt Rosendale 25
69: Bob Menendez 21
70: Bob Hugin 21
71: Sherrod Brown 25
72: Jim Renacci 25
73: Joe Manchin, III 25
74: Patrick Morrisey 25
75: Phil Bredesen 38
76: Marsha Blackburn 38
candidate_name pollsreticulate
Background
- R and python have different strengths
- Often used together
- Would be nice to leverage the strengths of python in R
The reticulated python is a species of python found in Southeast Asia. They are the world’s longest snakes and longest reptiles…The specific name, reticulatus, is Latin meaning “net-like”, or reticulated, and is a reference to the complex colour pattern.1
Example
Let’s create a python script with a data import function:
Using the Function
poll_id pollster_id pollster sponsor_ids sponsors
1 81762 1250 Trafalgar Group <NA> <NA>
2 81762 1250 Trafalgar Group <NA> <NA>
3 81760 1515 Data for Progress <NA> <NA>
4 81760 1515 Data for Progress <NA> <NA>
5 81759 235 InsiderAdvantage 195 Fox 5 Atlanta
6 81759 235 InsiderAdvantage 195 Fox 5 Atlanta
display_name pollster_rating_id pollster_rating_name numeric_grade
1 Trafalgar Group 338 Trafalgar Group 0.7
2 Trafalgar Group 338 Trafalgar Group 0.7
3 Data for Progress 522 Data for Progress 2.6
4 Data for Progress 522 Data for Progress 2.6
5 InsiderAdvantage 243 InsiderAdvantage 2.0
6 InsiderAdvantage 243 InsiderAdvantage 2.0
pollscore methodology transparency_score state
1 0.6 IVR/Live Phone/Text/Online Panel/Email 1 Georgia
2 0.6 IVR/Live Phone/Text/Online Panel/Email 1 Georgia
3 -1.2 IVR/Live Phone/Online Panel/Text-to-Web 6 Georgia
4 -1.2 IVR/Live Phone/Online Panel/Text-to-Web 6 Georgia
5 -0.3 Text 5 Georgia
6 -0.3 Text 5 Georgia
start_date end_date sponsor_candidate_id sponsor_candidate
1 12/3/22 12/5/22 NaN <NA>
2 12/3/22 12/5/22 NaN <NA>
3 12/1/22 12/5/22 NaN <NA>
4 12/1/22 12/5/22 NaN <NA>
5 12/4/22 12/4/22 NaN <NA>
6 12/4/22 12/4/22 NaN <NA>
sponsor_candidate_party endorsed_candidate_id endorsed_candidate_name
1 <NA> NaN NaN
2 <NA> NaN NaN
3 <NA> NaN NaN
4 <NA> NaN NaN
5 <NA> NaN NaN
6 <NA> NaN NaN
endorsed_candidate_party question_id sample_size population subpopulation
1 NaN 165972 1099 lv NaN
2 NaN 165972 1099 lv NaN
3 NaN 165968 1229 lv NaN
4 NaN 165968 1229 lv NaN
5 NaN 165967 750 lv NaN
6 NaN 165967 750 lv NaN
population_full tracking created_at notes
1 lv NaN 12/6/22 08:58 <NA>
2 lv NaN 12/6/22 08:58 <NA>
3 lv NaN 12/5/22 20:44 <NA>
4 lv NaN 12/5/22 20:44 <NA>
5 lv NaN 12/5/22 14:05 <NA>
6 lv NaN 12/5/22 14:05 <NA>
url
1 https://www.thetrafalgargroup.org/news/ga-sen-ro-1205/
2 https://www.thetrafalgargroup.org/news/ga-sen-ro-1205/
3 https://www.filesforprogress.org/datasets/2022/12/dfp_ga_runoff_tabs.pdf
4 https://www.filesforprogress.org/datasets/2022/12/dfp_ga_runoff_tabs.pdf
5 https://insideradvantage.com/2022/12/05/breaking-insideradvantagefox-5-survey-warnock-holds-slim-lead-over-walker/
6 https://insideradvantage.com/2022/12/05/breaking-insideradvantagefox-5-survey-warnock-holds-slim-lead-over-walker/
url_article
1 https://www.thetrafalgargroup.org/news/ga-sen-ro-1205/
2 https://www.thetrafalgargroup.org/news/ga-sen-ro-1205/
3 <NA>
4 <NA>
5 https://insideradvantage.com/2022/12/05/breaking-insideradvantagefox-5-survey-warnock-holds-slim-lead-over-walker/
6 https://insideradvantage.com/2022/12/05/breaking-insideradvantagefox-5-survey-warnock-holds-slim-lead-over-walker/
url_topline
1 https://www.thetrafalgargroup.org/wp-content/uploads/2022/12/GA-Runoff-Poll-Report-1205.pdf
2 https://www.thetrafalgargroup.org/wp-content/uploads/2022/12/GA-Runoff-Poll-Report-1205.pdf
3 <NA>
4 <NA>
5 <NA>
6 <NA>
url_crosstab
1 <NA>
2 <NA>
3 https://www.filesforprogress.org/datasets/2022/12/dfp_ga_runoff_tabs.pdf
4 https://www.filesforprogress.org/datasets/2022/12/dfp_ga_runoff_tabs.pdf
5 https://insideradvantage.com/wp-content/uploads/2022/12/Insider-Advantage-Georgia-runoff-poll-12.4.22.pdf
6 https://insideradvantage.com/wp-content/uploads/2022/12/Insider-Advantage-Georgia-runoff-poll-12.4.22.pdf
source internal partisan race_id cycle office_type seat_number seat_name
1 <NA> NaN REP 9552 2022 U.S. Senate 2 Class III
2 <NA> NaN REP 9552 2022 U.S. Senate 2 Class III
3 <NA> FALSE <NA> 9552 2022 U.S. Senate 2 Class III
4 <NA> FALSE <NA> 9552 2022 U.S. Senate 2 Class III
5 <NA> NaN <NA> 9552 2022 U.S. Senate 2 Class III
6 <NA> NaN <NA> 9552 2022 U.S. Senate 2 Class III
election_date stage nationwide_batch ranked_choice_reallocated
1 12/6/22 runoff FALSE FALSE
2 12/6/22 runoff FALSE FALSE
3 12/6/22 runoff FALSE FALSE
4 12/6/22 runoff FALSE FALSE
5 12/6/22 runoff FALSE FALSE
6 12/6/22 runoff FALSE FALSE
ranked_choice_round party answer candidate_id candidate_name pct
1 NaN DEM Warnock 19086 Raphael Warnock 51.1
2 NaN REP Walker 19088 Herschel Junior Walker 47.4
3 NaN DEM Warnock 19086 Raphael Warnock 51.0
4 NaN REP Walker 19088 Herschel Junior Walker 49.0
5 NaN DEM Warnock 19086 Raphael Warnock 50.5
6 NaN REP Walker 19088 Herschel Junior Walker 48.4Using Modules
poll_id pollster_id pollster_rating_id numeric_grade pollscore
count 6658.00 6658.0000 6658.0000 6184.0000000 6408.0000000
mean 68500.72 1039.7792 312.0406 2.1130336 -0.3522316
std 10091.44 514.2321 189.4975 0.6905299 0.6419190
min 52596.00 23.0000 3.0000 0.5000000 -1.5000000
25% 56628.25 460.0000 155.0000 1.5000000 -0.9000000
50% 70109.50 1205.0000 279.0000 2.1000000 -0.3000000
75% 79077.00 1473.0000 449.0000 2.8000000 0.1000000
max 81780.00 1888.0000 861.0000 3.0000000 1.8000000
transparency_score sponsor_candidate_id endorsed_candidate_id
count 4003.000000 342.000 0
mean 5.944667 16361.547 NaN
std 2.618505 5939.332 NaN
min 0.000000 10441.000 NaN
25% 4.000000 13454.000 NaN
50% 6.000000 13669.000 NaN
75% 8.000000 18873.000 NaN
max 10.000000 30694.000 NaN
endorsed_candidate_name endorsed_candidate_party question_id sample_size
count 0 0 6658.00 6648.0000
mean NaN NaN 126906.79 843.5869
std NaN NaN 28563.12 416.2887
min NaN NaN 83156.00 169.0000
25% NaN NaN 91196.00 600.0000
50% NaN NaN 130674.00 782.0000
75% NaN NaN 156127.00 1000.0000
max NaN NaN 166103.00 5778.0000
subpopulation race_id cycle seat_number ranked_choice_round
count 0 6658.000 6658.000000 6658.0000000 189.0000000
mean NaN 5393.404 2020.020126 1.0726945 1.7883598
std NaN 3612.356 1.569257 0.9974292 0.9153955
min NaN 96.000 2018.000000 0.0000000 1.0000000
25% NaN 121.000 2018.000000 0.0000000 1.0000000
50% NaN 6283.500 2020.000000 2.0000000 1.0000000
75% NaN 8924.000 2022.000000 2.0000000 3.0000000
max NaN 9552.000 2022.000000 2.0000000 3.0000000
candidate_id pct
count 6658.000 6658.00000
mean 16856.602 37.48254
std 6363.368 16.19858
min 11125.000 0.00000
25% 12414.000 35.00000
50% 13612.000 43.83500
75% 19168.000 48.00000
max 30798.000 75.00000Quarto/RMarkdown Functionality
The following is a python chunk, but one that has access to variables created in R chunks with r. prefixes
poll_id
0 81762.0
1 81762.0
2 81760.0
3 81760.0
4 81759.0
... ...
6653 53946.0
6654 52630.0
6655 52630.0
6656 52643.0
6657 52643.0
[6658 rows x 1 columns]Parallel Computing
Setup
To do parallel computing in R, we’ll use the parallel and doParallel packages:
Problem
- Let’s say we have some sort of a root-finding problem of a non-linear function.
- For example, for given \(a,b\), we want to find \(x\) such that
\[ \log(ax) = bx \]
To solve in R, we use uniroot, which requires we define a function:
[1] 0uniroot
We can then solve the problem using uniroot
$root
[1] 0.9999993
$f.root
[1] -7.313058e-07
$iter
[1] 8
$init.it
[1] NA
$estim.prec
[1] 6.103516e-05Issue
-
unirootis not vectorized - As a result, if we have to solve a lot of problems, this will be slow
Writing uniroot Wrapper
[1] 0.1485971 0.2038873Larger Problem
To make this more interesting, let’s solve a lot of problems
Basic Timing
user system elapsed
2.679 0.011 2.699 Timing
Timing
Parallelization
This problem is “embarassingly parallel”
- No communication needed between workers
- Implies we should parallelize for big time gains
To do this, we’ll set up a cluster, and then ask it to do our sapply function
Creating a Cluster
user system elapsed
9.270 1.087 10.907 Why Isn’t This Faster?
- The overhead outweighs the time gains
- If the problems that you’re solving are sufficiently simple, no point in parallelizing
Slow Function Example
Sequential Execution
user system elapsed
0.008 0.010 60.233 Parallel Execution
user system elapsed
0.020 0.016 10.039 Comparison
[1] 0.354436920 0.404325740 0.838860289 0.309049028 0.829054232 0.491206911
[7] 0.996420394 0.473326881 0.343622318 0.005036086 0.242904235 0.086066954
[13] 0.133522368 0.530177132 0.258205231 0.653697726 0.344520555 0.102308789
[19] 0.200173676 0.472875386 0.756812440 0.840211233 0.411764530 0.011822867
[25] 0.365562576 0.215658898 0.844589788 0.840390374 0.474421940 0.086366323
[31] 0.345038141 0.127689291 0.164185036 0.857654904 0.562194482 0.198694237
[37] 0.089464720 0.581045571 0.846848851 0.135043275 0.717291470 0.712106313
[43] 0.501429287 0.398383191 0.817219457 0.008899950 0.529515285 0.389536633
[49] 0.674451126 0.765454782 0.177267539 0.171454973 0.597249573 0.866886988
[55] 0.560226163 0.696262591 0.102302850 0.712901350 0.777225845 0.684739355 [1] 0.06660201 0.06660201 0.06660201 0.06660201 0.06660201 0.06660201
[7] 0.62791686 0.62791686 0.62791686 0.62791686 0.62791686 0.62791686
[13] 0.11752456 0.11752456 0.11752456 0.11752456 0.11752456 0.11752456
[19] 0.43923356 0.43923356 0.43923356 0.43923356 0.43923356 0.43923356
[25] 0.23469940 0.23469940 0.23469940 0.23469940 0.23469940 0.23469940
[31] 0.39716634 0.39716634 0.39716634 0.39716634 0.39716634 0.39716634
[37] 0.37335617 0.37335617 0.37335617 0.37335617 0.37335617 0.37335617
[43] 0.80857954 0.80857954 0.80857954 0.80857954 0.80857954 0.80857954
[49] 0.64178663 0.64178663 0.64178663 0.64178663 0.64178663 0.64178663
[55] 0.83491053 0.83491053 0.83491053 0.83491053 0.83491053 0.83491053Parallel Execution NB
Warning
If you need to compare parallel and non-parallel code that involves setting a seed, you need to be careful! See, e.g., doRNG
Stop Clusters
If you make a cluster, you should stop it once it finishes its job
