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Restructures. adds TimeSlice, ClearDupes and more comments.

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Michael Beck 2023-06-21 19:07:07 +02:00
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collect.py
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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
'''
Created on Tue Jun 6 11:40:07 2023
Created on Thu Jun 8 01:08:21 2023
@author: michael
@author: Michael
Following files are necessary:
config.py
Used to configure everything that's needed for this script.
funs/TimeSlice.py
Function get_Tslices slices the defined timespan in config.py into N
slices. Is necessary due to possible blocking of requests by twitter.
The script will slepp for 1 second after each slice that was scraped.
funs/ClearDupes.py
Function deDupe reads each line of inFile and removes duplicate lines.
A file outFile is saved without the duplicate lines. Generates
"keywords.txt".
data/keywords-raw.txt
Contains all keywords that are used to detect whether a tweet contains
information about Covid19.
data/senators-raw.csv
Contains the senator dataset converted to csv. Is used to get the
account-names of all senators twitter accounts.
Requirements:
- snscrape 0.6.2.20230321+
- pandas 2.0+
The script will first import needed libraries.
This script uses snscrape Version 0.6.2.20230321.dev50+g0d824ab which is
included in 'snscrape/' as a git repository for better reproducibility. Earlier
versions of snscrape will most likely fail to scrape all tweets because of
certain rate limits or other errors that may occur.
config.py will check whether snscrape is already installed. If not, it will try
to install the included version automatically.
How to use:
- To run the script, first adjust the config.py file.
- config.py will check whether snscrape is already installed. If not, it will try
to install the included version automatically.
- run the script
- The whole script is expected to run without error messages except the
following:
'Stopping after 20 empty pages': indicates that no more tweets were found and
that the script skips to the next slice/account.
'return empty in {twitter-handle}-sliceX - from XX to XX': no tweets were
found in that specific time range for that specific twitter account.
The script will scrape tweets for all senators in 'data/senators-raw.csv'
sliced in 6 time periods (to bypass twitters limitations). It will check whether
a tweet contains any of the keywords in 'data/keywords.txt' and add an indicator
in the datafile. It will then join all slices and create 'ALL-SENATORS.csv'
which is the final output.
'''
import os
import tweepy
import pandas as pd
import numpy as np
import glob
import time
## Setup directories
# WD Michael
wd = '/home/michael/Documents/PS/Data/collectTweets/'
## Import other files
from config import *
import snscrape.modules.twitter as sntwitter
from funs.TimeSlice import get_Tslices
from funs.ClearDupes import deDupe
# WD Server
# wd = '/home/yunohost.multimedia/polsoc/Politics & Society/TweetCollection'
## Create List of time-period-slices
time_slices = get_Tslices(ts_beg, ts_end, no_slices)
# Print slices
print('Time-period-slices:')
for slice in time_slices:
print(slice['suffix'] + ': ' + slice['beg_time'] + ' - ' + slice['end_time'])
# WD Josie
# wd = '/home/michael/Documents/PS/Data/'
# WD Sam
# wd = '/home/michael/Documents/PS/Data/'
# Tweet-datafile directory
td = 'data/tweets/'
os.chdir(wd)
## Setup Api-connection
bearer_token = 'AAAAAAAAAAAAAAAAAAAAAMVDlQEAAAAAal9f5uZrM12CVPA4f4jr4mGH5Oc%3DuTg1Vd0YKYMwraA7ibX6LiGyd337OXkm3JwudEX7vatruswmoc'
client = tweepy.Client(bearer_token, return_type = dict, wait_on_rate_limit = True)
# Define time period of interest
# Define time periods of interest
time_slices = [
{
'start_time': '2020-01-01T00:00:00Z',
'end_time': '2020-06-01T00:00:00Z',
'suffix': '-slice1'
},
{
'start_time': '2020-06-01T00:00:01Z',
'end_time': '2021-01-01T00:00:00Z',
'suffix': '-slice2'
},
{
'start_time': '2021-01-01T00:00:01Z',
'end_time': '2021-06-01T00:00:00Z',
'suffix': '-slice3'
},
{
'start_time': '2021-06-01T00:00:01Z',
'end_time': '2023-01-03T00:00:00Z',
'suffix': '-slice4'
}
]
# gather keywords @chenTrackingSocialMedia2020
# line80 ff: lamsalCoronavirusCOVID19Tweets2020
# Initialize the keywords list
## Keywords
keywords = []
# Remove duplicate Keywords and save all non-duplicates to 'data/keywords.txt'
deDupe('data/keywords-raw.txt', 'data/keywords.txt')
# Read the keywords from a file
with open('data/keywords.txt', 'r') as file:
lines = file.readlines()
@ -72,42 +81,21 @@ with open('data/keywords.txt', 'r') as file:
keyword = line.strip() # Remove the newline character
keywords.append(keyword)
tweet_fields = [
'id',
'text',
'attachments',
'author_id',
'context_annotations',
'conversation_id',
'created_at',
'entities',
'geo',
'lang',
'possibly_sensitive',
'public_metrics',
'referenced_tweets',
'reply_settings',
'source',
'withheld',
]
## Senator Accounts
# Get accounts & alt-accounts from Senators-Datafile
accounts = pd.read_csv('data/senators-raw.csv')['twitter_handle'].tolist()
alt_accounts = pd.read_csv('data/senators-raw.csv')['alt_handle'].tolist()
print(accounts)
print(alt_accounts)
## Scraping
# Iterate over each Twitter account
for handle in accounts:
# Iterate over each time slice
for slice_data in time_slices:
# define slice data variables from time_slices
start_time = slice_data['start_time']
end_time = slice_data['end_time']
ts_beg = slice_data['beg_time']
ts_end = slice_data['end_time']
suffix = slice_data['suffix']
# define tweepy query with twitter handle of current sen
query = f'from:{handle} -is:retweet'
# create empty tweetlist that will be filled with tweets of current sen
tweetlist = []
@ -115,121 +103,117 @@ for handle in accounts:
msg = f'trying to fetch tweets for {handle}{suffix}'
print(msg)
# Fetch tweets using tweepy Twitter API v2 pagination with retry mechanism
max_attempts = 3 # maximum number of attempts to fetch tweets for a slice
attempt = 1
while attempt <= max_attempts:
try:
tweets = tweepy.Paginator(client.search_all_tweets,
query=query,
tweet_fields=tweet_fields,
start_time=start_time,
end_time=end_time,
max_results=20).flatten(20)
# for each tweet returned...
for tweet in tweets:
# ... add that tweet to tweetlist
tweetlist.append(tweet)
break # exit the retry loop if tweets are successfully fetched
except tweepy.TweepError as e:
# handle rate limit exceeded error
if e.response.status_code == 429:
# get the rate limit reset time from the response headers
reset_time = int(e.response.headers['x-rate-limit-reset'])
current_time = int(time.time())
# calculate the sleep time until the rate limit resets
sleep_time = reset_time - current_time + 1 # add an extra second
# sleep until the rate limit resets
time.sleep(sleep_time)
attempt += 1 # increment the attempt counter
continue # retry the API call
else:
# handle other types of Tweepy errors
print(f'Error occurred: {e}')
break
# Snscrape query:
query = f'from:{handle} since:{ts_beg} until:{ts_end}'
for i,tweet in enumerate(sntwitter.TwitterSearchScraper(query).get_items()):
if i>maxTweets:
break
tweetlist.append([
tweet.id,
tweet.user.id,
tweet.user.username,
tweet.user.verified,
tweet.user.created,
tweet.user.favouritesCount,
tweet.user.followersCount,
tweet.user.friendsCount,
tweet.user.url,
tweet.rawContent,
tweet.renderedContent,
tweet.cashtags,
tweet.coordinates,
tweet.hashtags,
tweet.inReplyToTweetId,
tweet.inReplyToUser,
tweet.media,
tweet.mentionedUsers,
tweet.links,
tweet.place,
tweet.quotedTweet,
tweet.retweetedTweet,
tweet.sourceLabel,
tweet.sourceUrl,
tweet.url,
tweet.date,
tweet.replyCount,
tweet.retweetCount,
tweet.likeCount,
tweet.quoteCount,
tweet.conversationId,
tweet.lang,
tweet.source
])
# Check if no tweets fetched for the current time slice. If there are no tweets, skip to next time_slices loop iteration
if len(tweetlist) == 0:
msg = f'return empty in {handle}{suffix} - from {start_time} to {end_time}'
msg = f'return empty in {handle}{suffix} - from {ts_beg} to {ts_end}'
print(msg)
continue
# convert to dataframe
tweet_df = pd.DataFrame(tweetlist)
# add handle column as api only provides user-ids
tweet_df['handle'] = handle
## Extract referenced_tweet info from column
tweet_df['referenced_tweet_type'] = None
tweet_df['referenced_tweet_id'] = None
# if cond. because in some cases column doesn't exist
if 'referenced_tweets' in tweet_df.columns:
for index, row in tweet_df.iterrows():
referenced_tweets = row['referenced_tweets']
if isinstance(referenced_tweets, list) and len(referenced_tweets) > 0:
referenced_tweet = referenced_tweets[0]
referenced_tweet_type = referenced_tweet['type']
referenced_tweet_id = referenced_tweet['id']
tweet_df.at[index, 'referenced_tweet_type'] = referenced_tweet_type
tweet_df.at[index, 'referenced_tweet_id'] = referenced_tweet_id
tweet_df = pd.DataFrame(tweetlist, columns=[
'id',
'user.id',
'user.username',
'user.verified',
'user.created',
'user.favouritesCount',
'user.followersCount',
'user.friendsCount',
'user.url',
'rawContent',
'renderedContent',
'cashtags',
'coordinates',
'hashtags',
'inReplyToTweetId',
'inReplyToUser',
'media',
'mentionedUsers',
'links',
'place',
'quotedTweet',
'retweetedTweet',
'sourceLabel',
'sourceUrl',
'url',
'date',
'replyCount',
'retweetCount',
'likeCount',
'quoteCount',
'conversationId',
'lang',
'source'])
## Check if tweet-text contains keyword
# if cond. because in some cases column doesn't exist
if 'text' in tweet_df.columns:
tweet_df['contains_keyword'] = (tweet_df['text'].str.findall('|'.join(keywords))
tweet_df['contains_keyword'] = ''
tweet_df['contains_keyword'] = (tweet_df['rawContent'].str.findall('|'.join(keywords))
.str.join(',')
.replace('', 'none'))
## Save two versions of the dataset, one with all fields and one without dict fields
# define filepaths
csv_path = f'data/tweets/{handle}{suffix}.csv'
csv_path2 = f'data/tweets/{handle}{suffix}-LONG.csv'
# save LONG csv
tweet_df.to_csv(csv_path2)
# Remove 'context_annotations', 'entities' and 'referenced_tweets' columns for short csv files
# if cond. because in some cases column doesn't exist
if all(k in tweet_df for k in ('context_annotations', 'entities', 'referenced_tweets')):
tweet_df = tweet_df.drop(['context_annotations', 'entities', 'referenced_tweets'], axis=1)
csv_path = f'data/tweets/T{handle}{suffix}.csv'
# save short csv
tweet_df.to_csv(csv_path)
# sleep 1 second to not exceed the API rate limit
# sleep 1 second to not get blocked because of excessive requests
time.sleep(1)
# Merge CSV-Files
# (it would also have been a possibility to build a dataframe with all senators' tweets but i found the other way around more useful)
path_to_tweetdfs = wd + td
## Merge CSV-Files to file_alltweets
# fastest way is to save the slices seperately and then add every file to the output instead of using pandas or anything else.
os.chdir(path_to_tweetdfs)
tweetfiles = glob.glob('*.{}'.format('csv'))
print(tweetfiles)
# save merged csv as two files
df_all_senators = pd.DataFrame()
df_all_senators_long = pd.DataFrame()
for file in tweetfiles:
if 'LONG' in file:
df = pd.read_csv(file)
df_all_senators_long = pd.concat([df, df_all_senators_long])
else:
df = pd.read_csv(file)
df_all_senators = pd.concat([df, df_all_senators])
csv_path = td + 'ALL-SENATORS.csv'
csv_path2 = td + 'ALL-SENATORS-LONG-LONG.csv'
df_all_senators.to_csv(csv_path)
df_all_senators_long.to_csv(csv_path2)
tweetfiles = glob.glob('*.{}'.format('csv')) # get list of all csv files in folder
# check if file_alltweets (previously scraped tweets that have been merged into one file) exists, if it exists, remove from list to not include it in the following merge
if file_alltweets in tweetfiles:
tweetfiles.remove(file_alltweets)
# Go through all csv files and merge them into file_alltweets
with open(file_alltweets,"wb") as fout:
# first file (because of the header):
with open(tweetfiles[0], "rb") as f:
fout.write(f.read())
# other files without the header:
for file in tweetfiles[1:]:
with open(file, "rb") as f:
next(f) # skip the header
fout.write(f.read())
os.chdir(wd)

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config.py Normal file
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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
'''
Created on Wed Jun 21 13:58:42 2023
@author: michael
'''
## Setup directories
# WD Michael
wd = '/home/michael/Documents/PS/Data/collectTweets/'
# WD Server
# wd = '/home/yunohost.multimedia/polsoc/Politics & Society/TweetCollection/'
# Tweet-datafile output directory
td = 'data/tweets/'
# Name of file that all tweets will be written to
file_alltweets = 'ALL-SENATORS-TWEETS.csv'
path_to_tweetdfs = wd + td
## Define Timespan
# Format: %Y-%m-%dT%H:%M:%SZ (https://docs.python.org/3/library/datetime.html#strftime-and-strptime-format-codes)
ts_beg = '2020-01-01T00:00:00Z' # start of scraping
ts_end = '2023-01-03T00:00:00Z' # end of straping
no_slices = 24 # Number of slices / time periods.
# Maximum tweets to be scraped by snscrape. Can be left untouched.
maxTweets = 5000
## Install snscrape from local git repo to make shure that it fits the used version.
# If snscrape is already installed, uncomment the following lines:
'''
import subprocess
os.chdir('snscrape/')
subprocess.check_call([sys.executable, '-m', 'pip', 'install', '-e', '.'])
os.chdir(wd)
'''

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data/keywords-raw.txt Normal file
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@ -0,0 +1,173 @@
Coronavirus
Koronavirus
Corona
CDC
Wuhancoronavirus
Wuhanlockdown
Ncov
Wuhan
N95
Kungflu
Epidemic
outbreak
Sinophobia
China
covid-19
corona virus
covid
covid19
sars-cov-2
COVIDー19
COVD
pandemic
coronapocalypse
canceleverything
Coronials
SocialDistancingNow
Social Distancing
SocialDistancing
panicbuy
panic buy
panicbuying
panic buying
14DayQuarantine
DuringMy14DayQuarantine
panic shop
panic shopping
panicshop
InMyQuarantineSurvivalKit
panic-buy
panic-shop
coronakindness
quarantinelife
chinese virus
chinesevirus
stayhomechallenge
stay home challenge
sflockdown
DontBeASpreader
lockdown
lock down
shelteringinplace
sheltering in place
staysafestayhome
stay safe stay home
trumppandemic
trump pandemic
flattenthecurve
flatten the curve
china virus
chinavirus
quarentinelife
PPEshortage
saferathome
stayathome
stay at home
stay home
stayhome
GetMePPE
covidiot
epitwitter
pandemie
wear a mask
wearamask
kung flu
covididiot
COVID__19
omicron
variant
vaccine
travel ban
corona
corona
coronavirus
coronavirus
covid
covid
covid19
covid19
covid-19
covid-19
sarscov2
sarscov2
sars cov2
sars cov 2
covid_19
covid_19
ncov
ncov
ncov2019
ncov2019
2019-ncov
2019-ncov
pandemic
pandemic 2019ncov
2019ncov
quarantine
quarantine
flatten the curve
flattening the curve
flatteningthecurve
flattenthecurve
hand sanitizer
handsanitizer
lockdown
lockdown
social distancing
socialdistancing
work from home
workfromhome
working from home
workingfromhome
ppe
n95
ppe
n95
covidiots
covidiots
herd immunity
herdimmunity
pneumonia
pneumonia
chinese virus
chinesevirus
wuhan virus
wuhanvirus
kung flu
kungflu
wearamask
wearamask
wear a mask
vaccine
vaccines
vaccine
vaccines
corona vaccine
corona vaccines
coronavaccine
coronavaccines
face shield
faceshield
face shields
faceshields
health worker
healthworker
health workers
healthworkers
stayhomestaysafe
coronaupdate
frontlineheroes
coronawarriors
homeschool
homeschooling
hometasking
masks4all
wfh
wash ur hands
wash your hands
washurhands
washyourhands
stayathome
stayhome
selfisolating
self isolating

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data/keywords.txt
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@ -79,40 +79,22 @@ variant
vaccine
travel ban
corona
corona
coronavirus
coronavirus
covid
covid
covid19
covid19
covid-19
covid-19
sarscov2
sarscov2
sars cov2
sars cov 2
covid_19
covid_19
ncov
ncov
ncov2019
ncov2019
2019-ncov
2019-ncov
pandemic
pandemic 2019ncov
2019ncov
quarantine
quarantine
flatten the curve
flattening the curve
flatteningthecurve
flattenthecurve
hand sanitizer
handsanitizer
lockdown
lockdown
social distancing
socialdistancing
work from home
@ -121,26 +103,13 @@ working from home
workingfromhome
ppe
n95
ppe
n95
covidiots
covidiots
herd immunity
herdimmunity
pneumonia
pneumonia
chinese virus
chinesevirus
wuhan virus
wuhanvirus
kung flu
kungflu
wearamask
wearamask
wear a mask
vaccine
vaccines
vaccine
vaccines
corona vaccine
corona vaccines
@ -167,7 +136,5 @@ wash ur hands
wash your hands
washurhands
washyourhands
stayathome
stayhome
selfisolating
self isolating

225
data/senators-raw.csv
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@ -1,113 +1,112 @@
name,id,state,state_short,party,class,website_url,twitter_url,twitter_handle,start_serving,end_serving,not_in_office,time_in_office,last_senate,ideology,date_of_birth,bioguide_link,female, ,edu_level,edu_information,occup_level,alt_account,alt_handle,alt_handle,next_closest_share,election_year,share_of_votes_source,
"Alexander, Andrew L., Jr.",1,Tennessee,TN,Republican,,N/A,https://twitter.com/SenAlexander,SenAlexander,01/07/2003,01/03/2021,1,18.0027397260274,116,0.681815808318192,07/03/1940,https://bioguide.congress.gov/search/bio/A000360,0,White,8,J.D.; New York Univeristy; 1965,lawyer ,https://twitter.com/LamarAlexander ,LamarAlexander ,61.9,31.8,2014,https://www.politico.com/2014-election/general/results/map/senate/,
"Enzi, Mike",2,Wyoming,WY,Republican,,N/A,https://twitter.com/senatorenzi?lang=zh-Hant ,SenatorEnzi,01/03/1997,01/03/2021,1,24,116,0.719285383539398,02/01/1944,https://bioguide.congress.gov/search/bio/E000285,0,White,7,M.B.A.; Retail Marketing; Denver University; 1968,Accountant,N/A,,72.3,17.6,2014,https://www.politico.com/2014-election/general/results/map/senate/,
"Gardner, Cory",3,Colorado,CO,Republican,,N/A,https://twitter.com/CoryGardner,CoryGardner,01/06/2015,01/03/2021,1,5.9972602739726,116,0.719285383539398,08/22/1974,https://bioguide.congress.gov/search/bio/G000562,0,White,8,"J.D.; University of Colorado, Boulder; 2001",Attorney,https://twitter.com/corygardner,corygardner,48.5,46,2014,https://www.politico.com/2014-election/general/results/map/senate/,
"Harris, Kamala",4,California ,CA,Democratic,,N/A,https://twitter.com/VP,VP,01/03/2017,01/18/2021,1,4.04383561643836,116,0.0213759569468058,10/20/1964,https://bioguide.congress.gov/search/bio/H001075,1,African-American; Asian-American,8,J.D.; University of California; 1989,Attorney,https://twitter.com/KamalaHarris,,62.4,37.6,2016,https://www.politico.com/2016-election/results/map/senate/,
"Isakson, John",5,Georgia,GA,Republican,,N/A,https://twitter.com/SenatorIsakson ,SenatorIsakson,01/03/2005,12/31/2019,1,14,116,,12/28/1944,https://bioguide.congress.gov/search/bio/I000055,0,White,6,"University of Georgia, Athens; 1966",Businessman ,N/A,,55,40.8,2016,https://www.politico.com/2016-election/results/map/senate/,
"Jones, Gordon Douglas",6,Alabama,AL,Democratic,,N/A,https://twitter.com/DougJones,DougJones,01/03/2018,01/03/2021,1,3.0027397260274,116,0.632885678298333,05/04/1954,https://bioguide.congress.gov/search/bio/J000300/,0,White,8,"J.D.; Samford University, Cumberland School of Law; 1979",Attorney,N/A,,49.9,48.4,2017,https://www.nytimes.com/elections/results/alabama-senate-special-election-roy-moore-doug-jones,special election to replace Jeff Sessions
"Loeffler, Kelly",7,Georgia,GA,Republican,,N/A,https://twitter.com/KLoeffler,KLoeffler,01/06/2020,01/20/2021,1,1.04109589041096,116,0.904293903291947,11/27/1970,https://bioguide.congress.gov/search/bio/L000594,1,White,7,M.B.A.; Internationla Finance and Marketing; DePaul University Chicago; 1999,Busineswoman,https://twitter.com/senatorloeffler?lang=de ,,N/A,N/A,2020,,Appointed in 2019 after the resignation of Johnny Isakson but lost the 2020 election
"McSally, Martha",8,Arizona,AZ,Republican,,N/A,https://twitter.com/MarthaMcSallyAZ,MarthaMcSallyAZ,01/03/2015,01/03/2019,1,1,116,,03/22/1966,https://bioguide.congress.gov/search/bio/M001197,1,White,7,M.P.P.; John F. Kennedy School of Government,former military pilot,https://twitter.com/marthamcsally?lang=de ,,N/A,N/A,2020,https://eu.azcentral.com/story/news/politics/arizona/2018/12/18/martha-mcsally-named-doug-ducey-kyl-mccain-arizona-senate-seat-lost-sinema/2277884002/,appointed in 2018 after death of John McCain but lot 2020 election
"Perdue, David",9,Georgia,GA,Republican,,N/A,https://twitter.com/DavidPerdueGA,DavidPerdueGA,01/06/2015,01/03/2021,1,5.9972602739726,116,0.914979462126755,12/10/1949,https://bioguide.congress.gov/search/bio/P000612,0,White,7,M.S.; Georgia Institute of Technology; 1976,Management Consultant,https://twitter.com/sendavidperdue,,53,45.1,2014,https://www.politico.com/2014-election/general/results/map/senate/,
"Roberts, Charles Patrick",10,Kansas,KS,Republican,,N/A,https://twitter.com/SenPatRoberts,SenPatRoberts,01/07/1997,01/03/2021,1,24.0054794520548,116,0.822995787870405,04/20/1936,https://bioguide.congress.gov/search/bio/R000307,0,White,6,"B.A.; Kansas State university, Manhattan; 1958",Journalist,https://twitter.com/PatRoberts,,53.3,42.5,2014,https://voterportal.sos.la.gov/static/2016-11-08/resultsRace/Congressional,
"Udall, Tom",11,New Mexico,NM,Democratic,,N/A,https://twitter.com/SenatorTomUdall,SenatorTomUdall,01/06/2009,01/03/2021,1,12,116,0.259828450248573,05/18/1948,https://bioguide.congress.gov/search/bio/U000039,0,White,8,"J.D.; University of New Mexico School of Law, Albuquerque, N.M.; 1977",lawyer ,https://twitter.com/tomudall,,55.4,44.6,2014,https://www.politico.com/2014-election/general/results/map/senate/,
"Baldwin, Tammy",12,Wisconsin,WI,Democratic,I,https://www.baldwin.senate.gov/,https://twitter.com/SenatorBaldwin,SenatorBaldwin,01/03/2013,12/31/2022,0,9.9972602739726,117,0.176999238019796,02/11/1962,https://bioguide.congress.gov/search/bio/B001230,1,White,8,"J.D.; University of Wisconsin, Madison; 1989",lawyer ,https://twitter.com/tammybaldwin,,55.4,44.6,2018,https://edition.cnn.com/election/2018/results,
"Barrasso, John",13,Wyoming,WY,Republican,I,https://www.barrasso.senate.gov/,https://twitter.com/SenJohnBarrasso,SenJohnBarrasso,06/22/2007,12/31/2022,0,15.5369863013699,117,0.817902617377421,07/21/1952,https://bioguide.congress.gov/search/bio/B001261,0,White,7,M.D.; Georgetown University School of Medicine; 1978,Physician,https://twitter.com/barrassoforwyo,,67.1,30.1,2018,https://edition.cnn.com/election/2018/results,
"Bennet, Michael F.",14,Colorado,CO,Democratic,III,https://www.bennet.senate.gov/,https://twitter.com/SenatorBennet,SenatorBennet,01/21/2009,12/31/2022,0,13.9506849315069,117,0.248044568735702,11/28/1964,https://bioguide.congress.gov/search/bio/B001267,0,White,8,J.D.; Yale Law School; 1993,Attorney ,https://twitter.com/michaelbennet,,49.1,45.4,2016,https://www.politico.com/2016-election/results/map/senate/,
"Blackburn, Marsha",15,Tennessee,TN,Republican,I,https://www.blackburn.senate.gov/,https://twitter.com/MarshaBlackburn,MarshaBlackburn,01/03/2019,12/31/2022,0,3.99452054794521,117,0.93228239890635,06/06/1952,https://bioguide.congress.gov/search/bio/B001243,1,White,6,"B.S.; Home Economics; Mississippi State University, Starkville; 1973",Businesswoman,N/A,,54.7,43.9,2018,https://edition.cnn.com/election/2018/results,
"Blumenthal, Richard",16,Connecticut,CT,Democratic,III,https://www.blumenthal.senate.gov/,https://twitter.com/SenBlumenthal,SenBlumenthal,01/03/2010,12/31/2022,0,13,117,0.0310655954121906,02/13/1946,https://bioguide.congress.gov/search/bio/B001277,0,White,8,J.D.; Yale University; 1973,lawyer ,N/A,,62.9,34.9,2016,https://www.politico.com/2016-election/results/map/senate/,
"Blunt, Roy",17,Missouri,MO,Republican,III,N/A,https://twitter.com/RoyBlunt,RoyBlunt,01/03/2011,12/31/2022,1,12,117,0.584409139223541,01/10/1950,https://bioguide.congress.gov/search/bio/B000575,0,White,7,"M.A.; Missouri State University ,Springfield; 1972",High School History teacher,N/A,,49.4,46.2,2016,https://www.politico.com/2016-election/results/map/senate/,
"Booker, Cory A.",18,New Jersey,NJ,Democratic,II,https://www.booker.senate.gov/,https://twitter.com/senbooker,senbooker,10/31/2013,12/31/2022,0,12,117,0.0455802980872292,04/27/1969,https://bioguide.congress.gov/search/bio/B001288,0,African-American; Asian-American,8,J.D.; Yale Law School; 1997,Attorney,https://twitter.com/CoryBooker,,57.2,40.9,2020,https://edition.cnn.com/election/2020/results/senate,
"Boozman, John",19,Arkansas,AR,Republican,III,https://www.boozman.senate.gov/,https://twitter.com/JohnBoozman,JohnBoozman,01/05/2011,12/31/2022,0,11.9945205479452,117,0.768699282926499,12/10/1950,https://bioguide.congress.gov/search/bio/B001236,0,White,6,Southern College of Optometry; 1977,Optometrist,N/A,,59.8,36.2,2016,https://www.politico.com/2016-election/results/map/senate/,
"Braun, Michael",20,Indiana,IN,Republican,I,https://www.braun.senate.gov/,https://twitter.com/SenatorBraun,SenatorBraun,01/03/2019,12/31/2022,0,3.99452054794521,117,0.98106874319906,03/24/1954,https://bioguide.congress.gov/search/bio/B001310,0,White,7,M.B.A.; Harvard Business School; 1978,Businessman ,N/A,,50.9,45,2018,https://edition.cnn.com/election/2018/results,
"Brown, Sherrod",21,Ohio,OH,Democratic,I,https://www.brown.senate.gov/,https://twitter.com/SenSherrodBrown,SenSherrodBrown,01/04/2007,12/31/2022,0,16,117,0.0923940264109351,11/09/1952,https://bioguide.congress.gov/search/bio/B000944,0,White,7,M.a.; Education; Ohio State University; 1981,Teacher,https://twitter.com/SherrodBrown,,53.4,46.6,2018,https://edition.cnn.com/election/2018/results,
"Burr, Richard",22,North Carolina,NC,Republican,III,N/A,https://twitter.com/SenatorBurr,SenatorBurr,01/03/2001,12/31/2022,1,22.0054794520548,117,0.605472891780936,11/30/1955,https://bioguide.congress.gov/search/bio/B001135,0,White,6,B.A.; Communications; Wake Forest University; 1978,Sales Manager,N/A,,51.1,45.3,2016,https://www.politico.com/2016-election/results/map/senate/,
"Cantwell, Maria",23,Washington,WA,Democratic,I,https://www.cantwell.senate.gov/,https://twitter.com/SenatorCantwell,SenatorCantwell,01/03/2001,12/31/2022,0,22.0054794520548,117,0.216591445478212,10/13/1958,https://bioguide.congress.gov/search/bio/C000127,1,White,6,B.A.; Public Administration; Miami University of Ohio; 1980,Businesswoman,N/A,,58.4,41.6,2018,https://edition.cnn.com/election/2018/results,
"Capito, Shelley Moore",24,West Virginia,WV,Republican,II,https://www.capito.senate.gov/,https://twitter.com/SenCapito,SenCapito,01/06/2015,12/31/2022,0,7.98904109589041,117,0.61478303011512,11/26/1953,https://bioguide.congress.gov/search/bio/C001047,1,White,7,M. Ed.; University of Virginia; 1976,College Counselor ,N/A,,70.3,27,2020,https://edition.cnn.com/election/2020/results/senate,
"Cardin, Benjamin L.",25,Maryland,MD,Democratic,I,https://www.cardin.senate.gov/,https://twitter.com/SenatorCardin,SenatorCardin,01/04/2007,12/31/2022,0,16,117,0.1994990268606,10/05/1943,https://bioguide.congress.gov/search/bio/C000141,0,White,8,J.D.; University of Maryland; 1967,lawyer ,N/A,,64.9,30.3,2018,https://edition.cnn.com/election/2018/results,
"Carper, Thomas R.",26,Delaware,DE,Democratic,I,https://www.carper.senate.gov/,https://twitter.com/SenatorCarper,SenatorCarper,01/03/2001,12/31/2022,0,22.0054794520548,117,0.309479384969288,01/23/1947,https://bioguide.congress.gov/search/bio/C000174,0,White,7,M.B.A.; University of Delaware; 1975,former military officer,N/A,,60,37.8,2018,https://edition.cnn.com/election/2018/results,
"Casey, Robert P., Jr.",27,Pennsylvania,PA,Democratic,I,https://www.casey.senate.gov/,https://twitter.com/SenBobCasey,SenBobCasey,01/04/2007,12/31/2022,0,16,117,0.171897216341815,04/13/1960,https://bioguide.congress.gov/search/bio/C001070,0,White,8,J.D.; Catholic University of America; 1988,lawyer ,https://twitter.com/Bob_Casey/,,55.7,42.6,2018,https://edition.cnn.com/election/2018/results,
"Cassidy, Bill",28,Louisiana,LA,Republican,II,https://www.cassidy.senate.gov/,https://twitter.com/SenBillCassidy,SenBillCassidy,01/06/2015,12/31/2022,0,7.98904109589041,117,0.682348710788942,09/28/1957,https://bioguide.congress.gov/search/bio/C001075,0,White,7,M.D.; Louisiana State University; 1979,Physician,https://twitter.com/BillCassidy/,,59.3,19,2020,https://edition.cnn.com/election/2020/results/senate,
"Collins, Susan M.",29,Maine,ME,Republican,II,https://www.collins.senate.gov/,https://twitter.com/SenatorCollins,SenatorCollins,01/07/1997,12/31/2022,0,25.9972602739726,117,0.448622425849401,12/07/1952,https://bioguide.congress.gov/search/bio/C001035,1,White,6,Bachelor in Government; St. Lawrence University; 1975,Legislative Assistant,N/A,,51,42.4,2020,https://edition.cnn.com/election/2020/results/senate,
"Coons, Christopher A.",30,Delaware,DE,Democratic,II,https://www.coons.senate.gov/,https://twitter.com/ChrisCoons,ChrisCoons,11/15/2010,12/31/2022,0,12.1342465753425,117,0.338422715351401,09/09/1963,https://bioguide.congress.gov/search/bio/C001088,0,White,edu_level,J.D.; Yale Law School; 1992,lawyer ,N/A,,59.4,37.9,2020,https://edition.cnn.com/election/2020/results/senate,
"Cornyn, John",31,Texas,TX,Republican,II,https://www.cornyn.senate.gov/,https://twitter.com/JohnCornyn,JohnCornyn,11/30/2002,12/31/2022,0,20.0986301369863,117,0.772226738391321,02/02/1952,https://bioguide.congress.gov/search/bio/C001056,0,White,8,J.D.; St. Mary<72>s School of Law; 1977,Attorney,N/A,,53.5,43.9,2020,https://edition.cnn.com/election/2020/results/senate,
"Cortez Masto, Catherine",32,Nevada,NV,Democratic,III,https://www.cortezmasto.senate.gov/,https://twitter.com/SenCortezMasto,SenCortezMasto,01/03/2017,12/31/2022,0,5.99452054794521,117,0.236574567369409,03/29/1964,https://bioguide.congress.gov/search/bio/C001113,1,Hispanic; White,8,J.D.; Gonzaga University School of Law; 1990,lawyer ,https://twitter.com/CortezMasto/,,47.1,44.7,2016,https://www.politico.com/2016-election/results/map/senate/,
"Cotton, Tom",33,Arkansas,AR,Republican,II,https://www.cotton.senate.gov/,https://twitter.com/SenTomCotton,SenTomCotton,01/06/2015,12/31/2022,0,7.98904109589041,117,0.876390364042756,05/13/1977,https://bioguide.congress.gov/search/bio/C001095,0,White,8,J.D.; Harvard University; 2002,Attorney,https://twitter.com/TomCottonAR/,,66.5,33.5,2020,https://edition.cnn.com/election/2020/results/senate,
"Cramer, Kevin",34,North Dakota,ND,Republican,I,https://www.cramer.senate.gov/,https://twitter.com/SenKevinCramer,SenKevinCramer,01/03/2019,12/31/2022,0,3.99452054794521,117,0.910896298032277,01/21/1961,https://bioguide.congress.gov/search/bio/C001096,0,White,7,M.A.; Management; University o fMary; 2003,Politician,https://twitter.com/kevincramer,,55.5,44.5,2018,https://edition.cnn.com/election/2018/results,
"Crapo, Michael",35,Idaho,ID,Republican,III,https://www.crapo.senate.gov/,https://twitter.com/MikeCrapo,MikeCrapo,01/06/1999,12/31/2022,0,24,117,0.823331951918519,05/20/1951,https://bioguide.congress.gov/search/bio/C000880,0,White,8,J.D.; Harvard University; 1977,lawyer ,N/A,,66.1,27.8,2016,https://www.politico.com/2016-election/results/map/senate/,
"Cruz, Ted",36,Texas,TX,Republican,I,https://www.cruz.senate.gov/,https://twitter.com/SenTedCruz,SenTedCruz,01/03/2013,12/31/2022,0,9.9972602739726,117,0.944056385174951,12/22/1970,https://bioguide.congress.gov/search/bio/C001098,0,Hispanic; White,8,J.D.; Harvard University; 1995,Attorney,https://twitter.com/tedcruz,,50.9,48.3,2018,https://edition.cnn.com/election/2018/results,
"Daines, Steve",37,Montana,MT,Republican,II,https://www.daines.senate.gov/,https://twitter.com/SteveDaines,SteveDaines,01/06/2015,12/31/2022,0,7.98904109589041,117,0.859322244752884,08/20/1962,https://bioguide.congress.gov/search/bio/D000618,0,White,6,B.S.; Chemical Engineering; Montana State University; 1984,Corporate Executive,N/A,,55,45,2020,https://edition.cnn.com/election/2020/results/senate,
"Duckworth, Tammy",38,Illinois,IL,Democratic,III,https://www.duckworth.senate.gov/,https://twitter.com/SenDuckworth,SenDuckworth,01/03/2017,12/31/2022,0,5.99452054794521,117,0.0944404184553066,03/12/1968,https://bioguide.congress.gov/search/bio/D000622,1,Asian; White,8,PhD in human services; Capella University School of Public Service Leadership; 2015,retired Army National Guard lieutenant colonel ,https://twitter.com/tammyduckworth,,54.4,40.2,2016,https://www.politico.com/2016-election/results/map/senate/,
"Durbin, Richard J.",39,Illinois,IL,Democratic,II,https://www.durbin.senate.gov/,https://twitter.com/SenatorDurbin,SenatorDurbin,01/07/1997,12/31/2022,0,25.9972602739726,117,0.0855733771029607,11/21/1944,https://bioguide.congress.gov/search/bio/D000563,0,White,8,J.D.; Georgetown University; 1969,lawyer ,https://twitter.com/DickDurbin,,54.9,38.9,2020,https://edition.cnn.com/election/2020/results/senate,
"Ernst, Joni",40,Iowa,IA,Republican,II,https://www.ernst.senate.gov/,https://twitter.com/SenJoniErnst,SenJoniErnst,01/06/2015,12/31/2022,0,7.98904109589041,117,0.826265400967212,07/01/1970,https://bioguide.congress.gov/search/bio/E000295,1,White,7,M.P.A.; Columbus State University; 1995,former military officer,https://twitter.com/joniernst,,51.8,45.2,2020,https://edition.cnn.com/election/2020/results/senate,
"Fetterman, John",41,Pennsylvania,PA,Democratic,III,https://www.fetterman.senate.gov/,https://twitter.com/SenFettermanPA,SenFettermanPA,01/03/2023,01/03/2029,,6.0054794520548,117,0.150865658191444,,,,,,,,,,,,,,
"Feinstein, Dianne",42,California,CA,Democratic,I,https://www.feinstein.senate.gov/public/,https://twitter.com/SenFeinstein,SenFeinstein,11/10/1992,12/31/2022,0,30.158904109589,117,0.150865658191444,06/22/1933,https://bioguide.congress.gov/search/bio/F000062,1,White,6,B.A.; History; Stanford University; 1955,Politician ,https://twitter.com/DianneFeinstein,,54.2,45.8,2018,https://edition.cnn.com/election/2018/results,
"Fischer, Debra",43,Nebraska,NE,Republican,I,https://www.fischer.senate.gov/,https://twitter.com/SenatorFischer,SenatorFischer,01/03/2013,12/31/2022,0,9.9972602739726,117,0.688576408222131,03/01/1951,https://bioguide.congress.gov/search/bio/F000463,1,White,6,B.S.; Education; University of Nebraska; 1988,former education official ,N/A,,57.7,38.6,2018,https://edition.cnn.com/election/2018/results,
"Gillibrand, Kirsten E.",44,New York,NY,Democratic,I,https://www.gillibrand.senate.gov/,https://twitter.com/SenGillibrand,SenGillibrand,01/27/2009,12/31/2022,0,13.9342465753425,117,0.12072202063417,12/09/1966,https://bioguide.congress.gov/search/bio/G000555,1,White,8,J.D.; University of California; 1991,lawyer ,https://twitter.com/gillibrandny,,67,33,2018,https://edition.cnn.com/election/2018/results,
"Graham, Lindsey",45,South Carolina,SC,Republican,II,https://www.lgraham.senate.gov/,https://twitter.com/LindseyGrahamSC,LindseyGrahamSC,01/07/2003,12/31/2022,0,19.9945205479452,117,0.619070797359753,07/09/1955,https://bioguide.congress.gov/search/bio/G000359 ,0,White,8,J.D.; University of South Carolina; 1981,Air Force/Lawyer ,https://twitter.com/grahamblog,,54.5,44.2,2020,https://edition.cnn.com/election/2020/results/senate,
"Grassley, Chuck",46,Iowa,IA,Republican,III,https://www.grassley.senate.gov/,https://twitter.com/ChuckGrassley,ChuckGrassley,01/05/1981,12/31/2022,0,42.013698630137,117,0.670073592619545,09/17/1933,https://bioguide.congress.gov/search/bio/G000386,0,White,7,M.A.; Political Science; University of Northern Iowa; 1956,Politician ,N/A,,60.2,35.7,2016,https://www.politico.com/2016-election/results/map/senate/,
"Hagerty, Bill",47,Tennessee,TN,Republican,II,https://www.hagerty.senate.gov/,https://twitter.com/SenatorHagerty,SenatorHagerty,01/03/2021,12/31/2022,0,1.99178082191781,117,0.857410027434407,08/14/1959,https://bioguide.congress.gov/search/bio/H000601,0,White,8,J.D.; Vanderbilt Law School; 1984,Politician,https://twitter.com/billhagertytn,,62.2,35.2,2020,https://edition.cnn.com/election/2020/results/senate,
"Hassan, Margaret Wood",48,New Hampshire,NH,Democratic,III,https://www.hassan.senate.gov/,https://twitter.com/SenatorHassan,SenatorHassan,01/03/2017,12/31/2022,0,5.99452054794521,117,0.43611907238278,02/27/1958,https://bioguide.congress.gov/search/bio/H001076,1,White,8,J.D.; Northeastern University School of law; 1985,Politician/Attorney,https://twitter.com/Maggie_Hassan,,48,47.9,2016,https://www.politico.com/2016-election/results/map/senate/,
"Hawley, Josh",49,Missouri,MO,Republican,I,https://www.hawley.senate.gov/,https://twitter.com/HawleyMO,HawleyMO,01/03/2019,12/31/2022,0,3.99452054794521,117,0.864366195602263,12/31/1979,https://bioguide.congress.gov/search/bio/H001089,0,White,8,J.D.; Yale Law School; 2006,lawyer ,N/A,,51.4,45.6,2018,https://edition.cnn.com/election/2018/results,
"Heinrich, Martin",50,New Mexico,NM,Democratic,I,https://www.heinrich.senate.gov/,https://twitter.com/MartinHeinrich,MartinHeinrich,01/03/2013,12/31/2022,0,9.9972602739726,117,0.2007037353465,10/17/1971,https://bioguide.congress.gov/search/bio/H001046,0,White,6,B.S.; Mechanical Engineering; University of Missouri; 1995,Businessman/Politician,N/A,,54.1,30.5,2018,https://edition.cnn.com/election/2018/results,
"Hickenlooper, John W.",51,Colorado,CO,Democratic,II,https://www.hickenlooper.senate.gov/,https://twitter.com/SenatorHick,SenatorHick,01/03/2021,12/31/2022,0,1.99178082191781,117,0.335030323955882,02/07/1952,https://bioguide.congress.gov/search/bio/H000273,0,White,7,M.A.; Geology; Wesleyan University; 1980,"Politician, Businessman, Geologist",https://twitter.com/hickenlooper,,53.5,44.2,2020,https://edition.cnn.com/election/2020/results/senate,
"Hirono, Mazie K.",52,Hawaii,HI,Democratic,I,https://www.hirono.senate.gov/,https://twitter.com/maziehirono,maziehirono,01/03/2013,12/31/2022,0,9.9972602739726,117,0.0715447123166643,11/03/1947,https://bioguide.congress.gov/search/bio/H001042,1,Asian,8,J.D.; Georgetown University; 1978,Politician,https://twitter.com/mazieforhawaii,,71.2,28.8,2018,https://edition.cnn.com/election/2018/results,
"Hoeven, John",53,North Dakota,ND,Republican,III,https://www.hoeven.senate.gov/,https://twitter.com/SenJohnHoeven,SenJohnHoeven,01/05/2011,12/31/2022,0,11.9945205479452,117,0.815683863264003,03/13/1957,https://bioguide.congress.gov/search/bio/H001061,0,White,7,M.B.A.; Northwestern University; 1981,Businessman/Politician,N/A,,78.6,17,2016,https://www.politico.com/2016-election/results/map/senate/,
"Hyde-Smith, Cindy",54,Mississippi,MS,Republican,II,https://www.hydesmith.senate.gov/,https://twitter.com/SenHydeSmith,SenHydeSmith,04/09/2018,12/31/2022,0,4.73150684931507,117,0.868059764299163,05/10/1959,https://bioguide.congress.gov/search/bio/H001079 ,1,White,6,"B.A.; Criminal justice, political science; University of Southern Mississippi; 1981",Politician ,https://twitter.com/cindyhydesmith,,54.1,44.1,2020,https://edition.cnn.com/election/2020/results/senate,
"Inhofe, James",55,Oklahoma,OK,Republican,II,N/A,https://twitter.com/JimInhofe,JimInhofe,11/17/1994,12/31/2022,1,28.1397260273973,117,0.880238318204784,11/17/1934,https://bioguide.congress.gov/search/bio/I000024 ,0,White,6,B.A.; Economics; University of Tulsa; 1973,Politician,N/A,,62.9,32.8,2020,https://edition.cnn.com/election/2020/results/senate,
"Johnson, Ron",56,Wisconsin,WI,Republican,III,https://www.ronjohnson.senate.gov/,https://twitter.com/SenRonJohnson,SenRonJohnson,01/05/2011,12/31/2022,0,11.9945205479452,117,0.743401705863958,04/08/1955,https://bioguide.congress.gov/search/bio/J000293,0,White,6,B.S.; Business and Accounting; University of Minnesota; 1977,Accountant,https://twitter.com/ronjohnsonwi,,50.2,46.8,2016,https://www.politico.com/2016-election/results/map/senate/,
"Kaine, Tim",57,Virginia,VA,Democratic,I,https://www.kaine.senate.gov/,https://twitter.com/timkaine,timkaine,01/03/2013,12/31/2022,0,9.9972602739726,117,0.203600708089391,02/26/1958,https://bioguide.congress.gov/search/bio/K000384,0,White,8,J.D.; Harvard University; 1983,Lawyer/Politician,N/A,,57.1,41.1,2018,https://edition.cnn.com/election/2018/results,
"Kelly, Mark",58,Arizona,AZ,Democratic,III,https://www.kelly.senate.gov/,https://twitter.com/SenMarkKelly,SenMarkKelly,12/02/2020,12/31/2022,0,2.07945205479452,117,0.399793347847799,02/21/1964,https://bioguide.congress.gov/search/bio/K000377,0,White,7,M.S.; Aeronautical Engineering; U.S. Naval Postgraduate School,"Navy Captain, Astronaut",https://twitter.com/CaptMarkKelly/,,51.2,48.8,2020,https://edition.cnn.com/election/2020/results/senate,
"Kennedy, John Neely",59,Louisiana,LA,Republican,III,https://www.kennedy.senate.gov/,https://twitter.com/SenJohnKennedy,SenJohnKennedy,01/03/2017,12/31/2022,0,5.99452054794521,117,0.785684351248518,11/21/1951,https://bioguide.congress.gov/search/bio/K000393,0,White,8,J.D.; University of Virginia School of LAw; 1977,Lawyer/Politician,https://twitter.com/JohnKennedyLA,,60.7,39.3,2016,https://www.politico.com/2016-election/results/map/senate/,
"King, Angus S., Jr.",60,Maine,ME,Independent,I,https://www.king.senate.gov/,https://twitter.com/SenAngusKing,SenAngusKing,01/03/2013,12/31/2022,0,9.9972602739726,117,0.346033257048853,03/31/1944,https://bioguide.congress.gov/search/bio/K000383 ,0,White,8,J.D.; University of Virginia; 1969,lawyer ,N/A,,54.3,35.2,2018,https://edition.cnn.com/election/2018/results,
"Klobuchar, Amy",61,Minnesota,MN,Democratic,I,https://www.klobuchar.senate.gov/,https://twitter.com/SenAmyKlobuchar,SenAmyKlobuchar,01/04/2007,12/31/2022,0,16,117,0.130504324943533,05/25/1960,https://bioguide.congress.gov/search/bio/K000367 ,1,White,8,"J.D.; University of Chicago, 1985",lawyer ,https://twitter.com/amyklobuchar,,60.3,36.2,2018,https://edition.cnn.com/election/2018/results,
"Lankford, James",62,Oklahoma,OK,Republican,III,https://www.lankford.senate.gov/,https://twitter.com/SenatorLankford,SenatorLankford,01/03/2015,12/31/2022,0,7.9972602739726,117,0.89992933687588,03/04/1968,https://bioguide.congress.gov/search/bio/L000575,0,White,7,M.Div.; Southwestern Theological Baptist Seminary; 1994,Teacher,https://twitter.com/jameslankford,,67.7,24.6,2016,https://www.politico.com/2016-election/results/map/senate/,
"Leahy, Patrick",63,Vermont,VT,Democratic,III,N/A,https://twitter.com/SenatorLeahy,SenatorLeahy,01/14/1975,12/31/2022,1,47.9945205479452,117,0.144121081911654,03/31/1940,https://bioguide.congress.gov/search/bio/L000174,0,White,8,J.D.; Georgetown University; 1964,lawyer ,N/A,,61.3,33,2016,https://www.politico.com/2016-election/results/map/senate/,
"Lee, Mike",64,Utah,UT,Republican,III,https://www.lee.senate.gov/,https://twitter.com/SenMikeLee,SenMikeLee,01/05/2011,12/31/2022,0,11.9945205479452,117,0.753748787807473,06/04/1971,https://bioguide.congress.gov/search/bio/L000577,0,White,8,J.D.; Brigham Young university; 1997,lawyer ,https://twitter.com/BasedMikeLee,,68,27.4,2016,https://www.politico.com/2016-election/results/map/senate/,
"Luj<EFBFBD>n, Ben Ray",65,New Mexico,NM,Democratic,II,https://www.lujan.senate.gov/,https://twitter.com/SenatorLujan,SenatorLujan,01/03/2021,12/31/2022,0,1.99178082191781,117,0.174860888138848,06/07/1972,https://bioguide.congress.gov/search/bio/L000570 ,0,Hispanic,6,B.B.A.; New Mexico Highlands University; 2007,Politician,https://twitter.com/benraylujan,,51.7,45.6,2020,https://edition.cnn.com/election/2020/results/senate,
"Lummis, Cynthia M.",66,Wyoming,WY,Republican,II,https://www.lummis.senate.gov/,https://twitter.com/SenLummis,SenLummis,01/03/2021,12/31/2022,0,1.99178082191781,117,0.893292958108508,09/10/1954,https://bioguide.congress.gov/search/bio/L000571 ,1,White,8,"J.D.; University of Wyoming College of Law, Laramie, Wyo.; 1985",Politician/Attorney,https://twitter.com/CynthiaMLummis,,73.1,26.9,2020,https://edition.cnn.com/election/2020/results/senate,
"Manchin, Joe, III",67,West Virginia,WV,Democratic,I,https://www.manchin.senate.gov/,https://twitter.com/Sen_JoeManchin,Sen_JoeManchin,11/15/2010,12/31/2022,0,12.1342465753425,117,0.446686774398077,08/24/1947,https://bioguide.congress.gov/search/bio/M001183 ,0,White,6,B.A.; Business Administration; West Virginia University; 1970,Politician/Businessman,https://twitter.com/JoeManchinWV,,49.6,46.3,2018,https://edition.cnn.com/election/2018/results,
"Markey, Edward J.",68,Massachusetts,MA,Democratic,II,https://www.markey.senate.gov/,https://twitter.com/SenMarkey,SenMarkey,07/16/2013,12/31/2022,0,9.46575342465753,117,0.0139659683705929,07/11/1946,https://bioguide.congress.gov/search/bio/M000133,0,White,8,J.D.; Boston College Law School; 1972,Politician/Lawyer ,https://twitter.com/edmarkey,,66.2,33,2020,https://edition.cnn.com/election/2020/results/senate,
"Marshall, Roger",69,Kansas,KS,Republican,II,https://www.marshall.senate.gov/,https://twitter.com/SenatorMarshall,SenatorMarshall,01/03/2021,12/31/2022,0,1.99178082191781,117,0.882124792228652,08/09/1960,https://bioguide.congress.gov/search/bio/M001198,0,White,7,M.D.; University of Kansas School of Medicine; 1987,Physician,https://twitter.com/RogerMarshallMD/,,53.2,41.8,2020,https://edition.cnn.com/election/2020/results/senate,
"McConnell, Mitch",70,Kentucky,KY,Republican,II,https://www.mcconnell.senate.gov/,https://twitter.com/LeaderMcConnell,LeaderMcConnell,01/03/1985,12/31/2022,0,38.0164383561644,117,0.599687533584357,02/20/1942,https://bioguide.congress.gov/search/bio/M000355,0,White,8,J.D.; Kentucky Law School; 1967,Politician/Attorney,N/A,,57.8,38.2,2020,https://edition.cnn.com/election/2020/results/senate,
"Menendez, Robert",71,New Jersey,NJ,Democratic,I,https://www.menendez.senate.gov/,https://twitter.com/SenatorMenendez,SenatorMenendez,01/18/2006,12/31/2022,0,16.9616438356164,117,0.191515157461704,01/01/1954,https://bioguide.congress.gov/search/bio/M000639,0,Hispanic,8,J.D.; Rutgers university of Law; 1979,Politician/Lawyer ,N/A,,54,42.8,2018,https://edition.cnn.com/election/2018/results,
"Merkley, Jeff",72,Oregon,OR,Democratic,II,https://www.merkley.senate.gov/,https://twitter.com/SenJeffMerkley,SenJeffMerkley,01/06/2009,12/31/2022,0,13.9917808219178,117,0.0355414098997263,10/24/1956,https://bioguide.congress.gov/search/bio/M001176,0,White,7,M.P.A.; Princeton University; 1982,Politician,https://twitter.com/jeffmerkley,,56.9,39.3,2020,https://edition.cnn.com/election/2020/results/senate,
"Moran, Jerry",73,Kansas,KS,Republican,III,https://www.moran.senate.gov/public/,https://twitter.com/JerryMoran,JerryMoran,01/05/2011,12/31/2022,0,11.9945205479452,117,,05/29/1954,https://bioguide.congress.gov/search/bio/M000934 ,0,White,8,J.D.; Kansas University School of Law; 1981,Politician/Lawyer ,N/A,,62.4,32.1,2016,https://www.politico.com/2016-election/results/map/senate/,
"Murkowski, Lisa",74,Alaska,AK,Republican,III,https://www.murkowski.senate.gov/,https://twitter.com/lisamurkowski,lisamurkowski,12/20/2002,12/31/2022,0,20.0438356164384,117,0.473296745648617,05/22/1957,https://bioguide.congress.gov/search/bio/M001153,1,White,8,J.D.; Willamette College of Law; 1985,Attorney,https://twitter.com/lisaforsenate,,44.3,29.5,2016,https://www.politico.com/2016-election/results/map/senate/,
"Murphy, Christopher",75,Connecticut,CT,Democratic,I,https://www.murphy.senate.gov/,https://twitter.com/ChrisMurphyCT,ChrisMurphyCT,01/03/2013,12/31/2022,0,9.9972602739726,117,0.152635018959264,08/03/1973,https://bioguide.congress.gov/search/bio/M001169,0,White,8,J.D.; University of Connecticut; 2002,Politician/Lawyer ,N/A,,59.5,39.4,2018,https://edition.cnn.com/election/2018/results,
"Murray, Patty",76,Washington,WA,Democratic,III,https://www.murray.senate.gov/,https://twitter.com/PattyMurray,PattyMurray,01/05/1993,12/31/2022,0,30.0054794520548,117,0.142703588817088,10/11/1950,https://bioguide.congress.gov/search/bio/M001111,1,White,6,B.A.; Physical Education; Washington State University; 1972,Teacher ,https://twitter.com/murraycampaign,,59.1,40.9,2016,https://www.politico.com/2016-election/results/map/senate/,
"Ossoff, Jon",77,Georgia,GA,Democratic,II,https://www.ossoff.senate.gov/,https://twitter.com/SenOssoff,SenOssoff,01/20/2021,12/31/2022,0,1.94520547945205,117,0.303405364928085,02/16/1987,https://bioguide.congress.gov/search/bio/O000174,0,White,7,M.S.; International Politicla Economy; London School of Economics; 2013,"Filmmaker, Journalist",https://twitter.com/ossoff,,50.6,49.4,2020,https://edition.cnn.com/election/2020/results/senate,
"Padilla, Alex",78,California,CA,Democratic,III,https://www.padilla.senate.gov/,https://twitter.com/SenAlexPadilla,SenAlexPadilla,01/20/2021,12/31/2022,0,1.94520547945205,117,0.0200324383981554,03/22/1973,https://bioguide.congress.gov/search/bio/P000145,0,Hispanic,6,B.S.; Mechanical Engineering; MIT; 1994,Engineer ,https://twitter.com/AlexPadilla4CA,,N/A,N/A,N/A,https://www.nytimes.com/2020/12/22/us/politics/alex-padilla-kamala-california-senate.html,appointed in 2020 to replace Kamala Harris
"Paul, Rand",79,Kentucky,KY,Republican,III,https://www.paul.senate.gov/,https://twitter.com/senrandpaul,senrandpaul,01/05/2011,12/31/2022,0,11.9945205479452,117,0.684883322748808,01/07/1963,https://bioguide.congress.gov/search/bio/P000603,0,White,7,M.D.; Duke University; 1988,Ophthalmologist,https://twitter.com/RandPaul,,57.3,42.7,2016,https://www.politico.com/2016-election/results/map/senate/,
"Peters, Gary C.",80,Michigan,MI,Democratic,II,https://www.peters.senate.gov/,https://twitter.com/SenGaryPeters,SenGaryPeters,01/06/2015,12/31/2022,0,7.98904109589041,117,0.355796587683312,12/01/1958,https://bioguide.congress.gov/search/bio/P000595,0,White,8,J.D.; Wayne State University; 1989,Lawyer,https://twitter.com/garypeters,,49.9,48.2,2020,https://edition.cnn.com/election/2020/results/senate,
"Portman, Robert",81,Ohio,OH,Republican,III,N/A,https://twitter.com/senrobportman,senrobportman,01/05/2011,12/31/2022,1,11.9945205479452,117,0.548120690430407,12/19/1955,https://bioguide.congress.gov/search/bio/P000449,0,White,8,J.D.; University of Michigan; 1985,Lawyer,N/A,,58.3,36.9,2016,https://www.politico.com/2016-election/results/map/senate/,
"Reed, John F.",82,Rhode Island,RI,Democratic,,https://www.reed.senate.gov/,https://twitter.com/SenJackReed,SenJackReed,01/07/1997,12/31/2022,0,25.9972602739726,117,,11/12/1949,https://bioguide.congress.gov/search/bio/R000122,0,White,8,J.D.; Harvard University; 1982,Lawyer,N/A,,66.6,33.4,2020,https://edition.cnn.com/election/2020/results/senate,
"Risch, James E.",83,Idaho,ID,Republican,II,https://www.risch.senate.gov/,https://twitter.com/SenatorRisch,SenatorRisch,01/06/2009,12/31/2022,0,13.9917808219178,117,0.82910906209038,05/03/1943,https://bioguide.congress.gov/search/bio/R000584,0,White,8,J.D.; University of Idaho; 1968,Attorney,N/A,,62.6,33.2,2020,https://edition.cnn.com/election/2020/results/senate,
"Romney, Mitt",84,Utah,UT,Republican,I,https://www.romney.senate.gov/,https://twitter.com/SenatorRomney,SenatorRomney,01/03/2019,12/31/2022,0,3.99452054794521,117,0.596688837978771,03/12/1947,https://bioguide.congress.gov/search/bio/R000615,0,White,7,M.B.A.; Harvard Business School; 1975,Businessman,https://twitter.com/mittromney,,62.6,30.9,2018,https://edition.cnn.com/election/2018/results,
"Rosen, Jacky",85,Nevada,NV,Democratic,I,https://www.rosen.senate.gov/,https://twitter.com/SenJackyRosen,SenJackyRosen,01/03/2019,12/31/2022,0,3.99452054794521,117,0.308548351377894,08/02/1957,https://bioguide.congress.gov/search/bio/R000608,1,White,6,B.A.; Psychology; University of Minnesota; 1979,Businesswoman,https://twitter.com/RosenforNevada,,50.4,45.4,2018,https://edition.cnn.com/election/2018/results,
"Rounds, Mike",86,South Dakota,SD,Republican,II,https://www.rounds.senate.gov/,https://twitter.com/SenatorRounds,SenatorRounds,01/06/2015,12/31/2022,0,7.98904109589041,117,0.784008560585577,10/24/1954,https://bioguide.congress.gov/search/bio/R000605,0,White,6,B.S.; Political Science; South Dakota State University; 1977,Businessman,N/A,,65.7,34.3,2020,https://edition.cnn.com/election/2020/results/senate,
"Rubio, Marco",87,Florida,FL,Republican,III,https://www.rubio.senate.gov/,https://twitter.com/senmarcorubio,senmarcorubio,01/05/2011,12/31/2022,0,11.9945205479452,117,0.831181764071725,05/28/1971,https://bioguide.congress.gov/search/bio/R000595,0,Hispanic,8,J.D.; University of Miami; 1996,Lawyer,https://twitter.com/marcorubio,,52,44.3,2016,https://www.politico.com/2016-election/results/map/senate/,
"Sanders, Bernard",88,Vermont,VT,Independent,I,https://www.sanders.senate.gov/,https://twitter.com/SenSanders,SenSanders,01/04/2007,12/31/2022,0,16,117,0,09/08/1941,https://bioguide.congress.gov/search/bio/S000033,0,White,6,B.A.; Political Science; University of Chicago; 1964,Politician ,https://twitter.com/BernieSanders/,,67.4,27.5,2018,https://edition.cnn.com/election/2018/results,
"Sasse, Benjamin",89,Nebraska,NE,Republican,,N/A,https://twitter.com/sensasse,sensasse,01/06/2015,12/31/2022,1,7.98904109589041,117,0.684229649213868,02/22/1972,https://bioguide.congress.gov/search/bio/S001197,0,White,8,PhD in History; Yale University; 2004,Professor,https://twitter.com/BenSasse,,62.7,24.4,2020,https://edition.cnn.com/election/2020/results/senate,
"Schatz, Brian",90,Hawaii ,HI,Democratic,,https://www.schatz.senate.gov/,https://twitter.com/brianschatz,brianschatz,12/27/2012,12/31/2022,0,10.0164383561644,117,,10/20/1972,https://bioguide.congress.gov/search/bio/S001194,0,White,6,B.A.; Philosophy; Pomona College; 1994,Educator ,https://twitter.com/SenBrianSchatz,,73.6,22.2,2016,https://www.politico.com/2016-election/results/map/senate/,
"Schumer, Charles E.",91,New York,NY,Democratic,III,https://www.schumer.senate.gov/,https://twitter.com/SenSchumer,SenSchumer,01/06/1999,12/31/2022,0,24,117,0.239789022209428,11/23/1950,https://bioguide.congress.gov/search/bio/S000148 ,0,White,8,J.D.; Harvard University; 1974,Attorney,,,70.4,27.4,2016,https://www.politico.com/2016-election/results/map/senate/,
"Scott, Rick",92,Florida,FL,Republican,I,https://www.rickscott.senate.gov/,https://twitter.com/SenRickScott,SenRickScott,01/08/2019,12/31/2022,0,3.98082191780822,117,1,12/01/1952,https://bioguide.congress.gov/search/bio/S001217,0,White,8,J.D.; Southern Methodist University; 1978,Lawyer,,,50.1,49.9,2018,https://edition.cnn.com/election/2018/results,
"Scott, Tim",93,South Carolina,SC,Republican,III,https://www.scott.senate.gov/,https://twitter.com/SenatorTimScott,SenatorTimScott,01/03/2013,12/31/2022,0,9.9972602739726,117,0.781356077518849,09/19/1965,https://bioguide.congress.gov/search/bio/S001184,0,African-American,6,B.S.; Political Science; Charleston Southern University; 1988 ,Businessman,,,60.6,37,2016,https://www.politico.com/2016-election/results/map/senate/,
"Shaheen, Jeanne",94,New Hampshire,NH,Democratic,II,https://www.shaheen.senate.gov/,https://twitter.com/SenatorShaheen,SenatorShaheen,01/06/2009,12/31/2022,0,13.9917808219178,117,0.2925665319541,01/28/1947,https://bioguide.congress.gov/search/bio/S001181,1,White,7,M.S.S.; University of Mississippi; 1973,Educator ,,,56.6,41,2020,https://edition.cnn.com/election/2020/results/senate,
"Shelby, Richard",95,Alabama,AL,Republican,III,N/A,https://twitter.com/SenShelby,SenShelby,01/06/1987,12/31/2022,1,36.0082191780822,117,0.577739000839365,05/06/1934,https://bioguide.congress.gov/search/bio/S000320,0,White,6,LL.B.; University of Alabama; 1963,Lawyer,,,64.2,35.8,2016,https://www.politico.com/2016-election/results/map/senate/,
"Sinema, Kyrsten",96,Arizona,AZ,Independent,I,https://www.sinema.senate.gov/,https://twitter.com/SenatorSinema,SenatorSinema,01/03/2019,12/31/2022,0,3.99452054794521,117,0.500967034663567,07/12/1976,https://bioguide.congress.gov/search/bio/S001191,1,White,8,PhD in Justice Studies; Arizona State University; 2012,Lawery,,,50,47.6,2018,https://edition.cnn.com/election/2018/results,
"Smith, Tina",97,Minnesota,MN,Democratic,II,https://www.smith.senate.gov/,https://twitter.com/SenTinaSmith,SenTinaSmith,01/03/2018,12/31/2022,0,4.99452054794521,117,0.0756533259297989,03/04/1958,https://bioguide.congress.gov/search/bio/S001203,1,White,7,M.B.A. Dartmouth College; 1984,Businesswoman,,,48.8,43.5,2020,https://edition.cnn.com/election/2020/results/senate,
"Stabenow, Debbie",98,Michigan,MI,Democratic,I,https://www.stabenow.senate.gov/,https://twitter.com/SenStabenow,SenStabenow,01/03/2001,12/31/2022,0,22.0054794520548,117,0.221949395648287,04/29/1950,https://bioguide.congress.gov/search/bio/S000770,1,White,7,M.S.W.; Michigan State University; 1975,Social Worker,,,52.3,45.8,2018,https://edition.cnn.com/election/2018/results,
"Sullivan, Dan",99,Alaska,AK,Republican,II,https://www.sullivan.senate.gov/,https://twitter.com/SenDanSullivan,SenDanSullivan,01/06/2015,12/31/2022,0,7.98904109589041,117,0.652100683642255,11/13/1964,https://bioguide.congress.gov/search/bio/S001198,0,White,8,J.D.; Georgetown University; 1993,Lawyer,,,53.9,41.2,2020,https://edition.cnn.com/election/2020/results/senate,
"Tester, Jon",100,Montana,MT,Democratic,I,https://www.tester.senate.gov/,https://twitter.com/SenatorTester,SenatorTester,01/04/2007,12/31/2022,0,16,117,0.377646486433112,08/21/1956,https://bioguide.congress.gov/search/bio/T000464 ,0,White,6,B.A.; Music; University of Providence; 1978,Farmer ,,,50.3,46.8,2018,https://edition.cnn.com/election/2018/results,
"Thune, John",101,South Dakota,SD,Republican,III,https://www.thune.senate.gov/,https://twitter.com/SenJohnThune,SenJohnThune,01/04/2005,12/31/2022,0,18,117,0.795060855902239,01/07/1961,https://bioguide.congress.gov/search/bio/T000250 ,0,White,7,M.B.A.; University of South Dakota; 1984,Businessman,,,71.8,28.2,2016,https://www.politico.com/2016-election/results/map/senate/,
"Tillis, Thom",102,North Carolina,NC,Republican,II,https://www.tillis.senate.gov/,https://twitter.com/SenThomTillis,SenThomTillis,01/06/2015,12/31/2022,0,7.98904109589041,117,0.819146177750934,08/30/1960,https://bioguide.congress.gov/search/bio/T000476 ,0,White,6,B.S.; Technology Management; University of Maryland; 1996,Businessman,,,48.7,46.9,2020,https://edition.cnn.com/election/2020/results/senate,
"Toomey, Patrick",103,Pennsylvania,PA,Republican,III,N/A,https://twitter.com/SenToomey,SenToomey,01/05/2011,12/31/2022,1,11.9945205479452,117,0.607637714921737,11/17/1961,https://bioguide.congress.gov/search/bio/T000461 ,0,White,6,A.B.; Government; Harvard College; 1984,Businessman,,,48.9,47.2,2016,https://www.politico.com/2016-election/results/map/senate/,
"Tuberville, Tommy",104,Alabama,AL,Republican,II,https://www.tuberville.senate.gov/,https://twitter.com/SenTuberville,SenTuberville,01/03/2021,12/31/2022,0,1.99178082191781,117,0.808701355452043,09/18/1954,https://bioguide.congress.gov/search/bio/T000278 ,0,White,6,"B.S., physical education, Southern Arkansas University, 1976",college football coach ,,,60.1,39.7,2020,https://edition.cnn.com/election/2020/results/senate,
"Van Hollen, Chris",105,Maryland,MD,Democratic,,https://www.vanhollen.senate.gov/,https://twitter.com/ChrisVanHollen,ChrisVanHollen,01/03/2017,12/31/2022,0,5.99452054794521,,,01/10/1959,https://bioguide.congress.gov/search/bio/V000128,0,White,8,J.D.; Georgetown university; 1990,Lawyer,,,60.4,36.4,2016,https://www.politico.com/2016-election/results/map/senate/,
"Warner, Mark R.",106,Virginia,VA,Democratic,II,https://www.warner.senate.gov/,https://twitter.com/MarkWarner,MarkWarner,01/06/2009,12/31/2022,0,13.9917808219178,117,0.33022168507113,12/15/1954,https://bioguide.congress.gov/search/bio/W000805 ,0,White,8,J.D.; Harvard Law School; 1980,Businessman,,,56,44,2020,https://edition.cnn.com/election/2020/results/senate,
"Warnock, Raphael G.",107,Georgia,GA,Democratic,III,https://www.warnock.senate.gov/,https://twitter.com/SenatorWarnock,SenatorWarnock,01/20/2021,12/31/2022,0,1.94520547945205,117,0.464158242867696,07/23/1969,https://bioguide.congress.gov/search/bio/W000790,0,African-American,8,PhD in Philosophy; Union Theological Seminary; ,Baptist pastor,,,51,49,2020,https://edition.cnn.com/election/2020/results/senate,
"Warren, Elizabeth",108,Massachusetts,MA,Democratic,,https://www.warren.senate.gov/,https://twitter.com/ewarren,ewarren,01/03/2013,12/31/2022,0,9.9972602739726,,,06/22/1949,https://bioguide.congress.gov/search/bio/W000817 ,1,White,8,J.D.; Rutgers University; 1976,"Educator, Lawyer ",https://twitter.com/SenWarren,,60.4,36.2,2018,https://edition.cnn.com/election/2018/results,
"Whitehouse, Sheldon",109,Rhode Island,RI,Democratic,I,https://www.whitehouse.senate.gov/,https://twitter.com/SenWhitehouse,SenWhitehouse,01/04/2007,12/31/2022,0,16,117,0.124737669119195,10/20/1955,https://bioguide.congress.gov/search/bio/W000802,0,White,8,J.D.; University of Virginia; 1982,Attorney,,,61.6,38.4,2018,https://edition.cnn.com/election/2018/results,
"Wicker, Roger F.",110,Mississippi,MS,Republican,I,https://www.wicker.senate.gov/,https://twitter.com/SenatorWicker,SenatorWicker,12/31/2007,12/31/2022,0,15.0109589041096,117,0.763788502839721,07/05/1951,https://bioguide.congress.gov/search/bio/W000437,0,White,8,J.D.; University of Mississippi; 1975,Judge,,,58.5,39.5,2018,https://edition.cnn.com/election/2018/results,
"Wyden, Ron",111,Oregon,OR,Democratic,III,https://www.wyden.senate.gov/,https://twitter.com/RonWyden,RonWyden,02/05/1996,12/31/2022,0,26.9205479452055,117,0.0591413132623803,05/03/1949,https://bioguide.congress.gov/search/bio/W000779,0,White,8,J.D.; University of Oregon; 1974,Lawyer,,,56.7,33.6,2016,https://www.politico.com/2016-election/results/map/senate/,
"Young, Todd",112,Indiana,IN,Republican,III,https://www.young.senate.gov/,https://twitter.com/SenToddYoung,SenToddYoung,01/05/2011,12/31/2022,1,11.9945205479452,117,0.677696674158218,08/24/1972,https://bioguide.congress.gov/search/bio/Y000064,0,White,8,J.D.; Robert H. McKinney; 2006,Attorney ,,,52.1,42.4,2016,https://www.politico.com/2016-election/results/map/senate/,
name,id,state,state_short,party,class,ideology,start_serving,end_serving,time_in_office,not_in_office,last_congress,vote_share,next_closest_share,election_year,twitter_url,twitter_handle,alt_account,alt_handle,date_of_birth,female, ethnicity,edu_level,edu_information,occup_level,website_url,bioguide_link,Comments_1,Comments_2
"Alexander, Andrew L., Jr.",1,Tennessee,TN,0,2,0.681815808318192,01/07/2003,01/03/2021,18.0027397260274,1,116,61.9,31.8,2014,https://twitter.com/SenAlexander,SenAlexander,https://twitter.com/LamarAlexander ,LamarAlexander ,07/03/1940,0,White,8,J.D.; New York Univeristy; 1965,2,N/A,https://bioguide.congress.gov/search/bio/A000360,,
"Enzi, Mike",2,Wyoming,WY,0,2,0.719285383539398,01/03/1997,01/03/2021,24,1,116,72.3,17.6,2014,https://twitter.com/senatorenzi?lang=zh-Hant ,SenatorEnzi,N/A,N/A,02/01/1944,0,White,7,M.B.A.; Retail Marketing; Denver University; 1968,4,N/A,https://bioguide.congress.gov/search/bio/E000285,,
"Gardner, Cory",3,Colorado,CO,0,2,0.719285383539398,01/06/2015,01/03/2021,5.9972602739726,1,116,48.5,46,2014,https://twitter.com/CoryGardner,CoryGardner,https://twitter.com/corygardner,corygardner,08/22/1974,0,White,8,"J.D.; University of Colorado, Boulder; 2001",2,N/A,https://bioguide.congress.gov/search/bio/G000562,,
"Harris, Kamala",4,California ,CA,1,3,0.0213759569468058,01/03/2017,01/18/2021,4.04383561643836,1,116,62.4,37.6,2016,https://twitter.com/VP,VP,https://twitter.com/KamalaHarris,KamalaHarris,10/20/1964,1,African-American; Asian-American,8,J.D.; University of California; 1989,2,N/A,https://bioguide.congress.gov/search/bio/H001075,(became VP on jan 20 2021),
"Isakson, John",5,Georgia,GA,0,3,*,01/03/2005,12/31/2019,14,1,116,55,40.8,2016,https://twitter.com/SenatorIsakson ,SenatorIsakson,N/A,N/A,12/28/1944,0,White,6,"University of Georgia, Athens; 1966",1,N/A,https://bioguide.congress.gov/search/bio/I000055,(died in 2019),
"Jones, Gordon Douglas",6,Alabama,AL,1,2,0.632885678298333,01/03/2018,01/03/2021,3.0027397260274,1,116,49.9,48.4,2017,https://twitter.com/DougJones,DougJones,N/A,N/A,05/04/1954,0,White,8,"J.D.; Samford University, Cumberland School of Law; 1979",2,N/A,https://bioguide.congress.gov/search/bio/J000300/,special election to replace Jeff Sessions,
"Loeffler, Kelly",7,Georgia,GA,0,2,0.904293903291947,01/06/2020,01/20/2021,1.04109589041096,1,116,N/A,N/A,*,https://twitter.com/KLoeffler,KLoeffler,https://twitter.com/senatorloeffler ,senatorloeffler ,11/27/1970,1,White,7,M.B.A.; Internationla Finance and Marketing; DePaul University Chicago; 1999,1,N/A,https://bioguide.congress.gov/search/bio/L000594,Appointed in 2019 after the resignation of Johnny Isakson but lost the 2020 election,
"McSally, Martha",8,Arizona,AZ,0,2,*,01/03/2015,01/03/2019,1,1,116,N/A,N/A,*,https://twitter.com/MarthaMcSallyAZ,MarthaMcSallyAZ,https://twitter.com/marthamcsally,marthamcsally,03/22/1966,1,White,7,M.P.P.; John F. Kennedy School of Government,3,N/A,https://bioguide.congress.gov/search/bio/M001197,(left office Dec 2 2020),appointed in 2018 after death of John McCain but lot 2020 election
"Perdue, David",9,Georgia,GA,0,2,0.914979462126755,01/06/2015,01/03/2021,5.9972602739726,1,116,53,45.1,2014,https://twitter.com/DavidPerdueGA,DavidPerdueGA,https://twitter.com/sendavidperdue,sendavidperdue,12/10/1949,0,White,7,M.S.; Georgia Institute of Technology; 1976,1,N/A,https://bioguide.congress.gov/search/bio/P000612,,
"Roberts, Charles Patrick",10,Kansas,KS,0,2,0.822995787870405,01/07/1997,01/03/2021,24.0054794520548,1,116,53.3,42.5,2014,https://twitter.com/SenPatRoberts,SenPatRoberts,https://twitter.com/PatRoberts,PatRoberts,04/20/1936,0,White,6,"B.A.; Kansas State university, Manhattan; 1958",7,N/A,https://bioguide.congress.gov/search/bio/R000307,,
"Udall, Tom",11,New Mexico,NM,1,2,0.259828450248573,01/06/2009,01/03/2021,12,1,116,55.4,44.6,2014,https://twitter.com/SenatorTomUdall,SenatorTomUdall,https://twitter.com/tomudall,tomudall,05/18/1948,0,White,8,"J.D.; University of New Mexico School of Law, Albuquerque, N.M.; 1977",2,N/A,https://bioguide.congress.gov/search/bio/U000039,,
"Baldwin, Tammy",12,Wisconsin,WI,1,1,0.176999238019796,01/03/2013,12/31/2022,9.9972602739726,0,117,55.4,44.6,2018,https://twitter.com/SenatorBaldwin,SenatorBaldwin,https://twitter.com/tammybaldwin,tammybaldwin,02/11/1962,1,White,8,"J.D.; University of Wisconsin, Madison; 1989",2,https://www.baldwin.senate.gov/,https://bioguide.congress.gov/search/bio/B001230,,
"Barrasso, John",13,Wyoming,WY,0,1,0.817902617377421,06/22/2007,12/31/2022,15.5369863013699,0,117,67.1,30.1,2018,https://twitter.com/SenJohnBarrasso,SenJohnBarrasso,https://twitter.com/barrassoforwyo,barrassoforwyo,07/21/1952,0,White,7,M.D.; Georgetown University School of Medicine; 1978,6,https://www.barrasso.senate.gov/,https://bioguide.congress.gov/search/bio/B001261,,
"Bennet, Michael F.",14,Colorado,CO,1,3,0.248044568735702,01/21/2009,12/31/2022,13.9506849315069,0,117,49.1,45.4,2016,https://twitter.com/SenatorBennet,SenatorBennet,https://twitter.com/michaelbennet,michaelbennet,11/28/1964,0,White,8,J.D.; Yale Law School; 1993,2,https://www.bennet.senate.gov/,https://bioguide.congress.gov/search/bio/B001267,,
"Blackburn, Marsha",15,Tennessee,TN,0,1,0.93228239890635,01/03/2019,12/31/2022,3.99452054794521,0,117,54.7,43.9,2018,https://twitter.com/MarshaBlackburn,MarshaBlackburn,N/A,N/A,06/06/1952,1,White,6,"B.S.; Home Economics; Mississippi State University, Starkville; 1973",1,https://www.blackburn.senate.gov/,https://bioguide.congress.gov/search/bio/B001243,,
"Blumenthal, Richard",16,Connecticut,CT,1,3,0.0310655954121906,01/03/2010,12/31/2022,13,0,117,62.9,34.9,2016,https://twitter.com/SenBlumenthal,SenBlumenthal,N/A,N/A,02/13/1946,0,White,8,J.D.; Yale University; 1973,2,https://www.blumenthal.senate.gov/,https://bioguide.congress.gov/search/bio/B001277,,
"Blunt, Roy",17,Missouri,MO,0,3,0.584409139223541,01/03/2011,12/31/2022,12,1,117,49.4,46.2,2016,https://twitter.com/RoyBlunt,RoyBlunt,N/A,N/A,01/10/1950,0,White,7,"M.A.; Missouri State University ,Springfield; 1972",5,N/A,https://bioguide.congress.gov/search/bio/B000575,,
"Booker, Cory A.",18,New Jersey,NJ,1,2,0.0455802980872292,10/31/2013,12/31/2022,12,0,117,57.2,40.9,2020,https://twitter.com/senbooker,senbooker,https://twitter.com/CoryBooker,CoryBooker,04/27/1969,0,African-American; Asian-American,8,J.D.; Yale Law School; 1997,2,https://www.booker.senate.gov/,https://bioguide.congress.gov/search/bio/B001288,,
"Boozman, John",19,Arkansas,AR,0,3,0.768699282926499,01/05/2011,12/31/2022,11.9945205479452,0,117,59.8,36.2,2016,https://twitter.com/JohnBoozman,JohnBoozman,N/A,N/A,12/10/1950,0,White,6,Southern College of Optometry; 1977,6,https://www.boozman.senate.gov/,https://bioguide.congress.gov/search/bio/B001236,,
"Braun, Michael",20,Indiana,IN,0,1,0.98106874319906,01/03/2019,12/31/2022,3.99452054794521,0,117,50.9,45,2018,https://twitter.com/SenatorBraun,SenatorBraun,N/A,N/A,03/24/1954,0,White,7,M.B.A.; Harvard Business School; 1978,1,https://www.braun.senate.gov/,https://bioguide.congress.gov/search/bio/B001310,,
"Brown, Sherrod",21,Ohio,OH,1,1,0.0923940264109351,01/04/2007,12/31/2022,16,0,117,53.4,46.6,2018,https://twitter.com/SenSherrodBrown,SenSherrodBrown,https://twitter.com/SherrodBrown,SherrodBrown,11/09/1952,0,White,7,M.a.; Education; Ohio State University; 1981,5,https://www.brown.senate.gov/,https://bioguide.congress.gov/search/bio/B000944,,
"Burr, Richard",22,North Carolina,NC,0,3,0.605472891780936,01/03/2001,12/31/2022,22.0054794520548,1,117,51.1,45.3,2016,https://twitter.com/SenatorBurr,SenatorBurr,N/A,N/A,11/30/1955,0,White,6,B.A.; Communications; Wake Forest University; 1978,1,N/A,https://bioguide.congress.gov/search/bio/B001135,,
"Cantwell, Maria",23,Washington,WA,1,1,0.216591445478212,01/03/2001,12/31/2022,22.0054794520548,0,117,58.4,41.6,2018,https://twitter.com/SenatorCantwell,SenatorCantwell,N/A,N/A,10/13/1958,1,White,6,B.A.; Public Administration; Miami University of Ohio; 1980,1,https://www.cantwell.senate.gov/,https://bioguide.congress.gov/search/bio/C000127,,
"Capito, Shelley Moore",24,West Virginia,WV,0,2,0.61478303011512,01/06/2015,12/31/2022,7.98904109589041,0,117,70.3,27,2020,https://twitter.com/SenCapito,SenCapito,N/A,N/A,11/26/1953,1,White,7,M. Ed.; University of Virginia; 1976,5,https://www.capito.senate.gov/,https://bioguide.congress.gov/search/bio/C001047,,
"Cardin, Benjamin L.",25,Maryland,MD,1,1,0.1994990268606,01/04/2007,12/31/2022,16,0,117,64.9,30.3,2018,https://twitter.com/SenatorCardin,SenatorCardin,N/A,N/A,10/05/1943,0,White,8,J.D.; University of Maryland; 1967,2,https://www.cardin.senate.gov/,https://bioguide.congress.gov/search/bio/C000141,,
"Carper, Thomas R.",26,Delaware,DE,1,1,0.309479384969288,01/03/2001,12/31/2022,22.0054794520548,0,117,60,37.8,2018,https://twitter.com/SenatorCarper,SenatorCarper,N/A,N/A,01/23/1947,0,White,7,M.B.A.; University of Delaware; 1975,3,https://www.carper.senate.gov/,https://bioguide.congress.gov/search/bio/C000174,,
"Casey, Robert P., Jr.",27,Pennsylvania,PA,1,1,0.171897216341815,01/04/2007,12/31/2022,16,0,117,55.7,42.6,2018,https://twitter.com/SenBobCasey,SenBobCasey,https://twitter.com/Bob_Casey,Bob_Casey,04/13/1960,0,White,8,J.D.; Catholic University of America; 1988,2,https://www.casey.senate.gov/,https://bioguide.congress.gov/search/bio/C001070,,
"Cassidy, Bill",28,Louisiana,LA,0,2,0.682348710788942,01/06/2015,12/31/2022,7.98904109589041,0,117,59.3,19,2020,https://twitter.com/SenBillCassidy,SenBillCassidy,https://twitter.com/BillCassidy,BillCassidy,09/28/1957,0,White,7,M.D.; Louisiana State University; 1979,6,https://www.cassidy.senate.gov/,https://bioguide.congress.gov/search/bio/C001075,,
"Collins, Susan M.",29,Maine,ME,0,2,0.448622425849401,01/07/1997,12/31/2022,25.9972602739726,0,117,51,42.4,2020,https://twitter.com/SenatorCollins,SenatorCollins,N/A,N/A,12/07/1952,1,White,6,Bachelor in Government; St. Lawrence University; 1975,0,https://www.collins.senate.gov/,https://bioguide.congress.gov/search/bio/C001035,,
"Coons, Christopher A.",30,Delaware,DE,1,2,0.338422715351401,11/15/2010,12/31/2022,12.1342465753425,0,117,59.4,37.9,2020,https://twitter.com/ChrisCoons,ChrisCoons,N/A,N/A,09/09/1963,0,White,8,J.D.; Yale Law School; 1992,2,https://www.coons.senate.gov/,https://bioguide.congress.gov/search/bio/C001088,,
"Cornyn, John",31,Texas,TX,0,2,0.772226738391321,11/30/2002,12/31/2022,20.0986301369863,0,117,53.5,43.9,2020,https://twitter.com/JohnCornyn,JohnCornyn,N/A,N/A,02/02/1952,0,White,8,J.D.; St. Mary<72>s School of Law; 1977,2,https://www.cornyn.senate.gov/,https://bioguide.congress.gov/search/bio/C001056,,
"Cortez Masto, Catherine",32,Nevada,NV,1,3,0.236574567369409,01/03/2017,12/31/2022,5.99452054794521,0,117,47.1,44.7,2016,https://twitter.com/SenCortezMasto,SenCortezMasto,https://twitter.com/CortezMasto,CortezMasto,03/29/1964,1,Hispanic; White,8,J.D.; Gonzaga University School of Law; 1990,2,https://www.cortezmasto.senate.gov/,https://bioguide.congress.gov/search/bio/C001113,,
"Cotton, Tom",33,Arkansas,AR,0,2,0.876390364042756,01/06/2015,12/31/2022,7.98904109589041,0,117,66.5,33.5,2020,https://twitter.com/SenTomCotton,SenTomCotton,https://twitter.com/TomCottonAR,TomCottonAR,05/13/1977,0,White,8,J.D.; Harvard University; 2002,2,https://www.cotton.senate.gov/,https://bioguide.congress.gov/search/bio/C001095,,
"Cramer, Kevin",34,North Dakota,ND,0,1,0.910896298032277,01/03/2019,12/31/2022,3.99452054794521,0,117,55.5,44.5,2018,https://twitter.com/SenKevinCramer,SenKevinCramer,https://twitter.com/kevincramer,kevincramer,01/21/1961,0,White,7,M.A.; Management; University o fMary; 2003,0,https://www.cramer.senate.gov/,https://bioguide.congress.gov/search/bio/C001096,,
"Crapo, Michael",35,Idaho,ID,0,3,0.823331951918519,01/06/1999,12/31/2022,24,0,117,66.1,27.8,2016,https://twitter.com/MikeCrapo,MikeCrapo,N/A,N/A,05/20/1951,0,White,8,J.D.; Harvard University; 1977,2,https://www.crapo.senate.gov/,https://bioguide.congress.gov/search/bio/C000880,,
"Cruz, Ted",36,Texas,TX,0,1,0.944056385174951,01/03/2013,12/31/2022,9.9972602739726,0,117,50.9,48.3,2018,https://twitter.com/SenTedCruz,SenTedCruz,https://twitter.com/tedcruz,tedcruz,12/22/1970,0,Hispanic; White,8,J.D.; Harvard University; 1995,2,https://www.cruz.senate.gov/,https://bioguide.congress.gov/search/bio/C001098,,
"Daines, Steve",37,Montana,MT,0,2,0.859322244752884,01/06/2015,12/31/2022,7.98904109589041,0,117,55,45,2020,https://twitter.com/SteveDaines,SteveDaines,N/A,N/A,08/20/1962,0,White,6,B.S.; Chemical Engineering; Montana State University; 1984,1,https://www.daines.senate.gov/,https://bioguide.congress.gov/search/bio/D000618,,
"Duckworth, Tammy",38,Illinois,IL,1,3,0.0944404184553066,01/03/2017,12/31/2022,5.99452054794521,0,117,54.4,40.2,2016,https://twitter.com/SenDuckworth,SenDuckworth,https://twitter.com/tammyduckworth,tammyduckworth,03/12/1968,1,Asian; White,8,PhD in human services; Capella University School of Public Service Leadership; 2015,3,https://www.duckworth.senate.gov/,https://bioguide.congress.gov/search/bio/D000622,,
"Durbin, Richard J.",39,Illinois,IL,1,2,0.0855733771029607,01/07/1997,12/31/2022,25.9972602739726,0,117,54.9,38.9,2020,https://twitter.com/SenatorDurbin,SenatorDurbin,https://twitter.com/DickDurbin,DickDurbin,11/21/1944,0,White,8,J.D.; Georgetown University; 1969,2,https://www.durbin.senate.gov/,https://bioguide.congress.gov/search/bio/D000563,,
"Ernst, Joni",40,Iowa,IA,0,2,0.826265400967212,01/06/2015,12/31/2022,7.98904109589041,0,117,51.8,45.2,2020,https://twitter.com/SenJoniErnst,SenJoniErnst,https://twitter.com/joniernst,joniernst,07/01/1970,1,White,7,M.P.A.; Columbus State University; 1995,3,https://www.ernst.senate.gov/,https://bioguide.congress.gov/search/bio/E000295,,
"Feinstein, Dianne",41,California,CA,1,1,0.150865658191444,11/10/1992,12/31/2022,30.158904109589,0,117,54.2,45.8,2018,https://twitter.com/SenFeinstein,SenFeinstein,https://twitter.com/DianneFeinstein,DianneFeinstein,06/22/1933,1,White,6,B.A.; History; Stanford University; 1955,0,https://www.feinstein.senate.gov/public/,https://bioguide.congress.gov/search/bio/F000062,,
"Fischer, Debra",42,Nebraska,NE,0,1,0.688576408222131,01/03/2013,12/31/2022,9.9972602739726,0,117,57.7,38.6,2018,https://twitter.com/SenatorFischer,SenatorFischer,N/A,N/A,03/01/1951,1,White,6,B.S.; Education; University of Nebraska; 1988,0,https://www.fischer.senate.gov/,https://bioguide.congress.gov/search/bio/F000463,,
"Gillibrand, Kirsten E.",43,New York,NY,1,1,0.12072202063417,01/27/2009,12/31/2022,13.9342465753425,0,117,67,33,2018,https://twitter.com/SenGillibrand,SenGillibrand,https://twitter.com/gillibrandny,gillibrandny,12/09/1966,1,White,8,J.D.; University of California; 1991,2,https://www.gillibrand.senate.gov/,https://bioguide.congress.gov/search/bio/G000555,,
"Graham, Lindsey",44,South Carolina,SC,0,2,0.619070797359753,01/07/2003,12/31/2022,19.9945205479452,0,117,54.5,44.2,2020,https://twitter.com/LindseyGrahamSC,LindseyGrahamSC,https://twitter.com/grahamblog,grahamblog,07/09/1955,0,White,8,J.D.; University of South Carolina; 1981,2,https://www.lgraham.senate.gov/,https://bioguide.congress.gov/search/bio/G000359 ,,
"Grassley, Chuck",45,Iowa,IA,0,3,0.670073592619545,01/05/1981,12/31/2022,42.013698630137,0,117,60.2,35.7,2016,https://twitter.com/ChuckGrassley,ChuckGrassley,N/A,N/A,09/17/1933,0,White,7,M.A.; Political Science; University of Northern Iowa; 1956,0,https://www.grassley.senate.gov/,https://bioguide.congress.gov/search/bio/G000386,,
"Hagerty, Bill",46,Tennessee,TN,0,2,0.857410027434407,01/03/2021,12/31/2022,1.99178082191781,0,117,62.2,35.2,2020,https://twitter.com/SenatorHagerty,SenatorHagerty,https://twitter.com/billhagertytn,billhagertytn,08/14/1959,0,White,8,J.D.; Vanderbilt Law School; 1984,0,https://www.hagerty.senate.gov/,https://bioguide.congress.gov/search/bio/H000601,,
"Hassan, Margaret Wood",47,New Hampshire,NH,1,3,0.43611907238278,01/03/2017,12/31/2022,5.99452054794521,0,117,48,47.9,2016,https://twitter.com/SenatorHassan,SenatorHassan,https://twitter.com/Maggie_Hassan,Maggie_Hassan,02/27/1958,1,White,8,J.D.; Northeastern University School of law; 1985,11,https://www.hassan.senate.gov/,https://bioguide.congress.gov/search/bio/H001076,,
"Hawley, Josh",48,Missouri,MO,0,1,0.864366195602263,01/03/2019,12/31/2022,3.99452054794521,0,117,51.4,45.6,2018,https://twitter.com/HawleyMO,HawleyMO,N/A,N/A,12/31/1979,0,White,8,J.D.; Yale Law School; 2006,2,https://www.hawley.senate.gov/,https://bioguide.congress.gov/search/bio/H001089,,
"Heinrich, Martin",49,New Mexico,NM,1,1,0.2007037353465,01/03/2013,12/31/2022,9.9972602739726,0,117,54.1,30.5,2018,https://twitter.com/MartinHeinrich,MartinHeinrich,N/A,N/A,10/17/1971,0,White,6,B.S.; Mechanical Engineering; University of Missouri; 1995,12,https://www.heinrich.senate.gov/,https://bioguide.congress.gov/search/bio/H001046,,
"Hickenlooper, John W.",50,Colorado,CO,1,2,0.335030323955882,01/03/2021,12/31/2022,1.99178082191781,0,117,53.5,44.2,2020,https://twitter.com/SenatorHick,SenatorHick,https://twitter.com/hickenlooper,hickenlooper,02/07/1952,0,White,7,M.A.; Geology; Wesleyan University; 1980,0,https://www.hickenlooper.senate.gov/,https://bioguide.congress.gov/search/bio/H000273,,
"Hirono, Mazie K.",51,Hawaii,HI,1,1,0.0715447123166643,01/03/2013,12/31/2022,9.9972602739726,0,117,71.2,28.8,2018,https://twitter.com/maziehirono,maziehirono,https://twitter.com/mazieforhawaii,mazieforhawaii,11/03/1947,1,Asian,8,J.D.; Georgetown University; 1978,0,https://www.hirono.senate.gov/,https://bioguide.congress.gov/search/bio/H001042,,
"Hoeven, John",52,North Dakota,ND,0,3,0.815683863264003,01/05/2011,12/31/2022,11.9945205479452,0,117,78.6,17,2016,https://twitter.com/SenJohnHoeven,SenJohnHoeven,N/A,N/A,03/13/1957,0,White,7,M.B.A.; Northwestern University; 1981,12,https://www.hoeven.senate.gov/,https://bioguide.congress.gov/search/bio/H001061,,
"Hyde-Smith, Cindy",53,Mississippi,MS,0,2,0.868059764299163,04/09/2018,12/31/2022,4.73150684931507,0,117,54.1,44.1,2020,https://twitter.com/SenHydeSmith,SenHydeSmith,https://twitter.com/cindyhydesmith,cindyhydesmith,05/10/1959,1,White,6,"B.A.; Criminal justice, political science; University of Southern Mississippi; 1981",0,https://www.hydesmith.senate.gov/,https://bioguide.congress.gov/search/bio/H001079 ,,
"Inhofe, James",54,Oklahoma,OK,0,2,0.880238318204784,11/17/1994,12/31/2022,28.1397260273973,1,117,62.9,32.8,2020,https://twitter.com/JimInhofe,JimInhofe,N/A,N/A,11/17/1934,0,White,6,B.A.; Economics; University of Tulsa; 1973,0,N/A,https://bioguide.congress.gov/search/bio/I000024 ,,
"Johnson, Ron",55,Wisconsin,WI,0,3,0.743401705863958,01/05/2011,12/31/2022,11.9945205479452,0,117,50.2,46.8,2016,https://twitter.com/SenRonJohnson,SenRonJohnson,https://twitter.com/ronjohnsonwi,ronjohnsonwi,04/08/1955,0,White,6,B.S.; Business and Accounting; University of Minnesota; 1977,4,https://www.ronjohnson.senate.gov/,https://bioguide.congress.gov/search/bio/J000293,,
"Kaine, Tim",56,Virginia,VA,1,1,0.203600708089391,01/03/2013,12/31/2022,9.9972602739726,0,117,57.1,41.1,2018,https://twitter.com/timkaine,timkaine,N/A,N/A,02/26/1958,0,White,8,J.D.; Harvard University; 1983,11,https://www.kaine.senate.gov/,https://bioguide.congress.gov/search/bio/K000384,,
"Kelly, Mark",57,Arizona,AZ,1,3,0.399793347847799,12/02/2020,12/31/2022,2.07945205479452,0,117,51.2,48.8,2020,https://twitter.com/SenMarkKelly,SenMarkKelly,https://twitter.com/CaptMarkKelly,CaptMarkKelly,02/21/1964,0,White,7,M.S.; Aeronautical Engineering; U.S. Naval Postgraduate School,3,https://www.kelly.senate.gov/,https://bioguide.congress.gov/search/bio/K000377,,
"Kennedy, John Neely",58,Louisiana,LA,0,3,0.785684351248518,01/03/2017,12/31/2022,5.99452054794521,0,117,60.7,39.3,2016,https://twitter.com/SenJohnKennedy,SenJohnKennedy,https://twitter.com/JohnKennedyLA,JohnKennedyLA,11/21/1951,0,White,8,J.D.; University of Virginia School of LAw; 1977,11,https://www.kennedy.senate.gov/,https://bioguide.congress.gov/search/bio/K000393,,
"King, Angus S., Jr.",59,Maine,ME,2,1,0.346033257048853,01/03/2013,12/31/2022,9.9972602739726,0,117,54.3,35.2,2018,https://twitter.com/SenAngusKing,SenAngusKing,N/A,N/A,03/31/1944,0,White,8,J.D.; University of Virginia; 1969,2,https://www.king.senate.gov/,https://bioguide.congress.gov/search/bio/K000383 ,,
"Klobuchar, Amy",60,Minnesota,MN,1,1,0.130504324943533,01/04/2007,12/31/2022,16,0,117,60.3,36.2,2018,https://twitter.com/SenAmyKlobuchar,SenAmyKlobuchar,https://twitter.com/amyklobuchar,amyklobuchar,05/25/1960,1,White,8,"J.D.; University of Chicago, 1985",2,https://www.klobuchar.senate.gov/,https://bioguide.congress.gov/search/bio/K000367 ,,
"Lankford, James",61,Oklahoma,OK,0,3,0.89992933687588,01/03/2015,12/31/2022,7.9972602739726,0,117,67.7,24.6,2016,https://twitter.com/SenatorLankford,SenatorLankford,https://twitter.com/jameslankford,jameslankford,03/04/1968,0,White,7,M.Div.; Southwestern Theological Baptist Seminary; 1994,5,https://www.lankford.senate.gov/,https://bioguide.congress.gov/search/bio/L000575,,
"Leahy, Patrick",62,Vermont,VT,1,3,0.144121081911654,01/14/1975,12/31/2022,47.9945205479452,1,117,61.3,33,2016,https://twitter.com/SenatorLeahy,SenatorLeahy,N/A,N/A,03/31/1940,0,White,8,J.D.; Georgetown University; 1964,2,N/A,https://bioguide.congress.gov/search/bio/L000174,,
"Lee, Mike",63,Utah,UT,0,3,0.753748787807473,01/05/2011,12/31/2022,11.9945205479452,0,117,68,27.4,2016,https://twitter.com/SenMikeLee,SenMikeLee,https://twitter.com/BasedMikeLee,BasedMikeLee,06/04/1971,0,White,8,J.D.; Brigham Young university; 1997,2,https://www.lee.senate.gov/,https://bioguide.congress.gov/search/bio/L000577,,
"Luj<EFBFBD>n, Ben Ray",64,New Mexico,NM,1,2,0.174860888138848,01/03/2021,12/31/2022,1.99178082191781,0,117,51.7,45.6,2020,https://twitter.com/SenatorLujan,SenatorLujan,https://twitter.com/benraylujan,benraylujan,06/07/1972,0,Hispanic,6,B.B.A.; New Mexico Highlands University; 2007,0,https://www.lujan.senate.gov/,https://bioguide.congress.gov/search/bio/L000570 ,,
"Lummis, Cynthia M.",65,Wyoming,WY,0,2,0.893292958108508,01/03/2021,12/31/2022,1.99178082191781,0,117,73.1,26.9,2020,https://twitter.com/SenLummis,SenLummis,https://twitter.com/CynthiaMLummis,CynthiaMLummis,09/10/1954,1,White,8,"J.D.; University of Wyoming College of Law, Laramie, Wyo.; 1985",11,https://www.lummis.senate.gov/,https://bioguide.congress.gov/search/bio/L000571 ,,
"Manchin, Joe, III",66,West Virginia,WV,1,1,0.446686774398077,11/15/2010,12/31/2022,12.1342465753425,0,117,49.6,46.3,2018,https://twitter.com/Sen_JoeManchin,Sen_JoeManchin,https://twitter.com/JoeManchinWV,JoeManchinWV,08/24/1947,0,White,6,B.A.; Business Administration; West Virginia University; 1970,12,https://www.manchin.senate.gov/,https://bioguide.congress.gov/search/bio/M001183 ,,
"Markey, Edward J.",67,Massachusetts,MA,1,2,0.0139659683705929,07/16/2013,12/31/2022,9.46575342465753,0,117,66.2,33,2020,https://twitter.com/SenMarkey,SenMarkey,https://twitter.com/edmarkey,edmarkey,07/11/1946,0,White,8,J.D.; Boston College Law School; 1972,11,https://www.markey.senate.gov/,https://bioguide.congress.gov/search/bio/M000133,,
"Marshall, Roger",68,Kansas,KS,0,2,0.882124792228652,01/03/2021,12/31/2022,1.99178082191781,0,117,53.2,41.8,2020,https://twitter.com/SenatorMarshall,SenatorMarshall,https://twitter.com/RogerMarshallMD,RogerMarshallMD,08/09/1960,0,White,7,M.D.; University of Kansas School of Medicine; 1987,6,https://www.marshall.senate.gov/,https://bioguide.congress.gov/search/bio/M001198,,
"McConnell, Mitch",69,Kentucky,KY,0,2,0.599687533584357,01/03/1985,12/31/2022,38.0164383561644,0,117,57.8,38.2,2020,https://twitter.com/LeaderMcConnell,LeaderMcConnell,N/A,N/A,02/20/1942,0,White,8,J.D.; Kentucky Law School; 1967,11,https://www.mcconnell.senate.gov/,https://bioguide.congress.gov/search/bio/M000355,,
"Menendez, Robert",70,New Jersey,NJ,1,1,0.191515157461704,01/18/2006,12/31/2022,16.9616438356164,0,117,54,42.8,2018,https://twitter.com/SenatorMenendez,SenatorMenendez,N/A,N/A,01/01/1954,0,Hispanic,8,J.D.; Rutgers university of Law; 1979,11,https://www.menendez.senate.gov/,https://bioguide.congress.gov/search/bio/M000639,,
"Merkley, Jeff",71,Oregon,OR,1,2,0.0355414098997263,01/06/2009,12/31/2022,13.9917808219178,0,117,56.9,39.3,2020,https://twitter.com/SenJeffMerkley,SenJeffMerkley,https://twitter.com/jeffmerkley,jeffmerkley,10/24/1956,0,White,7,M.P.A.; Princeton University; 1982,0,https://www.merkley.senate.gov/,https://bioguide.congress.gov/search/bio/M001176,,
"Moran, Jerry",72,Kansas,KS,0,3,0.716270292467902,01/05/2011,12/31/2022,11.9945205479452,0,117,62.4,32.1,2016,https://twitter.com/JerryMoran,JerryMoran,N/A,N/A,05/29/1954,0,White,8,J.D.; Kansas University School of Law; 1981,11,https://www.moran.senate.gov/public/,https://bioguide.congress.gov/search/bio/M000934 ,,
"Murkowski, Lisa",73,Alaska,AK,0,3,0.473296745648617,12/20/2002,12/31/2022,20.0438356164384,0,117,44.3,29.5,2016,https://twitter.com/lisamurkowski,lisamurkowski,https://twitter.com/lisaforsenate,lisaforsenate,05/22/1957,1,White,8,J.D.; Willamette College of Law; 1985,2,https://www.murkowski.senate.gov/,https://bioguide.congress.gov/search/bio/M001153,,
"Murphy, Christopher",74,Connecticut,CT,1,1,0.152635018959264,01/03/2013,12/31/2022,9.9972602739726,0,117,59.5,39.4,2018,https://twitter.com/ChrisMurphyCT,ChrisMurphyCT,N/A,N/A,08/03/1973,0,White,8,J.D.; University of Connecticut; 2002,11,https://www.murphy.senate.gov/,https://bioguide.congress.gov/search/bio/M001169,,
"Murray, Patty",75,Washington,WA,1,3,0.142703588817088,01/05/1993,12/31/2022,30.0054794520548,0,117,59.1,40.9,2016,https://twitter.com/PattyMurray,PattyMurray,https://twitter.com/murraycampaign,murraycampaign,10/11/1950,1,White,6,B.A.; Physical Education; Washington State University; 1972,5,https://www.murray.senate.gov/,https://bioguide.congress.gov/search/bio/M001111,,
"Ossoff, Jon",76,Georgia,GA,1,2,0.303405364928085,01/20/2021,12/31/2022,1.94520547945205,0,117,50.6,49.4,2020,https://twitter.com/SenOssoff,SenOssoff,https://twitter.com/ossoff,ossoff,02/16/1987,0,White,7,M.S.; International Politicla Economy; London School of Economics; 2013,7,https://www.ossoff.senate.gov/,https://bioguide.congress.gov/search/bio/O000174,,
"Padilla, Alex",77,California,CA,1,3,0.0200324383981554,01/20/2021,12/31/2022,1.94520547945205,0,117,N/A,N/A,*,https://twitter.com/SenAlexPadilla,SenAlexPadilla,https://twitter.com/AlexPadilla4CA,AlexPadilla4CA,03/22/1973,0,Hispanic,6,B.S.; Mechanical Engineering; MIT; 1994,9,https://www.padilla.senate.gov/,https://bioguide.congress.gov/search/bio/P000145,appointed in 2020 to replace Kamala Harris ,
"Paul, Rand",78,Kentucky,KY,0,3,0.684883322748808,01/05/2011,12/31/2022,11.9945205479452,0,117,57.3,42.7,2016,https://twitter.com/senrandpaul,senrandpaul,https://twitter.com/RandPaul,RandPaul,01/07/1963,0,White,7,M.D.; Duke University; 1988,6,https://www.paul.senate.gov/,https://bioguide.congress.gov/search/bio/P000603,,
"Peters, Gary C.",79,Michigan,MI,1,2,0.355796587683312,01/06/2015,12/31/2022,7.98904109589041,0,117,49.9,48.2,2020,https://twitter.com/SenGaryPeters,SenGaryPeters,https://twitter.com/garypeters,garypeters,12/01/1958,0,White,8,J.D.; Wayne State University; 1989,2,https://www.peters.senate.gov/,https://bioguide.congress.gov/search/bio/P000595,,
"Portman, Robert",80,Ohio,OH,0,3,0.548120690430407,01/05/2011,12/31/2022,11.9945205479452,1,117,58.3,36.9,2016,https://twitter.com/senrobportman,senrobportman,N/A,N/A,12/19/1955,0,White,8,J.D.; University of Michigan; 1985,2,N/A,https://bioguide.congress.gov/search/bio/P000449,,
"Reed, John F.",81,Rhode Island,RI,1,2,0.145861826443275,01/07/1997,12/31/2022,25.9972602739726,0,117,66.6,33.4,2020,https://twitter.com/SenJackReed,SenJackReed,N/A,N/A,11/12/1949,0,White,8,J.D.; Harvard University; 1982,2,https://www.reed.senate.gov/,https://bioguide.congress.gov/search/bio/R000122,,
"Risch, James E.",82,Idaho,ID,0,2,0.82910906209038,01/06/2009,12/31/2022,13.9917808219178,0,117,62.6,33.2,2020,https://twitter.com/SenatorRisch,SenatorRisch,N/A,N/A,05/03/1943,0,White,8,J.D.; University of Idaho; 1968,2,https://www.risch.senate.gov/,https://bioguide.congress.gov/search/bio/R000584,,
"Romney, Mitt",83,Utah,UT,0,1,0.596688837978771,01/03/2019,12/31/2022,3.99452054794521,0,117,62.6,30.9,2018,https://twitter.com/SenatorRomney,SenatorRomney,https://twitter.com/mittromney,mittromney,03/12/1947,0,White,7,M.B.A.; Harvard Business School; 1975,1,https://www.romney.senate.gov/,https://bioguide.congress.gov/search/bio/R000615,,
"Rosen, Jacky",84,Nevada,NV,1,1,0.308548351377894,01/03/2019,12/31/2022,3.99452054794521,0,117,50.4,45.4,2018,https://twitter.com/SenJackyRosen,SenJackyRosen,https://twitter.com/RosenforNevada,RosenforNevada,08/02/1957,1,White,6,B.A.; Psychology; University of Minnesota; 1979,1,https://www.rosen.senate.gov/,https://bioguide.congress.gov/search/bio/R000608,,
"Rounds, Mike",85,South Dakota,SD,0,2,0.784008560585577,01/06/2015,12/31/2022,7.98904109589041,0,117,65.7,34.3,2020,https://twitter.com/SenatorRounds,SenatorRounds,N/A,N/A,10/24/1954,0,White,6,B.S.; Political Science; South Dakota State University; 1977,1,https://www.rounds.senate.gov/,https://bioguide.congress.gov/search/bio/R000605,,
"Rubio, Marco",86,Florida,FL,0,3,0.831181764071725,01/05/2011,12/31/2022,11.9945205479452,0,117,52,44.3,2016,https://twitter.com/senmarcorubio,senmarcorubio,https://twitter.com/marcorubio,marcorubio,05/28/1971,0,Hispanic,8,J.D.; University of Miami; 1996,2,https://www.rubio.senate.gov/,https://bioguide.congress.gov/search/bio/R000595,,
"Sanders, Bernard",87,Vermont,VT,2,1,0,01/04/2007,12/31/2022,16,0,117,67.4,27.5,2018,https://twitter.com/SenSanders,SenSanders,https://twitter.com/BernieSanders,BernieSanders,09/08/1941,0,White,6,B.A.; Political Science; University of Chicago; 1964,0,https://www.sanders.senate.gov/,https://bioguide.congress.gov/search/bio/S000033,,
"Sasse, Benjamin",88,Nebraska,NE,0,2,0.684229649213868,01/06/2015,12/31/2022,7.98904109589041,1,117,62.7,24.4,2020,https://twitter.com/sensasse,sensasse,https://twitter.com/BenSasse,BenSasse,02/22/1972,0,White,8,PhD in History; Yale University; 2004,5,N/A,https://bioguide.congress.gov/search/bio/S001197,,
"Schatz, Brian",89,Hawaii ,HI,1,3,0.213250458593456,12/27/2012,12/31/2022,10.0164383561644,0,117,73.6,22.2,2016,https://twitter.com/brianschatz,brianschatz,https://twitter.com/SenBrianSchatz,SenBrianSchatz,10/20/1972,0,White,6,B.A.; Philosophy; Pomona College; 1994,5,https://www.schatz.senate.gov/,https://bioguide.congress.gov/search/bio/S001194,,
"Schumer, Charles E.",90,New York,NY,1,3,0.239789022209428,01/06/1999,12/31/2022,24,0,117,70.4,27.4,2016,https://twitter.com/SenSchumer,SenSchumer,https://twitter.com/chuckschumer,chuckschumer,11/23/1950,0,White,8,J.D.; Harvard University; 1974,2,https://www.schumer.senate.gov/,https://bioguide.congress.gov/search/bio/S000148 ,,
"Scott, Rick",91,Florida,FL,0,1,1,01/08/2019,12/31/2022,3.98082191780822,0,117,50.1,49.9,2018,https://twitter.com/SenRickScott,SenRickScott,https://twitter.com/scottforflorida,scottforflorida,12/01/1952,0,White,8,J.D.; Southern Methodist University; 1978,2,https://www.rickscott.senate.gov/,https://bioguide.congress.gov/search/bio/S001217,,
"Scott, Tim",92,South Carolina,SC,0,3,0.781356077518849,01/03/2013,12/31/2022,9.9972602739726,0,117,60.6,37,2016,https://twitter.com/SenatorTimScott,SenatorTimScott,https://twitter.com/votetimscott,votetimscott,09/19/1965,0,African-American,6,B.S.; Political Science; Charleston Southern University; 1988 ,1,https://www.scott.senate.gov/,https://bioguide.congress.gov/search/bio/S001184,,
"Shaheen, Jeanne",93,New Hampshire,NH,1,2,0.2925665319541,01/06/2009,12/31/2022,13.9917808219178,0,117,56.6,41,2020,https://twitter.com/SenatorShaheen,SenatorShaheen,https://twitter.com/JeanneShaheen,JeanneShaheen,01/28/1947,1,White,7,M.S.S.; University of Mississippi; 1973,5,https://www.shaheen.senate.gov/,https://bioguide.congress.gov/search/bio/S001181,,
"Shelby, Richard",94,Alabama,AL,0,3,0.577739000839365,01/06/1987,12/31/2022,36.0082191780822,1,117,64.2,35.8,2016,https://twitter.com/SenShelby,SenShelby,N/A,N/A,05/06/1934,0,White,6,LL.B.; University of Alabama; 1963,2,N/A,https://bioguide.congress.gov/search/bio/S000320,,
"Sinema, Kyrsten",95,Arizona,AZ,2,1,0.500967034663567,01/03/2019,12/31/2022,3.99452054794521,0,117,50,47.6,2018,https://twitter.com/SenatorSinema,SenatorSinema,https://twitter.com/kyrstensinema,kyrstensinema,07/12/1976,1,White,8,PhD in Justice Studies; Arizona State University; 2012,2,https://www.sinema.senate.gov/,https://bioguide.congress.gov/search/bio/S001191,,
"Smith, Tina",96,Minnesota,MN,1,2,0.0756533259297989,01/03/2018,12/31/2022,4.99452054794521,0,117,48.8,43.5,2020,https://twitter.com/SenTinaSmith,SenTinaSmith,https://twitter.com/TinaSmithMN,TinaSmithMN,03/04/1958,1,White,7,M.B.A. Dartmouth College; 1984,1,https://www.smith.senate.gov/,https://bioguide.congress.gov/search/bio/S001203,,
"Stabenow, Debbie",97,Michigan,MI,1,1,0.221949395648287,01/03/2001,12/31/2022,22.0054794520548,0,117,52.3,45.8,2018,https://twitter.com/SenStabenow,SenStabenow,https://twitter.com/stabenow,stabenow,04/29/1950,1,White,7,M.S.W.; Michigan State University; 1975,5,https://www.stabenow.senate.gov/,https://bioguide.congress.gov/search/bio/S000770,,
"Sullivan, Dan",98,Alaska,AK,0,2,0.652100683642255,01/06/2015,12/31/2022,7.98904109589041,0,117,53.9,41.2,2020,https://twitter.com/SenDanSullivan,SenDanSullivan,N/A,N/A,11/13/1964,0,White,8,J.D.; Georgetown University; 1993,2,https://www.sullivan.senate.gov/,https://bioguide.congress.gov/search/bio/S001198,,
"Tester, Jon",99,Montana,MT,1,1,0.377646486433112,01/04/2007,12/31/2022,16,0,117,50.3,46.8,2018,https://twitter.com/SenatorTester,SenatorTester,https://twitter.com/jontester,jontester,08/21/1956,0,White,6,B.A.; Music; University of Providence; 1978,10,https://www.tester.senate.gov/,https://bioguide.congress.gov/search/bio/T000464 ,,
"Thune, John",100,South Dakota,SD,0,3,0.795060855902239,01/04/2005,12/31/2022,18,0,117,71.8,28.2,2016,https://twitter.com/SenJohnThune,SenJohnThune,https://twitter.com/johnthune,johnthune,01/07/1961,0,White,7,M.B.A.; University of South Dakota; 1984,1,https://www.thune.senate.gov/,https://bioguide.congress.gov/search/bio/T000250 ,,
"Tillis, Thom",101,North Carolina,NC,0,2,0.819146177750934,01/06/2015,12/31/2022,7.98904109589041,0,117,48.7,46.9,2020,https://twitter.com/SenThomTillis,SenThomTillis,https://twitter.com/ThomTillis,ThomTillis,08/30/1960,0,White,6,B.S.; Technology Management; University of Maryland; 1996,1,https://www.tillis.senate.gov/,https://bioguide.congress.gov/search/bio/T000476 ,,
"Toomey, Patrick",102,Pennsylvania,PA,0,3,0.607637714921737,01/05/2011,12/31/2022,11.9945205479452,1,117,48.9,47.2,2016,https://twitter.com/SenToomey,SenToomey,https://twitter.com/pattoomey,pattoomey,11/17/1961,0,White,6,A.B.; Government; Harvard College; 1984,1,N/A,https://bioguide.congress.gov/search/bio/T000461 ,,
"Tuberville, Tommy",103,Alabama,AL,0,2,0.808701355452043,01/03/2021,12/31/2022,1.99178082191781,0,117,60.1,39.7,2020,https://twitter.com/SenTuberville,SenTuberville,https://twitter.com/TTuberville,TTuberville,09/18/1954,0,White,6,"B.S., physical education, Southern Arkansas University, 1976",5,https://www.tuberville.senate.gov/,https://bioguide.congress.gov/search/bio/T000278 ,,
"Van Hollen, Chris",104,Maryland,MD,1,3,0.117646768842011,01/03/2017,12/31/2022,5.99452054794521,0,117,60.4,36.4,2016,https://twitter.com/ChrisVanHollen,ChrisVanHollen,N/A,N/A,01/10/1959,0,White,8,J.D.; Georgetown university; 1990,2,https://www.vanhollen.senate.gov/,https://bioguide.congress.gov/search/bio/V000128,,
"Warner, Mark R.",105,Virginia,VA,1,2,0.33022168507113,01/06/2009,12/31/2022,13.9917808219178,0,117,56,44,2020,https://twitter.com/SenatorWarner,SenatorWarner,https://twitter.com/MarkWarner,MarkWarner,12/15/1954,0,White,8,J.D.; Harvard Law School; 1980,1,https://www.warner.senate.gov/,https://bioguide.congress.gov/search/bio/W000805 ,,
"Warnock, Raphael G.",106,Georgia,GA,1,3,0.464158242867696,01/20/2021,12/31/2022,1.94520547945205,0,117,51,49,2020,https://twitter.com/SenatorWarnock,SenatorWarnock,https://twitter.com/ReverendWarnock,ReverendWarnock,07/23/1969,0,African-American,8,PhD in Philosophy; Union Theological Seminary; ,8,https://www.warnock.senate.gov/,https://bioguide.congress.gov/search/bio/W000790,,
"Warren, Elizabeth",107,Massachusetts,MA,1,1,0.0583875007437665,01/03/2013,12/31/2022,9.9972602739726,0,117,60.4,36.2,2018,https://twitter.com/SenWarren,SenWarren,https://twitter.com/ewarren,ewarren,06/22/1949,1,White,8,J.D.; Rutgers University; 1976,2,https://www.warren.senate.gov/,https://bioguide.congress.gov/search/bio/W000817 ,,
"Whitehouse, Sheldon",108,Rhode Island,RI,1,1,0.124737669119195,01/04/2007,12/31/2022,16,0,117,61.6,38.4,2018,https://twitter.com/SenWhitehouse,SenWhitehouse,N/A,N/A,10/20/1955,0,White,8,J.D.; University of Virginia; 1982,2,https://www.whitehouse.senate.gov/,https://bioguide.congress.gov/search/bio/W000802,,
"Wicker, Roger F.",109,Mississippi,MS,0,1,0.763788502839721,12/31/2007,12/31/2022,15.0109589041096,0,117,58.5,39.5,2018,https://twitter.com/SenatorWicker,SenatorWicker,https://twitter.com/RogerWicker,RogerWicker,07/05/1951,0,White,8,J.D.; University of Mississippi; 1975,2,https://www.wicker.senate.gov/,https://bioguide.congress.gov/search/bio/W000437,,
"Wyden, Ron",110,Oregon,OR,1,3,0.0591413132623803,02/05/1996,12/31/2022,26.9205479452055,0,117,56.7,33.6,2016,https://twitter.com/RonWyden,RonWyden,N/A,N/A,05/03/1949,0,White,8,J.D.; University of Oregon; 1974,2,https://www.wyden.senate.gov/,https://bioguide.congress.gov/search/bio/W000779,,
"Young, Todd",111,Indiana,IN,0,3,0.677696674158218,01/05/2011,12/31/2022,11.9945205479452,1,117,52.1,42.4,2016,https://twitter.com/SenToddYoung,SenToddYoung,https://twitter.com/ToddYoungIN,ToddYoungIN,08/24/1972,0,White,8,J.D.; Robert H. McKinney; 2006,2,https://www.young.senate.gov/,https://bioguide.congress.gov/search/bio/Y000064,,

1 name id state state_short party class ideology start_serving end_serving time_in_office not_in_office last_senate last_congress alt_handle vote_share next_closest_share election_year twitter_url twitter_handle alt_account alt_handle date_of_birth female ethnicity edu_level edu_information occup_level website_url bioguide_link share_of_votes_source Comments_1 Comments_2
2 Alexander, Andrew L., Jr. 1 Tennessee TN Republican 0 2 0.681815808318192 01/07/2003 01/03/2021 18.0027397260274 1 116 61.9 31.8 2014 https://twitter.com/SenAlexander SenAlexander https://twitter.com/LamarAlexander LamarAlexander 07/03/1940 0 White 8 J.D.; New York Univeristy; 1965 lawyer 2 N/A https://bioguide.congress.gov/search/bio/A000360 https://www.politico.com/2014-election/general/results/map/senate/
3 Enzi, Mike 2 Wyoming WY Republican 0 2 0.719285383539398 01/03/1997 01/03/2021 24 1 116 72.3 17.6 2014 https://twitter.com/senatorenzi?lang=zh-Hant SenatorEnzi N/A N/A 02/01/1944 0 White 7 M.B.A.; Retail Marketing; Denver University; 1968 Accountant 4 N/A https://bioguide.congress.gov/search/bio/E000285 https://www.politico.com/2014-election/general/results/map/senate/
4 Gardner, Cory 3 Colorado CO Republican 0 2 0.719285383539398 01/06/2015 01/03/2021 5.9972602739726 1 116 48.5 46 2014 https://twitter.com/CoryGardner CoryGardner https://twitter.com/corygardner corygardner 08/22/1974 0 White 8 J.D.; University of Colorado, Boulder; 2001 Attorney 2 N/A https://bioguide.congress.gov/search/bio/G000562 https://www.politico.com/2014-election/general/results/map/senate/
5 Harris, Kamala 4 California CA Democratic 1 3 0.0213759569468058 01/03/2017 01/18/2021 4.04383561643836 1 116 62.4 37.6 2016 https://twitter.com/VP VP https://twitter.com/KamalaHarris KamalaHarris 10/20/1964 1 African-American; Asian-American 8 J.D.; University of California; 1989 Attorney 2 N/A https://bioguide.congress.gov/search/bio/H001075 https://www.politico.com/2016-election/results/map/senate/ (became VP on jan 20 2021)
6 Isakson, John 5 Georgia GA Republican 0 3 * 01/03/2005 12/31/2019 14 1 116 55 40.8 2016 https://twitter.com/SenatorIsakson SenatorIsakson N/A N/A 12/28/1944 0 White 6 University of Georgia, Athens; 1966 Businessman 1 N/A https://bioguide.congress.gov/search/bio/I000055 https://www.politico.com/2016-election/results/map/senate/ (died in 2019)
7 Jones, Gordon Douglas 6 Alabama AL Democratic 1 2 0.632885678298333 01/03/2018 01/03/2021 3.0027397260274 1 116 49.9 48.4 2017 https://twitter.com/DougJones DougJones N/A N/A 05/04/1954 0 White 8 J.D.; Samford University, Cumberland School of Law; 1979 Attorney 2 N/A https://bioguide.congress.gov/search/bio/J000300/ https://www.nytimes.com/elections/results/alabama-senate-special-election-roy-moore-doug-jones special election to replace Jeff Sessions special election to replace Jeff Sessions
8 Loeffler, Kelly 7 Georgia GA Republican 0 2 0.904293903291947 01/06/2020 01/20/2021 1.04109589041096 1 116 N/A N/A 2020 * https://twitter.com/KLoeffler KLoeffler https://twitter.com/senatorloeffler?lang=de https://twitter.com/senatorloeffler senatorloeffler 11/27/1970 1 White 7 M.B.A.; Internationla Finance and Marketing; DePaul University Chicago; 1999 Busineswoman 1 N/A https://bioguide.congress.gov/search/bio/L000594 Appointed in 2019 after the resignation of Johnny Isakson but lost the 2020 election Appointed in 2019 after the resignation of Johnny Isakson but lost the 2020 election
9 McSally, Martha 8 Arizona AZ Republican 0 2 * 01/03/2015 01/03/2019 1 1 116 N/A N/A 2020 * https://twitter.com/MarthaMcSallyAZ MarthaMcSallyAZ https://twitter.com/marthamcsally?lang=de https://twitter.com/marthamcsally marthamcsally 03/22/1966 1 White 7 M.P.P.; John F. Kennedy School of Government former military pilot 3 N/A https://bioguide.congress.gov/search/bio/M001197 https://eu.azcentral.com/story/news/politics/arizona/2018/12/18/martha-mcsally-named-doug-ducey-kyl-mccain-arizona-senate-seat-lost-sinema/2277884002/ (left office Dec 2 2020) appointed in 2018 after death of John McCain but lot 2020 election appointed in 2018 after death of John McCain but lot 2020 election
10 Perdue, David 9 Georgia GA Republican 0 2 0.914979462126755 01/06/2015 01/03/2021 5.9972602739726 1 116 53 45.1 2014 https://twitter.com/DavidPerdueGA DavidPerdueGA https://twitter.com/sendavidperdue sendavidperdue 12/10/1949 0 White 7 M.S.; Georgia Institute of Technology; 1976 Management Consultant 1 N/A https://bioguide.congress.gov/search/bio/P000612 https://www.politico.com/2014-election/general/results/map/senate/
11 Roberts, Charles Patrick 10 Kansas KS Republican 0 2 0.822995787870405 01/07/1997 01/03/2021 24.0054794520548 1 116 53.3 42.5 2014 https://twitter.com/SenPatRoberts SenPatRoberts https://twitter.com/PatRoberts PatRoberts 04/20/1936 0 White 6 B.A.; Kansas State university, Manhattan; 1958 Journalist 7 N/A https://bioguide.congress.gov/search/bio/R000307 https://voterportal.sos.la.gov/static/2016-11-08/resultsRace/Congressional
12 Udall, Tom 11 New Mexico NM Democratic 1 2 0.259828450248573 01/06/2009 01/03/2021 12 1 116 55.4 44.6 2014 https://twitter.com/SenatorTomUdall SenatorTomUdall https://twitter.com/tomudall tomudall 05/18/1948 0 White 8 J.D.; University of New Mexico School of Law, Albuquerque, N.M.; 1977 lawyer 2 N/A https://bioguide.congress.gov/search/bio/U000039 https://www.politico.com/2014-election/general/results/map/senate/
13 Baldwin, Tammy 12 Wisconsin WI Democratic 1 I 1 0.176999238019796 01/03/2013 12/31/2022 9.9972602739726 0 117 55.4 44.6 2018 https://twitter.com/SenatorBaldwin SenatorBaldwin https://twitter.com/tammybaldwin tammybaldwin 02/11/1962 1 White 8 J.D.; University of Wisconsin, Madison; 1989 lawyer 2 https://www.baldwin.senate.gov/ https://bioguide.congress.gov/search/bio/B001230 https://edition.cnn.com/election/2018/results
14 Barrasso, John 13 Wyoming WY Republican 0 I 1 0.817902617377421 06/22/2007 12/31/2022 15.5369863013699 0 117 67.1 30.1 2018 https://twitter.com/SenJohnBarrasso SenJohnBarrasso https://twitter.com/barrassoforwyo barrassoforwyo 07/21/1952 0 White 7 M.D.; Georgetown University School of Medicine; 1978 Physician 6 https://www.barrasso.senate.gov/ https://bioguide.congress.gov/search/bio/B001261 https://edition.cnn.com/election/2018/results
15 Bennet, Michael F. 14 Colorado CO Democratic 1 III 3 0.248044568735702 01/21/2009 12/31/2022 13.9506849315069 0 117 49.1 45.4 2016 https://twitter.com/SenatorBennet SenatorBennet https://twitter.com/michaelbennet michaelbennet 11/28/1964 0 White 8 J.D.; Yale Law School; 1993 Attorney 2 https://www.bennet.senate.gov/ https://bioguide.congress.gov/search/bio/B001267 https://www.politico.com/2016-election/results/map/senate/
16 Blackburn, Marsha 15 Tennessee TN Republican 0 I 1 0.93228239890635 01/03/2019 12/31/2022 3.99452054794521 0 117 54.7 43.9 2018 https://twitter.com/MarshaBlackburn MarshaBlackburn N/A N/A 06/06/1952 1 White 6 B.S.; Home Economics; Mississippi State University, Starkville; 1973 Businesswoman 1 https://www.blackburn.senate.gov/ https://bioguide.congress.gov/search/bio/B001243 https://edition.cnn.com/election/2018/results
17 Blumenthal, Richard 16 Connecticut CT Democratic 1 III 3 0.0310655954121906 01/03/2010 12/31/2022 13 0 117 62.9 34.9 2016 https://twitter.com/SenBlumenthal SenBlumenthal N/A N/A 02/13/1946 0 White 8 J.D.; Yale University; 1973 lawyer 2 https://www.blumenthal.senate.gov/ https://bioguide.congress.gov/search/bio/B001277 https://www.politico.com/2016-election/results/map/senate/
18 Blunt, Roy 17 Missouri MO Republican 0 III 3 0.584409139223541 01/03/2011 12/31/2022 12 1 117 49.4 46.2 2016 https://twitter.com/RoyBlunt RoyBlunt N/A N/A 01/10/1950 0 White 7 M.A.; Missouri State University ,Springfield; 1972 High School History teacher 5 N/A https://bioguide.congress.gov/search/bio/B000575 https://www.politico.com/2016-election/results/map/senate/
19 Booker, Cory A. 18 New Jersey NJ Democratic 1 II 2 0.0455802980872292 10/31/2013 12/31/2022 12 0 117 57.2 40.9 2020 https://twitter.com/senbooker senbooker https://twitter.com/CoryBooker CoryBooker 04/27/1969 0 African-American; Asian-American 8 J.D.; Yale Law School; 1997 Attorney 2 https://www.booker.senate.gov/ https://bioguide.congress.gov/search/bio/B001288 https://edition.cnn.com/election/2020/results/senate
20 Boozman, John 19 Arkansas AR Republican 0 III 3 0.768699282926499 01/05/2011 12/31/2022 11.9945205479452 0 117 59.8 36.2 2016 https://twitter.com/JohnBoozman JohnBoozman N/A N/A 12/10/1950 0 White 6 Southern College of Optometry; 1977 Optometrist 6 https://www.boozman.senate.gov/ https://bioguide.congress.gov/search/bio/B001236 https://www.politico.com/2016-election/results/map/senate/
21 Braun, Michael 20 Indiana IN Republican 0 I 1 0.98106874319906 01/03/2019 12/31/2022 3.99452054794521 0 117 50.9 45 2018 https://twitter.com/SenatorBraun SenatorBraun N/A N/A 03/24/1954 0 White 7 M.B.A.; Harvard Business School; 1978 Businessman 1 https://www.braun.senate.gov/ https://bioguide.congress.gov/search/bio/B001310 https://edition.cnn.com/election/2018/results
22 Brown, Sherrod 21 Ohio OH Democratic 1 I 1 0.0923940264109351 01/04/2007 12/31/2022 16 0 117 53.4 46.6 2018 https://twitter.com/SenSherrodBrown SenSherrodBrown https://twitter.com/SherrodBrown SherrodBrown 11/09/1952 0 White 7 M.a.; Education; Ohio State University; 1981 Teacher 5 https://www.brown.senate.gov/ https://bioguide.congress.gov/search/bio/B000944 https://edition.cnn.com/election/2018/results
23 Burr, Richard 22 North Carolina NC Republican 0 III 3 0.605472891780936 01/03/2001 12/31/2022 22.0054794520548 1 117 51.1 45.3 2016 https://twitter.com/SenatorBurr SenatorBurr N/A N/A 11/30/1955 0 White 6 B.A.; Communications; Wake Forest University; 1978 Sales Manager 1 N/A https://bioguide.congress.gov/search/bio/B001135 https://www.politico.com/2016-election/results/map/senate/
24 Cantwell, Maria 23 Washington WA Democratic 1 I 1 0.216591445478212 01/03/2001 12/31/2022 22.0054794520548 0 117 58.4 41.6 2018 https://twitter.com/SenatorCantwell SenatorCantwell N/A N/A 10/13/1958 1 White 6 B.A.; Public Administration; Miami University of Ohio; 1980 Businesswoman 1 https://www.cantwell.senate.gov/ https://bioguide.congress.gov/search/bio/C000127 https://edition.cnn.com/election/2018/results
25 Capito, Shelley Moore 24 West Virginia WV Republican 0 II 2 0.61478303011512 01/06/2015 12/31/2022 7.98904109589041 0 117 70.3 27 2020 https://twitter.com/SenCapito SenCapito N/A N/A 11/26/1953 1 White 7 M. Ed.; University of Virginia; 1976 College Counselor 5 https://www.capito.senate.gov/ https://bioguide.congress.gov/search/bio/C001047 https://edition.cnn.com/election/2020/results/senate
26 Cardin, Benjamin L. 25 Maryland MD Democratic 1 I 1 0.1994990268606 01/04/2007 12/31/2022 16 0 117 64.9 30.3 2018 https://twitter.com/SenatorCardin SenatorCardin N/A N/A 10/05/1943 0 White 8 J.D.; University of Maryland; 1967 lawyer 2 https://www.cardin.senate.gov/ https://bioguide.congress.gov/search/bio/C000141 https://edition.cnn.com/election/2018/results
27 Carper, Thomas R. 26 Delaware DE Democratic 1 I 1 0.309479384969288 01/03/2001 12/31/2022 22.0054794520548 0 117 60 37.8 2018 https://twitter.com/SenatorCarper SenatorCarper N/A N/A 01/23/1947 0 White 7 M.B.A.; University of Delaware; 1975 former military officer 3 https://www.carper.senate.gov/ https://bioguide.congress.gov/search/bio/C000174 https://edition.cnn.com/election/2018/results
28 Casey, Robert P., Jr. 27 Pennsylvania PA Democratic 1 I 1 0.171897216341815 01/04/2007 12/31/2022 16 0 117 55.7 42.6 2018 https://twitter.com/SenBobCasey SenBobCasey https://twitter.com/Bob_Casey/ https://twitter.com/Bob_Casey Bob_Casey 04/13/1960 0 White 8 J.D.; Catholic University of America; 1988 lawyer 2 https://www.casey.senate.gov/ https://bioguide.congress.gov/search/bio/C001070 https://edition.cnn.com/election/2018/results
29 Cassidy, Bill 28 Louisiana LA Republican 0 II 2 0.682348710788942 01/06/2015 12/31/2022 7.98904109589041 0 117 59.3 19 2020 https://twitter.com/SenBillCassidy SenBillCassidy https://twitter.com/BillCassidy/ https://twitter.com/BillCassidy BillCassidy 09/28/1957 0 White 7 M.D.; Louisiana State University; 1979 Physician 6 https://www.cassidy.senate.gov/ https://bioguide.congress.gov/search/bio/C001075 https://edition.cnn.com/election/2020/results/senate
30 Collins, Susan M. 29 Maine ME Republican 0 II 2 0.448622425849401 01/07/1997 12/31/2022 25.9972602739726 0 117 51 42.4 2020 https://twitter.com/SenatorCollins SenatorCollins N/A N/A 12/07/1952 1 White 6 Bachelor in Government; St. Lawrence University; 1975 Legislative Assistant 0 https://www.collins.senate.gov/ https://bioguide.congress.gov/search/bio/C001035 https://edition.cnn.com/election/2020/results/senate
31 Coons, Christopher A. 30 Delaware DE Democratic 1 II 2 0.338422715351401 11/15/2010 12/31/2022 12.1342465753425 0 117 59.4 37.9 2020 https://twitter.com/ChrisCoons ChrisCoons N/A N/A 09/09/1963 0 White edu_level 8 J.D.; Yale Law School; 1992 lawyer 2 https://www.coons.senate.gov/ https://bioguide.congress.gov/search/bio/C001088 https://edition.cnn.com/election/2020/results/senate
32 Cornyn, John 31 Texas TX Republican 0 II 2 0.772226738391321 11/30/2002 12/31/2022 20.0986301369863 0 117 53.5 43.9 2020 https://twitter.com/JohnCornyn JohnCornyn N/A N/A 02/02/1952 0 White 8 J.D.; St. Mary�s School of Law; 1977 Attorney 2 https://www.cornyn.senate.gov/ https://bioguide.congress.gov/search/bio/C001056 https://edition.cnn.com/election/2020/results/senate
33 Cortez Masto, Catherine 32 Nevada NV Democratic 1 III 3 0.236574567369409 01/03/2017 12/31/2022 5.99452054794521 0 117 47.1 44.7 2016 https://twitter.com/SenCortezMasto SenCortezMasto https://twitter.com/CortezMasto/ https://twitter.com/CortezMasto CortezMasto 03/29/1964 1 Hispanic; White 8 J.D.; Gonzaga University School of Law; 1990 lawyer 2 https://www.cortezmasto.senate.gov/ https://bioguide.congress.gov/search/bio/C001113 https://www.politico.com/2016-election/results/map/senate/
34 Cotton, Tom 33 Arkansas AR Republican 0 II 2 0.876390364042756 01/06/2015 12/31/2022 7.98904109589041 0 117 66.5 33.5 2020 https://twitter.com/SenTomCotton SenTomCotton https://twitter.com/TomCottonAR/ https://twitter.com/TomCottonAR TomCottonAR 05/13/1977 0 White 8 J.D.; Harvard University; 2002 Attorney 2 https://www.cotton.senate.gov/ https://bioguide.congress.gov/search/bio/C001095 https://edition.cnn.com/election/2020/results/senate
35 Cramer, Kevin 34 North Dakota ND Republican 0 I 1 0.910896298032277 01/03/2019 12/31/2022 3.99452054794521 0 117 55.5 44.5 2018 https://twitter.com/SenKevinCramer SenKevinCramer https://twitter.com/kevincramer kevincramer 01/21/1961 0 White 7 M.A.; Management; University o fMary; 2003 Politician 0 https://www.cramer.senate.gov/ https://bioguide.congress.gov/search/bio/C001096 https://edition.cnn.com/election/2018/results
36 Crapo, Michael 35 Idaho ID Republican 0 III 3 0.823331951918519 01/06/1999 12/31/2022 24 0 117 66.1 27.8 2016 https://twitter.com/MikeCrapo MikeCrapo N/A N/A 05/20/1951 0 White 8 J.D.; Harvard University; 1977 lawyer 2 https://www.crapo.senate.gov/ https://bioguide.congress.gov/search/bio/C000880 https://www.politico.com/2016-election/results/map/senate/
37 Cruz, Ted 36 Texas TX Republican 0 I 1 0.944056385174951 01/03/2013 12/31/2022 9.9972602739726 0 117 50.9 48.3 2018 https://twitter.com/SenTedCruz SenTedCruz https://twitter.com/tedcruz tedcruz 12/22/1970 0 Hispanic; White 8 J.D.; Harvard University; 1995 Attorney 2 https://www.cruz.senate.gov/ https://bioguide.congress.gov/search/bio/C001098 https://edition.cnn.com/election/2018/results
38 Daines, Steve 37 Montana MT Republican 0 II 2 0.859322244752884 01/06/2015 12/31/2022 7.98904109589041 0 117 55 45 2020 https://twitter.com/SteveDaines SteveDaines N/A N/A 08/20/1962 0 White 6 B.S.; Chemical Engineering; Montana State University; 1984 Corporate Executive 1 https://www.daines.senate.gov/ https://bioguide.congress.gov/search/bio/D000618 https://edition.cnn.com/election/2020/results/senate
39 Duckworth, Tammy 38 Illinois IL Democratic 1 III 3 0.0944404184553066 01/03/2017 12/31/2022 5.99452054794521 0 117 54.4 40.2 2016 https://twitter.com/SenDuckworth SenDuckworth https://twitter.com/tammyduckworth tammyduckworth 03/12/1968 1 Asian; White 8 PhD in human services; Capella University School of Public Service Leadership; 2015 retired Army National Guard lieutenant colonel 3 https://www.duckworth.senate.gov/ https://bioguide.congress.gov/search/bio/D000622 https://www.politico.com/2016-election/results/map/senate/
40 Durbin, Richard J. 39 Illinois IL Democratic 1 II 2 0.0855733771029607 01/07/1997 12/31/2022 25.9972602739726 0 117 54.9 38.9 2020 https://twitter.com/SenatorDurbin SenatorDurbin https://twitter.com/DickDurbin DickDurbin 11/21/1944 0 White 8 J.D.; Georgetown University; 1969 lawyer 2 https://www.durbin.senate.gov/ https://bioguide.congress.gov/search/bio/D000563 https://edition.cnn.com/election/2020/results/senate
41 Ernst, Joni 40 Iowa IA Republican 0 II 2 0.826265400967212 01/06/2015 12/31/2022 7.98904109589041 0 117 51.8 45.2 2020 https://twitter.com/SenJoniErnst SenJoniErnst https://twitter.com/joniernst joniernst 07/01/1970 1 White 7 M.P.A.; Columbus State University; 1995 former military officer 3 https://www.ernst.senate.gov/ https://bioguide.congress.gov/search/bio/E000295 https://edition.cnn.com/election/2020/results/senate
42 Fetterman, John Feinstein, Dianne 41 Pennsylvania California PA CA Democratic 1 III 1 0.150865658191444 01/03/2023 11/10/1992 01/03/2029 12/31/2022 6.0054794520548 30.158904109589 0 117 54.2 45.8 2018 https://twitter.com/SenFettermanPA https://twitter.com/SenFeinstein SenFettermanPA SenFeinstein https://twitter.com/DianneFeinstein DianneFeinstein 06/22/1933 1 White 6 B.A.; History; Stanford University; 1955 0 https://www.fetterman.senate.gov/ https://www.feinstein.senate.gov/public/ https://bioguide.congress.gov/search/bio/F000062
43 Feinstein, Dianne Fischer, Debra 42 California Nebraska CA NE Democratic 0 I 1 0.150865658191444 0.688576408222131 11/10/1992 01/03/2013 12/31/2022 30.158904109589 9.9972602739726 0 117 54.2 57.7 45.8 38.6 2018 https://twitter.com/SenFeinstein https://twitter.com/SenatorFischer SenFeinstein SenatorFischer https://twitter.com/DianneFeinstein N/A N/A 06/22/1933 03/01/1951 1 White 6 B.A.; History; Stanford University; 1955 B.S.; Education; University of Nebraska; 1988 Politician 0 https://www.feinstein.senate.gov/public/ https://www.fischer.senate.gov/ https://bioguide.congress.gov/search/bio/F000062 https://bioguide.congress.gov/search/bio/F000463 https://edition.cnn.com/election/2018/results
44 Fischer, Debra Gillibrand, Kirsten E. 43 Nebraska New York NE NY Republican 1 I 1 0.688576408222131 0.12072202063417 01/03/2013 01/27/2009 12/31/2022 9.9972602739726 13.9342465753425 0 117 57.7 67 38.6 33 2018 https://twitter.com/SenatorFischer https://twitter.com/SenGillibrand SenatorFischer SenGillibrand N/A https://twitter.com/gillibrandny gillibrandny 03/01/1951 12/09/1966 1 White 6 8 B.S.; Education; University of Nebraska; 1988 J.D.; University of California; 1991 former education official 2 https://www.fischer.senate.gov/ https://www.gillibrand.senate.gov/ https://bioguide.congress.gov/search/bio/F000463 https://bioguide.congress.gov/search/bio/G000555 https://edition.cnn.com/election/2018/results
45 Gillibrand, Kirsten E. Graham, Lindsey 44 New York South Carolina NY SC Democratic 0 I 2 0.12072202063417 0.619070797359753 01/27/2009 01/07/2003 12/31/2022 13.9342465753425 19.9945205479452 0 117 67 54.5 33 44.2 2018 2020 https://twitter.com/SenGillibrand https://twitter.com/LindseyGrahamSC SenGillibrand LindseyGrahamSC https://twitter.com/gillibrandny https://twitter.com/grahamblog grahamblog 12/09/1966 07/09/1955 1 0 White 8 J.D.; University of California; 1991 J.D.; University of South Carolina; 1981 lawyer 2 https://www.gillibrand.senate.gov/ https://www.lgraham.senate.gov/ https://bioguide.congress.gov/search/bio/G000555 https://bioguide.congress.gov/search/bio/G000359 https://edition.cnn.com/election/2018/results
46 Graham, Lindsey Grassley, Chuck 45 South Carolina Iowa SC IA Republican 0 II 3 0.619070797359753 0.670073592619545 01/07/2003 01/05/1981 12/31/2022 19.9945205479452 42.013698630137 0 117 54.5 60.2 44.2 35.7 2020 2016 https://twitter.com/LindseyGrahamSC https://twitter.com/ChuckGrassley LindseyGrahamSC ChuckGrassley https://twitter.com/grahamblog N/A N/A 07/09/1955 09/17/1933 0 White 8 7 J.D.; University of South Carolina; 1981 M.A.; Political Science; University of Northern Iowa; 1956 Air Force/Lawyer 0 https://www.lgraham.senate.gov/ https://www.grassley.senate.gov/ https://bioguide.congress.gov/search/bio/G000359 https://bioguide.congress.gov/search/bio/G000386 https://edition.cnn.com/election/2020/results/senate
47 Grassley, Chuck Hagerty, Bill 46 Iowa Tennessee IA TN Republican 0 III 2 0.670073592619545 0.857410027434407 01/05/1981 01/03/2021 12/31/2022 42.013698630137 1.99178082191781 0 117 60.2 62.2 35.7 35.2 2016 2020 https://twitter.com/ChuckGrassley https://twitter.com/SenatorHagerty ChuckGrassley SenatorHagerty N/A https://twitter.com/billhagertytn billhagertytn 09/17/1933 08/14/1959 0 White 7 8 M.A.; Political Science; University of Northern Iowa; 1956 J.D.; Vanderbilt Law School; 1984 Politician 0 https://www.grassley.senate.gov/ https://www.hagerty.senate.gov/ https://bioguide.congress.gov/search/bio/G000386 https://bioguide.congress.gov/search/bio/H000601 https://www.politico.com/2016-election/results/map/senate/
48 Hagerty, Bill Hassan, Margaret Wood 47 Tennessee New Hampshire TN NH Republican 1 II 3 0.857410027434407 0.43611907238278 01/03/2021 01/03/2017 12/31/2022 1.99178082191781 5.99452054794521 0 117 62.2 48 35.2 47.9 2020 2016 https://twitter.com/SenatorHagerty https://twitter.com/SenatorHassan SenatorHagerty SenatorHassan https://twitter.com/billhagertytn https://twitter.com/Maggie_Hassan Maggie_Hassan 08/14/1959 02/27/1958 0 1 White 8 J.D.; Vanderbilt Law School; 1984 J.D.; Northeastern University School of law; 1985 Politician 11 https://www.hagerty.senate.gov/ https://www.hassan.senate.gov/ https://bioguide.congress.gov/search/bio/H000601 https://bioguide.congress.gov/search/bio/H001076 https://edition.cnn.com/election/2020/results/senate
49 Hassan, Margaret Wood Hawley, Josh 48 New Hampshire Missouri NH MO Democratic 0 III 1 0.43611907238278 0.864366195602263 01/03/2017 01/03/2019 12/31/2022 5.99452054794521 3.99452054794521 0 117 48 51.4 47.9 45.6 2016 2018 https://twitter.com/SenatorHassan https://twitter.com/HawleyMO SenatorHassan HawleyMO https://twitter.com/Maggie_Hassan N/A N/A 02/27/1958 12/31/1979 1 0 White 8 J.D.; Northeastern University School of law; 1985 J.D.; Yale Law School; 2006 Politician/Attorney 2 https://www.hassan.senate.gov/ https://www.hawley.senate.gov/ https://bioguide.congress.gov/search/bio/H001076 https://bioguide.congress.gov/search/bio/H001089 https://www.politico.com/2016-election/results/map/senate/
50 Hawley, Josh Heinrich, Martin 49 Missouri New Mexico MO NM Republican 1 I 1 0.864366195602263 0.2007037353465 01/03/2019 01/03/2013 12/31/2022 3.99452054794521 9.9972602739726 0 117 51.4 54.1 45.6 30.5 2018 https://twitter.com/HawleyMO https://twitter.com/MartinHeinrich HawleyMO MartinHeinrich N/A N/A 12/31/1979 10/17/1971 0 White 8 6 J.D.; Yale Law School; 2006 B.S.; Mechanical Engineering; University of Missouri; 1995 lawyer 12 https://www.hawley.senate.gov/ https://www.heinrich.senate.gov/ https://bioguide.congress.gov/search/bio/H001089 https://bioguide.congress.gov/search/bio/H001046 https://edition.cnn.com/election/2018/results
51 Heinrich, Martin Hickenlooper, John W. 50 New Mexico Colorado NM CO Democratic 1 I 2 0.2007037353465 0.335030323955882 01/03/2013 01/03/2021 12/31/2022 9.9972602739726 1.99178082191781 0 117 54.1 53.5 30.5 44.2 2018 2020 https://twitter.com/MartinHeinrich https://twitter.com/SenatorHick MartinHeinrich SenatorHick N/A https://twitter.com/hickenlooper hickenlooper 10/17/1971 02/07/1952 0 White 6 7 B.S.; Mechanical Engineering; University of Missouri; 1995 M.A.; Geology; Wesleyan University; 1980 Businessman/Politician 0 https://www.heinrich.senate.gov/ https://www.hickenlooper.senate.gov/ https://bioguide.congress.gov/search/bio/H001046 https://bioguide.congress.gov/search/bio/H000273 https://edition.cnn.com/election/2018/results
52 Hickenlooper, John W. Hirono, Mazie K. 51 Colorado Hawaii CO HI Democratic 1 II 1 0.335030323955882 0.0715447123166643 01/03/2021 01/03/2013 12/31/2022 1.99178082191781 9.9972602739726 0 117 53.5 71.2 44.2 28.8 2020 2018 https://twitter.com/SenatorHick https://twitter.com/maziehirono SenatorHick maziehirono https://twitter.com/hickenlooper https://twitter.com/mazieforhawaii mazieforhawaii 02/07/1952 11/03/1947 0 1 White Asian 7 8 M.A.; Geology; Wesleyan University; 1980 J.D.; Georgetown University; 1978 Politician, Businessman, Geologist 0 https://www.hickenlooper.senate.gov/ https://www.hirono.senate.gov/ https://bioguide.congress.gov/search/bio/H000273 https://bioguide.congress.gov/search/bio/H001042 https://edition.cnn.com/election/2020/results/senate
53 Hirono, Mazie K. Hoeven, John 52 Hawaii North Dakota HI ND Democratic 0 I 3 0.0715447123166643 0.815683863264003 01/03/2013 01/05/2011 12/31/2022 9.9972602739726 11.9945205479452 0 117 71.2 78.6 28.8 17 2018 2016 https://twitter.com/maziehirono https://twitter.com/SenJohnHoeven maziehirono SenJohnHoeven https://twitter.com/mazieforhawaii N/A N/A 11/03/1947 03/13/1957 1 0 Asian White 8 7 J.D.; Georgetown University; 1978 M.B.A.; Northwestern University; 1981 Politician 12 https://www.hirono.senate.gov/ https://www.hoeven.senate.gov/ https://bioguide.congress.gov/search/bio/H001042 https://bioguide.congress.gov/search/bio/H001061 https://edition.cnn.com/election/2018/results
54 Hoeven, John Hyde-Smith, Cindy 53 North Dakota Mississippi ND MS Republican 0 III 2 0.815683863264003 0.868059764299163 01/05/2011 04/09/2018 12/31/2022 11.9945205479452 4.73150684931507 0 117 78.6 54.1 17 44.1 2016 2020 https://twitter.com/SenJohnHoeven https://twitter.com/SenHydeSmith SenJohnHoeven SenHydeSmith N/A https://twitter.com/cindyhydesmith cindyhydesmith 03/13/1957 05/10/1959 0 1 White 7 6 M.B.A.; Northwestern University; 1981 B.A.; Criminal justice, political science; University of Southern Mississippi; 1981 Businessman/Politician 0 https://www.hoeven.senate.gov/ https://www.hydesmith.senate.gov/ https://bioguide.congress.gov/search/bio/H001061 https://bioguide.congress.gov/search/bio/H001079 https://www.politico.com/2016-election/results/map/senate/
55 Hyde-Smith, Cindy Inhofe, James 54 Mississippi Oklahoma MS OK Republican 0 II 2 0.868059764299163 0.880238318204784 04/09/2018 11/17/1994 12/31/2022 4.73150684931507 28.1397260273973 0 1 117 54.1 62.9 44.1 32.8 2020 https://twitter.com/SenHydeSmith https://twitter.com/JimInhofe SenHydeSmith JimInhofe https://twitter.com/cindyhydesmith N/A N/A 05/10/1959 11/17/1934 1 0 White 6 B.A.; Criminal justice, political science; University of Southern Mississippi; 1981 B.A.; Economics; University of Tulsa; 1973 Politician 0 https://www.hydesmith.senate.gov/ N/A https://bioguide.congress.gov/search/bio/H001079 https://bioguide.congress.gov/search/bio/I000024 https://edition.cnn.com/election/2020/results/senate
56 Inhofe, James Johnson, Ron 55 Oklahoma Wisconsin OK WI Republican 0 II 3 0.880238318204784 0.743401705863958 11/17/1994 01/05/2011 12/31/2022 28.1397260273973 11.9945205479452 1 0 117 62.9 50.2 32.8 46.8 2020 2016 https://twitter.com/JimInhofe https://twitter.com/SenRonJohnson JimInhofe SenRonJohnson N/A https://twitter.com/ronjohnsonwi ronjohnsonwi 11/17/1934 04/08/1955 0 White 6 B.A.; Economics; University of Tulsa; 1973 B.S.; Business and Accounting; University of Minnesota; 1977 Politician 4 N/A https://www.ronjohnson.senate.gov/ https://bioguide.congress.gov/search/bio/I000024 https://bioguide.congress.gov/search/bio/J000293 https://edition.cnn.com/election/2020/results/senate
57 Johnson, Ron Kaine, Tim 56 Wisconsin Virginia WI VA Republican 1 III 1 0.743401705863958 0.203600708089391 01/05/2011 01/03/2013 12/31/2022 11.9945205479452 9.9972602739726 0 117 50.2 57.1 46.8 41.1 2016 2018 https://twitter.com/SenRonJohnson https://twitter.com/timkaine SenRonJohnson timkaine https://twitter.com/ronjohnsonwi N/A N/A 04/08/1955 02/26/1958 0 White 6 8 B.S.; Business and Accounting; University of Minnesota; 1977 J.D.; Harvard University; 1983 Accountant 11 https://www.ronjohnson.senate.gov/ https://www.kaine.senate.gov/ https://bioguide.congress.gov/search/bio/J000293 https://bioguide.congress.gov/search/bio/K000384 https://www.politico.com/2016-election/results/map/senate/
58 Kaine, Tim Kelly, Mark 57 Virginia Arizona VA AZ Democratic 1 I 3 0.203600708089391 0.399793347847799 01/03/2013 12/02/2020 12/31/2022 9.9972602739726 2.07945205479452 0 117 57.1 51.2 41.1 48.8 2018 2020 https://twitter.com/timkaine https://twitter.com/SenMarkKelly timkaine SenMarkKelly N/A https://twitter.com/CaptMarkKelly CaptMarkKelly 02/26/1958 02/21/1964 0 White 8 7 J.D.; Harvard University; 1983 M.S.; Aeronautical Engineering; U.S. Naval Postgraduate School Lawyer/Politician 3 https://www.kaine.senate.gov/ https://www.kelly.senate.gov/ https://bioguide.congress.gov/search/bio/K000384 https://bioguide.congress.gov/search/bio/K000377 https://edition.cnn.com/election/2018/results
59 Kelly, Mark Kennedy, John Neely 58 Arizona Louisiana AZ LA Democratic 0 III 3 0.399793347847799 0.785684351248518 12/02/2020 01/03/2017 12/31/2022 2.07945205479452 5.99452054794521 0 117 51.2 60.7 48.8 39.3 2020 2016 https://twitter.com/SenMarkKelly https://twitter.com/SenJohnKennedy SenMarkKelly SenJohnKennedy https://twitter.com/CaptMarkKelly/ https://twitter.com/JohnKennedyLA JohnKennedyLA 02/21/1964 11/21/1951 0 White 7 8 M.S.; Aeronautical Engineering; U.S. Naval Postgraduate School J.D.; University of Virginia School of LAw; 1977 Navy Captain, Astronaut 11 https://www.kelly.senate.gov/ https://www.kennedy.senate.gov/ https://bioguide.congress.gov/search/bio/K000377 https://bioguide.congress.gov/search/bio/K000393 https://edition.cnn.com/election/2020/results/senate
60 Kennedy, John Neely King, Angus S., Jr. 59 Louisiana Maine LA ME Republican 2 III 1 0.785684351248518 0.346033257048853 01/03/2017 01/03/2013 12/31/2022 5.99452054794521 9.9972602739726 0 117 60.7 54.3 39.3 35.2 2016 2018 https://twitter.com/SenJohnKennedy https://twitter.com/SenAngusKing SenJohnKennedy SenAngusKing https://twitter.com/JohnKennedyLA N/A N/A 11/21/1951 03/31/1944 0 White 8 J.D.; University of Virginia School of LAw; 1977 J.D.; University of Virginia; 1969 Lawyer/Politician 2 https://www.kennedy.senate.gov/ https://www.king.senate.gov/ https://bioguide.congress.gov/search/bio/K000393 https://bioguide.congress.gov/search/bio/K000383 https://www.politico.com/2016-election/results/map/senate/
61 King, Angus S., Jr. Klobuchar, Amy 60 Maine Minnesota ME MN Independent 1 I 1 0.346033257048853 0.130504324943533 01/03/2013 01/04/2007 12/31/2022 9.9972602739726 16 0 117 54.3 60.3 35.2 36.2 2018 https://twitter.com/SenAngusKing https://twitter.com/SenAmyKlobuchar SenAngusKing SenAmyKlobuchar N/A https://twitter.com/amyklobuchar amyklobuchar 03/31/1944 05/25/1960 0 1 White 8 J.D.; University of Virginia; 1969 J.D.; University of Chicago, 1985 lawyer 2 https://www.king.senate.gov/ https://www.klobuchar.senate.gov/ https://bioguide.congress.gov/search/bio/K000383 https://bioguide.congress.gov/search/bio/K000367 https://edition.cnn.com/election/2018/results
62 Klobuchar, Amy Lankford, James 61 Minnesota Oklahoma MN OK Democratic 0 I 3 0.130504324943533 0.89992933687588 01/04/2007 01/03/2015 12/31/2022 16 7.9972602739726 0 117 60.3 67.7 36.2 24.6 2018 2016 https://twitter.com/SenAmyKlobuchar https://twitter.com/SenatorLankford SenAmyKlobuchar SenatorLankford https://twitter.com/amyklobuchar https://twitter.com/jameslankford jameslankford 05/25/1960 03/04/1968 1 0 White 8 7 J.D.; University of Chicago, 1985 M.Div.; Southwestern Theological Baptist Seminary; 1994 lawyer 5 https://www.klobuchar.senate.gov/ https://www.lankford.senate.gov/ https://bioguide.congress.gov/search/bio/K000367 https://bioguide.congress.gov/search/bio/L000575 https://edition.cnn.com/election/2018/results
63 Lankford, James Leahy, Patrick 62 Oklahoma Vermont OK VT Republican 1 III 3 0.89992933687588 0.144121081911654 01/03/2015 01/14/1975 12/31/2022 7.9972602739726 47.9945205479452 0 1 117 67.7 61.3 24.6 33 2016 https://twitter.com/SenatorLankford https://twitter.com/SenatorLeahy SenatorLankford SenatorLeahy https://twitter.com/jameslankford N/A N/A 03/04/1968 03/31/1940 0 White 7 8 M.Div.; Southwestern Theological Baptist Seminary; 1994 J.D.; Georgetown University; 1964 Teacher 2 https://www.lankford.senate.gov/ N/A https://bioguide.congress.gov/search/bio/L000575 https://bioguide.congress.gov/search/bio/L000174 https://www.politico.com/2016-election/results/map/senate/
64 Leahy, Patrick Lee, Mike 63 Vermont Utah VT UT Democratic 0 III 3 0.144121081911654 0.753748787807473 01/14/1975 01/05/2011 12/31/2022 47.9945205479452 11.9945205479452 1 0 117 61.3 68 33 27.4 2016 https://twitter.com/SenatorLeahy https://twitter.com/SenMikeLee SenatorLeahy SenMikeLee N/A https://twitter.com/BasedMikeLee BasedMikeLee 03/31/1940 06/04/1971 0 White 8 J.D.; Georgetown University; 1964 J.D.; Brigham Young university; 1997 lawyer 2 N/A https://www.lee.senate.gov/ https://bioguide.congress.gov/search/bio/L000174 https://bioguide.congress.gov/search/bio/L000577 https://www.politico.com/2016-election/results/map/senate/
65 Lee, Mike Luj�n, Ben Ray 64 Utah New Mexico UT NM Republican 1 III 2 0.753748787807473 0.174860888138848 01/05/2011 01/03/2021 12/31/2022 11.9945205479452 1.99178082191781 0 117 68 51.7 27.4 45.6 2016 2020 https://twitter.com/SenMikeLee https://twitter.com/SenatorLujan SenMikeLee SenatorLujan https://twitter.com/BasedMikeLee https://twitter.com/benraylujan benraylujan 06/04/1971 06/07/1972 0 White Hispanic 8 6 J.D.; Brigham Young university; 1997 B.B.A.; New Mexico Highlands University; 2007 lawyer 0 https://www.lee.senate.gov/ https://www.lujan.senate.gov/ https://bioguide.congress.gov/search/bio/L000577 https://bioguide.congress.gov/search/bio/L000570 https://www.politico.com/2016-election/results/map/senate/
66 Luj�n, Ben Ray Lummis, Cynthia M. 65 New Mexico Wyoming NM WY Democratic 0 II 2 0.174860888138848 0.893292958108508 01/03/2021 12/31/2022 1.99178082191781 0 117 51.7 73.1 45.6 26.9 2020 https://twitter.com/SenatorLujan https://twitter.com/SenLummis SenatorLujan SenLummis https://twitter.com/benraylujan https://twitter.com/CynthiaMLummis CynthiaMLummis 06/07/1972 09/10/1954 0 1 Hispanic White 6 8 B.B.A.; New Mexico Highlands University; 2007 J.D.; University of Wyoming College of Law, Laramie, Wyo.; 1985 Politician 11 https://www.lujan.senate.gov/ https://www.lummis.senate.gov/ https://bioguide.congress.gov/search/bio/L000570 https://bioguide.congress.gov/search/bio/L000571 https://edition.cnn.com/election/2020/results/senate
67 Lummis, Cynthia M. Manchin, Joe, III 66 Wyoming West Virginia WY WV Republican 1 II 1 0.893292958108508 0.446686774398077 01/03/2021 11/15/2010 12/31/2022 1.99178082191781 12.1342465753425 0 117 73.1 49.6 26.9 46.3 2020 2018 https://twitter.com/SenLummis https://twitter.com/Sen_JoeManchin SenLummis Sen_JoeManchin https://twitter.com/CynthiaMLummis https://twitter.com/JoeManchinWV JoeManchinWV 09/10/1954 08/24/1947 1 0 White 8 6 J.D.; University of Wyoming College of Law, Laramie, Wyo.; 1985 B.A.; Business Administration; West Virginia University; 1970 Politician/Attorney 12 https://www.lummis.senate.gov/ https://www.manchin.senate.gov/ https://bioguide.congress.gov/search/bio/L000571 https://bioguide.congress.gov/search/bio/M001183 https://edition.cnn.com/election/2020/results/senate
68 Manchin, Joe, III Markey, Edward J. 67 West Virginia Massachusetts WV MA Democratic 1 I 2 0.446686774398077 0.0139659683705929 11/15/2010 07/16/2013 12/31/2022 12.1342465753425 9.46575342465753 0 117 49.6 66.2 46.3 33 2018 2020 https://twitter.com/Sen_JoeManchin https://twitter.com/SenMarkey Sen_JoeManchin SenMarkey https://twitter.com/JoeManchinWV https://twitter.com/edmarkey edmarkey 08/24/1947 07/11/1946 0 White 6 8 B.A.; Business Administration; West Virginia University; 1970 J.D.; Boston College Law School; 1972 Politician/Businessman 11 https://www.manchin.senate.gov/ https://www.markey.senate.gov/ https://bioguide.congress.gov/search/bio/M001183 https://bioguide.congress.gov/search/bio/M000133 https://edition.cnn.com/election/2018/results
69 Markey, Edward J. Marshall, Roger 68 Massachusetts Kansas MA KS Democratic 0 II 2 0.0139659683705929 0.882124792228652 07/16/2013 01/03/2021 12/31/2022 9.46575342465753 1.99178082191781 0 117 66.2 53.2 33 41.8 2020 https://twitter.com/SenMarkey https://twitter.com/SenatorMarshall SenMarkey SenatorMarshall https://twitter.com/edmarkey https://twitter.com/RogerMarshallMD RogerMarshallMD 07/11/1946 08/09/1960 0 White 8 7 J.D.; Boston College Law School; 1972 M.D.; University of Kansas School of Medicine; 1987 Politician/Lawyer 6 https://www.markey.senate.gov/ https://www.marshall.senate.gov/ https://bioguide.congress.gov/search/bio/M000133 https://bioguide.congress.gov/search/bio/M001198 https://edition.cnn.com/election/2020/results/senate
70 Marshall, Roger McConnell, Mitch 69 Kansas Kentucky KS KY Republican 0 II 2 0.882124792228652 0.599687533584357 01/03/2021 01/03/1985 12/31/2022 1.99178082191781 38.0164383561644 0 117 53.2 57.8 41.8 38.2 2020 https://twitter.com/SenatorMarshall https://twitter.com/LeaderMcConnell SenatorMarshall LeaderMcConnell https://twitter.com/RogerMarshallMD/ N/A N/A 08/09/1960 02/20/1942 0 White 7 8 M.D.; University of Kansas School of Medicine; 1987 J.D.; Kentucky Law School; 1967 Physician 11 https://www.marshall.senate.gov/ https://www.mcconnell.senate.gov/ https://bioguide.congress.gov/search/bio/M001198 https://bioguide.congress.gov/search/bio/M000355 https://edition.cnn.com/election/2020/results/senate
71 McConnell, Mitch Menendez, Robert 70 Kentucky New Jersey KY NJ Republican 1 II 1 0.599687533584357 0.191515157461704 01/03/1985 01/18/2006 12/31/2022 38.0164383561644 16.9616438356164 0 117 57.8 54 38.2 42.8 2020 2018 https://twitter.com/LeaderMcConnell https://twitter.com/SenatorMenendez LeaderMcConnell SenatorMenendez N/A N/A 02/20/1942 01/01/1954 0 White Hispanic 8 J.D.; Kentucky Law School; 1967 J.D.; Rutgers university of Law; 1979 Politician/Attorney 11 https://www.mcconnell.senate.gov/ https://www.menendez.senate.gov/ https://bioguide.congress.gov/search/bio/M000355 https://bioguide.congress.gov/search/bio/M000639 https://edition.cnn.com/election/2020/results/senate
72 Menendez, Robert Merkley, Jeff 71 New Jersey Oregon NJ OR Democratic 1 I 2 0.191515157461704 0.0355414098997263 01/18/2006 01/06/2009 12/31/2022 16.9616438356164 13.9917808219178 0 117 54 56.9 42.8 39.3 2018 2020 https://twitter.com/SenatorMenendez https://twitter.com/SenJeffMerkley SenatorMenendez SenJeffMerkley N/A https://twitter.com/jeffmerkley jeffmerkley 01/01/1954 10/24/1956 0 Hispanic White 8 7 J.D.; Rutgers university of Law; 1979 M.P.A.; Princeton University; 1982 Politician/Lawyer 0 https://www.menendez.senate.gov/ https://www.merkley.senate.gov/ https://bioguide.congress.gov/search/bio/M000639 https://bioguide.congress.gov/search/bio/M001176 https://edition.cnn.com/election/2018/results
73 Merkley, Jeff Moran, Jerry 72 Oregon Kansas OR KS Democratic 0 II 3 0.0355414098997263 0.716270292467902 01/06/2009 01/05/2011 12/31/2022 13.9917808219178 11.9945205479452 0 117 56.9 62.4 39.3 32.1 2020 2016 https://twitter.com/SenJeffMerkley https://twitter.com/JerryMoran SenJeffMerkley JerryMoran https://twitter.com/jeffmerkley N/A N/A 10/24/1956 05/29/1954 0 White 7 8 M.P.A.; Princeton University; 1982 J.D.; Kansas University School of Law; 1981 Politician 11 https://www.merkley.senate.gov/ https://www.moran.senate.gov/public/ https://bioguide.congress.gov/search/bio/M001176 https://bioguide.congress.gov/search/bio/M000934 https://edition.cnn.com/election/2020/results/senate
74 Moran, Jerry Murkowski, Lisa 73 Kansas Alaska KS AK Republican 0 III 3 0.473296745648617 01/05/2011 12/20/2002 12/31/2022 11.9945205479452 20.0438356164384 0 117 62.4 44.3 32.1 29.5 2016 https://twitter.com/JerryMoran https://twitter.com/lisamurkowski JerryMoran lisamurkowski N/A https://twitter.com/lisaforsenate lisaforsenate 05/29/1954 05/22/1957 0 1 White 8 J.D.; Kansas University School of Law; 1981 J.D.; Willamette College of Law; 1985 Politician/Lawyer 2 https://www.moran.senate.gov/public/ https://www.murkowski.senate.gov/ https://bioguide.congress.gov/search/bio/M000934 https://bioguide.congress.gov/search/bio/M001153 https://www.politico.com/2016-election/results/map/senate/
75 Murkowski, Lisa Murphy, Christopher 74 Alaska Connecticut AK CT Republican 1 III 1 0.473296745648617 0.152635018959264 12/20/2002 01/03/2013 12/31/2022 20.0438356164384 9.9972602739726 0 117 44.3 59.5 29.5 39.4 2016 2018 https://twitter.com/lisamurkowski https://twitter.com/ChrisMurphyCT lisamurkowski ChrisMurphyCT https://twitter.com/lisaforsenate N/A N/A 05/22/1957 08/03/1973 1 0 White 8 J.D.; Willamette College of Law; 1985 J.D.; University of Connecticut; 2002 Attorney 11 https://www.murkowski.senate.gov/ https://www.murphy.senate.gov/ https://bioguide.congress.gov/search/bio/M001153 https://bioguide.congress.gov/search/bio/M001169 https://www.politico.com/2016-election/results/map/senate/
76 Murphy, Christopher Murray, Patty 75 Connecticut Washington CT WA Democratic 1 I 3 0.152635018959264 0.142703588817088 01/03/2013 01/05/1993 12/31/2022 9.9972602739726 30.0054794520548 0 117 59.5 59.1 39.4 40.9 2018 2016 https://twitter.com/ChrisMurphyCT https://twitter.com/PattyMurray ChrisMurphyCT PattyMurray N/A https://twitter.com/murraycampaign murraycampaign 08/03/1973 10/11/1950 0 1 White 8 6 J.D.; University of Connecticut; 2002 B.A.; Physical Education; Washington State University; 1972 Politician/Lawyer 5 https://www.murphy.senate.gov/ https://www.murray.senate.gov/ https://bioguide.congress.gov/search/bio/M001169 https://bioguide.congress.gov/search/bio/M001111 https://edition.cnn.com/election/2018/results
77 Murray, Patty Ossoff, Jon 76 Washington Georgia WA GA Democratic 1 III 2 0.142703588817088 0.303405364928085 01/05/1993 01/20/2021 12/31/2022 30.0054794520548 1.94520547945205 0 117 59.1 50.6 40.9 49.4 2016 2020 https://twitter.com/PattyMurray https://twitter.com/SenOssoff PattyMurray SenOssoff https://twitter.com/murraycampaign https://twitter.com/ossoff ossoff 10/11/1950 02/16/1987 1 0 White 6 7 B.A.; Physical Education; Washington State University; 1972 M.S.; International Politicla Economy; London School of Economics; 2013 Teacher 7 https://www.murray.senate.gov/ https://www.ossoff.senate.gov/ https://bioguide.congress.gov/search/bio/M001111 https://bioguide.congress.gov/search/bio/O000174 https://www.politico.com/2016-election/results/map/senate/
78 Ossoff, Jon Padilla, Alex 77 Georgia California GA CA Democratic 1 II 3 0.303405364928085 0.0200324383981554 01/20/2021 12/31/2022 1.94520547945205 0 117 50.6 N/A 49.4 N/A 2020 * https://twitter.com/SenOssoff https://twitter.com/SenAlexPadilla SenOssoff SenAlexPadilla https://twitter.com/ossoff https://twitter.com/AlexPadilla4CA AlexPadilla4CA 02/16/1987 03/22/1973 0 White Hispanic 7 6 M.S.; International Politicla Economy; London School of Economics; 2013 B.S.; Mechanical Engineering; MIT; 1994 Filmmaker, Journalist 9 https://www.ossoff.senate.gov/ https://www.padilla.senate.gov/ https://bioguide.congress.gov/search/bio/O000174 https://bioguide.congress.gov/search/bio/P000145 https://edition.cnn.com/election/2020/results/senate appointed in 2020 to replace Kamala Harris
79 Padilla, Alex Paul, Rand 78 California Kentucky CA KY Democratic 0 III 3 0.0200324383981554 0.684883322748808 01/20/2021 01/05/2011 12/31/2022 1.94520547945205 11.9945205479452 0 117 N/A 57.3 N/A 42.7 N/A 2016 https://twitter.com/SenAlexPadilla https://twitter.com/senrandpaul SenAlexPadilla senrandpaul https://twitter.com/AlexPadilla4CA https://twitter.com/RandPaul RandPaul 03/22/1973 01/07/1963 0 Hispanic White 6 7 B.S.; Mechanical Engineering; MIT; 1994 M.D.; Duke University; 1988 Engineer 6 https://www.padilla.senate.gov/ https://www.paul.senate.gov/ https://bioguide.congress.gov/search/bio/P000145 https://bioguide.congress.gov/search/bio/P000603 https://www.nytimes.com/2020/12/22/us/politics/alex-padilla-kamala-california-senate.html appointed in 2020 to replace Kamala Harris
80 Paul, Rand Peters, Gary C. 79 Kentucky Michigan KY MI Republican 1 III 2 0.684883322748808 0.355796587683312 01/05/2011 01/06/2015 12/31/2022 11.9945205479452 7.98904109589041 0 117 57.3 49.9 42.7 48.2 2016 2020 https://twitter.com/senrandpaul https://twitter.com/SenGaryPeters senrandpaul SenGaryPeters https://twitter.com/RandPaul https://twitter.com/garypeters garypeters 01/07/1963 12/01/1958 0 White 7 8 M.D.; Duke University; 1988 J.D.; Wayne State University; 1989 Ophthalmologist 2 https://www.paul.senate.gov/ https://www.peters.senate.gov/ https://bioguide.congress.gov/search/bio/P000603 https://bioguide.congress.gov/search/bio/P000595 https://www.politico.com/2016-election/results/map/senate/
81 Peters, Gary C. Portman, Robert 80 Michigan Ohio MI OH Democratic 0 II 3 0.355796587683312 0.548120690430407 01/06/2015 01/05/2011 12/31/2022 7.98904109589041 11.9945205479452 0 1 117 49.9 58.3 48.2 36.9 2020 2016 https://twitter.com/SenGaryPeters https://twitter.com/senrobportman SenGaryPeters senrobportman https://twitter.com/garypeters N/A N/A 12/01/1958 12/19/1955 0 White 8 J.D.; Wayne State University; 1989 J.D.; University of Michigan; 1985 Lawyer 2 https://www.peters.senate.gov/ N/A https://bioguide.congress.gov/search/bio/P000595 https://bioguide.congress.gov/search/bio/P000449 https://edition.cnn.com/election/2020/results/senate
82 Portman, Robert Reed, John F. 81 Ohio Rhode Island OH RI Republican 1 III 2 0.548120690430407 0.145861826443275 01/05/2011 01/07/1997 12/31/2022 11.9945205479452 25.9972602739726 1 0 117 58.3 66.6 36.9 33.4 2016 2020 https://twitter.com/senrobportman https://twitter.com/SenJackReed senrobportman SenJackReed N/A N/A 12/19/1955 11/12/1949 0 White 8 J.D.; University of Michigan; 1985 J.D.; Harvard University; 1982 Lawyer 2 N/A https://www.reed.senate.gov/ https://bioguide.congress.gov/search/bio/P000449 https://bioguide.congress.gov/search/bio/R000122 https://www.politico.com/2016-election/results/map/senate/
83 Reed, John F. Risch, James E. 82 Rhode Island Idaho RI ID Democratic 0 2 0.82910906209038 01/07/1997 01/06/2009 12/31/2022 25.9972602739726 13.9917808219178 0 117 66.6 62.6 33.4 33.2 2020 https://twitter.com/SenJackReed https://twitter.com/SenatorRisch SenJackReed SenatorRisch N/A N/A 11/12/1949 05/03/1943 0 White 8 J.D.; Harvard University; 1982 J.D.; University of Idaho; 1968 Lawyer 2 https://www.reed.senate.gov/ https://www.risch.senate.gov/ https://bioguide.congress.gov/search/bio/R000122 https://bioguide.congress.gov/search/bio/R000584 https://edition.cnn.com/election/2020/results/senate
84 Risch, James E. Romney, Mitt 83 Idaho Utah ID UT Republican 0 II 1 0.82910906209038 0.596688837978771 01/06/2009 01/03/2019 12/31/2022 13.9917808219178 3.99452054794521 0 117 62.6 33.2 30.9 2020 2018 https://twitter.com/SenatorRisch https://twitter.com/SenatorRomney SenatorRisch SenatorRomney N/A https://twitter.com/mittromney mittromney 05/03/1943 03/12/1947 0 White 8 7 J.D.; University of Idaho; 1968 M.B.A.; Harvard Business School; 1975 Attorney 1 https://www.risch.senate.gov/ https://www.romney.senate.gov/ https://bioguide.congress.gov/search/bio/R000584 https://bioguide.congress.gov/search/bio/R000615 https://edition.cnn.com/election/2020/results/senate
85 Romney, Mitt Rosen, Jacky 84 Utah Nevada UT NV Republican 1 I 1 0.596688837978771 0.308548351377894 01/03/2019 12/31/2022 3.99452054794521 0 117 62.6 50.4 30.9 45.4 2018 https://twitter.com/SenatorRomney https://twitter.com/SenJackyRosen SenatorRomney SenJackyRosen https://twitter.com/mittromney https://twitter.com/RosenforNevada RosenforNevada 03/12/1947 08/02/1957 0 1 White 7 6 M.B.A.; Harvard Business School; 1975 B.A.; Psychology; University of Minnesota; 1979 Businessman 1 https://www.romney.senate.gov/ https://www.rosen.senate.gov/ https://bioguide.congress.gov/search/bio/R000615 https://bioguide.congress.gov/search/bio/R000608 https://edition.cnn.com/election/2018/results
86 Rosen, Jacky Rounds, Mike 85 Nevada South Dakota NV SD Democratic 0 I 2 0.308548351377894 0.784008560585577 01/03/2019 01/06/2015 12/31/2022 3.99452054794521 7.98904109589041 0 117 50.4 65.7 45.4 34.3 2018 2020 https://twitter.com/SenJackyRosen https://twitter.com/SenatorRounds SenJackyRosen SenatorRounds https://twitter.com/RosenforNevada N/A N/A 08/02/1957 10/24/1954 1 0 White 6 B.A.; Psychology; University of Minnesota; 1979 B.S.; Political Science; South Dakota State University; 1977 Businesswoman 1 https://www.rosen.senate.gov/ https://www.rounds.senate.gov/ https://bioguide.congress.gov/search/bio/R000608 https://bioguide.congress.gov/search/bio/R000605 https://edition.cnn.com/election/2018/results
87 Rounds, Mike Rubio, Marco 86 South Dakota Florida SD FL Republican 0 II 3 0.784008560585577 0.831181764071725 01/06/2015 01/05/2011 12/31/2022 7.98904109589041 11.9945205479452 0 117 65.7 52 34.3 44.3 2020 2016 https://twitter.com/SenatorRounds https://twitter.com/senmarcorubio SenatorRounds senmarcorubio N/A https://twitter.com/marcorubio marcorubio 10/24/1954 05/28/1971 0 White Hispanic 6 8 B.S.; Political Science; South Dakota State University; 1977 J.D.; University of Miami; 1996 Businessman 2 https://www.rounds.senate.gov/ https://www.rubio.senate.gov/ https://bioguide.congress.gov/search/bio/R000605 https://bioguide.congress.gov/search/bio/R000595 https://edition.cnn.com/election/2020/results/senate
88 Rubio, Marco Sanders, Bernard 87 Florida Vermont FL VT Republican 2 III 1 0.831181764071725 0 01/05/2011 01/04/2007 12/31/2022 11.9945205479452 16 0 117 52 67.4 44.3 27.5 2016 2018 https://twitter.com/senmarcorubio https://twitter.com/SenSanders senmarcorubio SenSanders https://twitter.com/marcorubio https://twitter.com/BernieSanders BernieSanders 05/28/1971 09/08/1941 0 Hispanic White 8 6 J.D.; University of Miami; 1996 B.A.; Political Science; University of Chicago; 1964 Lawyer 0 https://www.rubio.senate.gov/ https://www.sanders.senate.gov/ https://bioguide.congress.gov/search/bio/R000595 https://bioguide.congress.gov/search/bio/S000033 https://www.politico.com/2016-election/results/map/senate/
89 Sanders, Bernard Sasse, Benjamin 88 Vermont Nebraska VT NE Independent 0 I 2 0 0.684229649213868 01/04/2007 01/06/2015 12/31/2022 16 7.98904109589041 0 1 117 67.4 62.7 27.5 24.4 2018 2020 https://twitter.com/SenSanders https://twitter.com/sensasse SenSanders sensasse https://twitter.com/BernieSanders/ https://twitter.com/BenSasse BenSasse 09/08/1941 02/22/1972 0 White 6 8 B.A.; Political Science; University of Chicago; 1964 PhD in History; Yale University; 2004 Politician 5 https://www.sanders.senate.gov/ N/A https://bioguide.congress.gov/search/bio/S000033 https://bioguide.congress.gov/search/bio/S001197 https://edition.cnn.com/election/2018/results
90 Sasse, Benjamin Schatz, Brian 89 Nebraska Hawaii NE HI Republican 1 3 0.684229649213868 0.213250458593456 01/06/2015 12/27/2012 12/31/2022 7.98904109589041 10.0164383561644 1 0 117 62.7 73.6 24.4 22.2 2020 2016 https://twitter.com/sensasse https://twitter.com/brianschatz sensasse brianschatz https://twitter.com/BenSasse https://twitter.com/SenBrianSchatz SenBrianSchatz 02/22/1972 10/20/1972 0 White 8 6 PhD in History; Yale University; 2004 B.A.; Philosophy; Pomona College; 1994 Professor 5 N/A https://www.schatz.senate.gov/ https://bioguide.congress.gov/search/bio/S001197 https://bioguide.congress.gov/search/bio/S001194 https://edition.cnn.com/election/2020/results/senate
91 Schatz, Brian Schumer, Charles E. 90 Hawaii New York HI NY Democratic 1 3 0.239789022209428 12/27/2012 01/06/1999 12/31/2022 10.0164383561644 24 0 117 73.6 70.4 22.2 27.4 2016 https://twitter.com/brianschatz https://twitter.com/SenSchumer brianschatz SenSchumer https://twitter.com/SenBrianSchatz https://twitter.com/chuckschumer chuckschumer 10/20/1972 11/23/1950 0 White 6 8 B.A.; Philosophy; Pomona College; 1994 J.D.; Harvard University; 1974 Educator 2 https://www.schatz.senate.gov/ https://www.schumer.senate.gov/ https://bioguide.congress.gov/search/bio/S001194 https://bioguide.congress.gov/search/bio/S000148 https://www.politico.com/2016-election/results/map/senate/
92 Schumer, Charles E. Scott, Rick 91 New York Florida NY FL Democratic 0 III 1 0.239789022209428 1 01/06/1999 01/08/2019 12/31/2022 24 3.98082191780822 0 117 70.4 50.1 27.4 49.9 2016 2018 https://twitter.com/SenSchumer https://twitter.com/SenRickScott SenSchumer SenRickScott https://twitter.com/scottforflorida scottforflorida 11/23/1950 12/01/1952 0 White 8 J.D.; Harvard University; 1974 J.D.; Southern Methodist University; 1978 Attorney 2 https://www.schumer.senate.gov/ https://www.rickscott.senate.gov/ https://bioguide.congress.gov/search/bio/S000148 https://bioguide.congress.gov/search/bio/S001217 https://www.politico.com/2016-election/results/map/senate/
93 Scott, Rick Scott, Tim 92 Florida South Carolina FL SC Republican 0 I 3 1 0.781356077518849 01/08/2019 01/03/2013 12/31/2022 3.98082191780822 9.9972602739726 0 117 50.1 60.6 49.9 37 2018 2016 https://twitter.com/SenRickScott https://twitter.com/SenatorTimScott SenRickScott SenatorTimScott https://twitter.com/votetimscott votetimscott 12/01/1952 09/19/1965 0 White African-American 8 6 J.D.; Southern Methodist University; 1978 B.S.; Political Science; Charleston Southern University; 1988 Lawyer 1 https://www.rickscott.senate.gov/ https://www.scott.senate.gov/ https://bioguide.congress.gov/search/bio/S001217 https://bioguide.congress.gov/search/bio/S001184 https://edition.cnn.com/election/2018/results
94 Scott, Tim Shaheen, Jeanne 93 South Carolina New Hampshire SC NH Republican 1 III 2 0.781356077518849 0.2925665319541 01/03/2013 01/06/2009 12/31/2022 9.9972602739726 13.9917808219178 0 117 60.6 56.6 37 41 2016 2020 https://twitter.com/SenatorTimScott https://twitter.com/SenatorShaheen SenatorTimScott SenatorShaheen https://twitter.com/JeanneShaheen JeanneShaheen 09/19/1965 01/28/1947 0 1 African-American White 6 7 B.S.; Political Science; Charleston Southern University; 1988 M.S.S.; University of Mississippi; 1973 Businessman 5 https://www.scott.senate.gov/ https://www.shaheen.senate.gov/ https://bioguide.congress.gov/search/bio/S001184 https://bioguide.congress.gov/search/bio/S001181 https://www.politico.com/2016-election/results/map/senate/
95 Shaheen, Jeanne Shelby, Richard 94 New Hampshire Alabama NH AL Democratic 0 II 3 0.2925665319541 0.577739000839365 01/06/2009 01/06/1987 12/31/2022 13.9917808219178 36.0082191780822 0 1 117 56.6 64.2 41 35.8 2020 2016 https://twitter.com/SenatorShaheen https://twitter.com/SenShelby SenatorShaheen SenShelby N/A N/A 01/28/1947 05/06/1934 1 0 White 7 6 M.S.S.; University of Mississippi; 1973 LL.B.; University of Alabama; 1963 Educator 2 https://www.shaheen.senate.gov/ N/A https://bioguide.congress.gov/search/bio/S001181 https://bioguide.congress.gov/search/bio/S000320 https://edition.cnn.com/election/2020/results/senate
96 Shelby, Richard Sinema, Kyrsten 95 Alabama Arizona AL AZ Republican 2 III 1 0.577739000839365 0.500967034663567 01/06/1987 01/03/2019 12/31/2022 36.0082191780822 3.99452054794521 1 0 117 64.2 50 35.8 47.6 2016 2018 https://twitter.com/SenShelby https://twitter.com/SenatorSinema SenShelby SenatorSinema https://twitter.com/kyrstensinema kyrstensinema 05/06/1934 07/12/1976 0 1 White 6 8 LL.B.; University of Alabama; 1963 PhD in Justice Studies; Arizona State University; 2012 Lawyer 2 N/A https://www.sinema.senate.gov/ https://bioguide.congress.gov/search/bio/S000320 https://bioguide.congress.gov/search/bio/S001191 https://www.politico.com/2016-election/results/map/senate/
97 Sinema, Kyrsten Smith, Tina 96 Arizona Minnesota AZ MN Independent 1 I 2 0.500967034663567 0.0756533259297989 01/03/2019 01/03/2018 12/31/2022 3.99452054794521 4.99452054794521 0 117 50 48.8 47.6 43.5 2018 2020 https://twitter.com/SenatorSinema https://twitter.com/SenTinaSmith SenatorSinema SenTinaSmith https://twitter.com/TinaSmithMN TinaSmithMN 07/12/1976 03/04/1958 1 White 8 7 PhD in Justice Studies; Arizona State University; 2012 M.B.A. Dartmouth College; 1984 Lawery 1 https://www.sinema.senate.gov/ https://www.smith.senate.gov/ https://bioguide.congress.gov/search/bio/S001191 https://bioguide.congress.gov/search/bio/S001203 https://edition.cnn.com/election/2018/results
98 Smith, Tina Stabenow, Debbie 97 Minnesota Michigan MN MI Democratic 1 II 1 0.0756533259297989 0.221949395648287 01/03/2018 01/03/2001 12/31/2022 4.99452054794521 22.0054794520548 0 117 48.8 52.3 43.5 45.8 2020 2018 https://twitter.com/SenTinaSmith https://twitter.com/SenStabenow SenTinaSmith SenStabenow https://twitter.com/stabenow stabenow 03/04/1958 04/29/1950 1 White 7 M.B.A. Dartmouth College; 1984 M.S.W.; Michigan State University; 1975 Businesswoman 5 https://www.smith.senate.gov/ https://www.stabenow.senate.gov/ https://bioguide.congress.gov/search/bio/S001203 https://bioguide.congress.gov/search/bio/S000770 https://edition.cnn.com/election/2020/results/senate
99 Stabenow, Debbie Sullivan, Dan 98 Michigan Alaska MI AK Democratic 0 I 2 0.221949395648287 0.652100683642255 01/03/2001 01/06/2015 12/31/2022 22.0054794520548 7.98904109589041 0 117 52.3 53.9 45.8 41.2 2018 2020 https://twitter.com/SenStabenow https://twitter.com/SenDanSullivan SenStabenow SenDanSullivan N/A N/A 04/29/1950 11/13/1964 1 0 White 7 8 M.S.W.; Michigan State University; 1975 J.D.; Georgetown University; 1993 Social Worker 2 https://www.stabenow.senate.gov/ https://www.sullivan.senate.gov/ https://bioguide.congress.gov/search/bio/S000770 https://bioguide.congress.gov/search/bio/S001198 https://edition.cnn.com/election/2018/results
100 Sullivan, Dan Tester, Jon 99 Alaska Montana AK MT Republican 1 II 1 0.652100683642255 0.377646486433112 01/06/2015 01/04/2007 12/31/2022 7.98904109589041 16 0 117 53.9 50.3 41.2 46.8 2020 2018 https://twitter.com/SenDanSullivan https://twitter.com/SenatorTester SenDanSullivan SenatorTester https://twitter.com/jontester jontester 11/13/1964 08/21/1956 0 White 8 6 J.D.; Georgetown University; 1993 B.A.; Music; University of Providence; 1978 Lawyer 10 https://www.sullivan.senate.gov/ https://www.tester.senate.gov/ https://bioguide.congress.gov/search/bio/S001198 https://bioguide.congress.gov/search/bio/T000464 https://edition.cnn.com/election/2020/results/senate
101 Tester, Jon Thune, John 100 Montana South Dakota MT SD Democratic 0 I 3 0.377646486433112 0.795060855902239 01/04/2007 01/04/2005 12/31/2022 16 18 0 117 50.3 71.8 46.8 28.2 2018 2016 https://twitter.com/SenatorTester https://twitter.com/SenJohnThune SenatorTester SenJohnThune https://twitter.com/johnthune johnthune 08/21/1956 01/07/1961 0 White 6 7 B.A.; Music; University of Providence; 1978 M.B.A.; University of South Dakota; 1984 Farmer 1 https://www.tester.senate.gov/ https://www.thune.senate.gov/ https://bioguide.congress.gov/search/bio/T000464 https://bioguide.congress.gov/search/bio/T000250 https://edition.cnn.com/election/2018/results
102 Thune, John Tillis, Thom 101 South Dakota North Carolina SD NC Republican 0 III 2 0.795060855902239 0.819146177750934 01/04/2005 01/06/2015 12/31/2022 18 7.98904109589041 0 117 71.8 48.7 28.2 46.9 2016 2020 https://twitter.com/SenJohnThune https://twitter.com/SenThomTillis SenJohnThune SenThomTillis https://twitter.com/ThomTillis ThomTillis 01/07/1961 08/30/1960 0 White 7 6 M.B.A.; University of South Dakota; 1984 B.S.; Technology Management; University of Maryland; 1996 Businessman 1 https://www.thune.senate.gov/ https://www.tillis.senate.gov/ https://bioguide.congress.gov/search/bio/T000250 https://bioguide.congress.gov/search/bio/T000476 https://www.politico.com/2016-election/results/map/senate/
103 Tillis, Thom Toomey, Patrick 102 North Carolina Pennsylvania NC PA Republican 0 II 3 0.819146177750934 0.607637714921737 01/06/2015 01/05/2011 12/31/2022 7.98904109589041 11.9945205479452 0 1 117 48.7 48.9 46.9 47.2 2020 2016 https://twitter.com/SenThomTillis https://twitter.com/SenToomey SenThomTillis SenToomey https://twitter.com/pattoomey pattoomey 08/30/1960 11/17/1961 0 White 6 B.S.; Technology Management; University of Maryland; 1996 A.B.; Government; Harvard College; 1984 Businessman 1 https://www.tillis.senate.gov/ N/A https://bioguide.congress.gov/search/bio/T000476 https://bioguide.congress.gov/search/bio/T000461 https://edition.cnn.com/election/2020/results/senate
104 Toomey, Patrick Tuberville, Tommy 103 Pennsylvania Alabama PA AL Republican 0 III 2 0.607637714921737 0.808701355452043 01/05/2011 01/03/2021 12/31/2022 11.9945205479452 1.99178082191781 1 0 117 48.9 60.1 47.2 39.7 2016 2020 https://twitter.com/SenToomey https://twitter.com/SenTuberville SenToomey SenTuberville https://twitter.com/TTuberville TTuberville 11/17/1961 09/18/1954 0 White 6 A.B.; Government; Harvard College; 1984 B.S., physical education, Southern Arkansas University, 1976 Businessman 5 N/A https://www.tuberville.senate.gov/ https://bioguide.congress.gov/search/bio/T000461 https://bioguide.congress.gov/search/bio/T000278 https://www.politico.com/2016-election/results/map/senate/
105 Tuberville, Tommy Van Hollen, Chris 104 Alabama Maryland AL MD Republican 1 II 3 0.808701355452043 0.117646768842011 01/03/2021 01/03/2017 12/31/2022 1.99178082191781 5.99452054794521 0 117 60.1 60.4 39.7 36.4 2020 2016 https://twitter.com/SenTuberville https://twitter.com/ChrisVanHollen SenTuberville ChrisVanHollen N/A N/A 09/18/1954 01/10/1959 0 White 6 8 B.S., physical education, Southern Arkansas University, 1976 J.D.; Georgetown university; 1990 college football coach 2 https://www.tuberville.senate.gov/ https://www.vanhollen.senate.gov/ https://bioguide.congress.gov/search/bio/T000278 https://bioguide.congress.gov/search/bio/V000128 https://edition.cnn.com/election/2020/results/senate
106 Van Hollen, Chris Warner, Mark R. 105 Maryland Virginia MD VA Democratic 1 2 0.33022168507113 01/03/2017 01/06/2009 12/31/2022 5.99452054794521 13.9917808219178 0 117 60.4 56 36.4 44 2016 2020 https://twitter.com/ChrisVanHollen https://twitter.com/SenatorWarner ChrisVanHollen SenatorWarner https://twitter.com/MarkWarner MarkWarner 01/10/1959 12/15/1954 0 White 8 J.D.; Georgetown university; 1990 J.D.; Harvard Law School; 1980 Lawyer 1 https://www.vanhollen.senate.gov/ https://www.warner.senate.gov/ https://bioguide.congress.gov/search/bio/V000128 https://bioguide.congress.gov/search/bio/W000805 https://www.politico.com/2016-election/results/map/senate/
107 Warner, Mark R. Warnock, Raphael G. 106 Virginia Georgia VA GA Democratic 1 II 3 0.33022168507113 0.464158242867696 01/06/2009 01/20/2021 12/31/2022 13.9917808219178 1.94520547945205 0 117 56 51 44 49 2020 https://twitter.com/MarkWarner https://twitter.com/SenatorWarnock MarkWarner SenatorWarnock https://twitter.com/ReverendWarnock ReverendWarnock 12/15/1954 07/23/1969 0 White African-American 8 J.D.; Harvard Law School; 1980 PhD in Philosophy; Union Theological Seminary; Businessman 8 https://www.warner.senate.gov/ https://www.warnock.senate.gov/ https://bioguide.congress.gov/search/bio/W000805 https://bioguide.congress.gov/search/bio/W000790 https://edition.cnn.com/election/2020/results/senate
108 Warnock, Raphael G. Warren, Elizabeth 107 Georgia Massachusetts GA MA Democratic 1 III 1 0.464158242867696 0.0583875007437665 01/20/2021 01/03/2013 12/31/2022 1.94520547945205 9.9972602739726 0 117 51 60.4 49 36.2 2020 2018 https://twitter.com/SenatorWarnock https://twitter.com/SenWarren SenatorWarnock SenWarren https://twitter.com/ewarren ewarren 07/23/1969 06/22/1949 0 1 African-American White 8 PhD in Philosophy; Union Theological Seminary; J.D.; Rutgers University; 1976 Baptist pastor 2 https://www.warnock.senate.gov/ https://www.warren.senate.gov/ https://bioguide.congress.gov/search/bio/W000790 https://bioguide.congress.gov/search/bio/W000817 https://edition.cnn.com/election/2020/results/senate
109 Warren, Elizabeth Whitehouse, Sheldon 108 Massachusetts Rhode Island MA RI Democratic 1 1 0.124737669119195 01/03/2013 01/04/2007 12/31/2022 9.9972602739726 16 0 117 60.4 61.6 36.2 38.4 2018 https://twitter.com/ewarren https://twitter.com/SenWhitehouse ewarren SenWhitehouse https://twitter.com/SenWarren N/A N/A 06/22/1949 10/20/1955 1 0 White 8 J.D.; Rutgers University; 1976 J.D.; University of Virginia; 1982 Educator, Lawyer 2 https://www.warren.senate.gov/ https://www.whitehouse.senate.gov/ https://bioguide.congress.gov/search/bio/W000817 https://bioguide.congress.gov/search/bio/W000802 https://edition.cnn.com/election/2018/results
110 Whitehouse, Sheldon Wicker, Roger F. 109 Rhode Island Mississippi RI MS Democratic 0 I 1 0.124737669119195 0.763788502839721 01/04/2007 12/31/2007 12/31/2022 16 15.0109589041096 0 117 61.6 58.5 38.4 39.5 2018 https://twitter.com/SenWhitehouse https://twitter.com/SenatorWicker SenWhitehouse SenatorWicker https://twitter.com/RogerWicker RogerWicker 10/20/1955 07/05/1951 0 White 8 J.D.; University of Virginia; 1982 J.D.; University of Mississippi; 1975 Attorney 2 https://www.whitehouse.senate.gov/ https://www.wicker.senate.gov/ https://bioguide.congress.gov/search/bio/W000802 https://bioguide.congress.gov/search/bio/W000437 https://edition.cnn.com/election/2018/results
111 Wicker, Roger F. Wyden, Ron 110 Mississippi Oregon MS OR Republican 1 I 3 0.763788502839721 0.0591413132623803 12/31/2007 02/05/1996 12/31/2022 15.0109589041096 26.9205479452055 0 117 58.5 56.7 39.5 33.6 2018 2016 https://twitter.com/SenatorWicker https://twitter.com/RonWyden SenatorWicker RonWyden N/A N/A 07/05/1951 05/03/1949 0 White 8 J.D.; University of Mississippi; 1975 J.D.; University of Oregon; 1974 Judge 2 https://www.wicker.senate.gov/ https://www.wyden.senate.gov/ https://bioguide.congress.gov/search/bio/W000437 https://bioguide.congress.gov/search/bio/W000779 https://edition.cnn.com/election/2018/results
112 Wyden, Ron Young, Todd 111 Oregon Indiana OR IN Democratic 0 III 3 0.0591413132623803 0.677696674158218 02/05/1996 01/05/2011 12/31/2022 26.9205479452055 11.9945205479452 0 1 117 56.7 52.1 33.6 42.4 2016 https://twitter.com/RonWyden https://twitter.com/SenToddYoung RonWyden SenToddYoung https://twitter.com/ToddYoungIN ToddYoungIN 05/03/1949 08/24/1972 0 White 8 J.D.; University of Oregon; 1974 J.D.; Robert H. McKinney; 2006 Lawyer 2 https://www.wyden.senate.gov/ https://www.young.senate.gov/ https://bioguide.congress.gov/search/bio/W000779 https://bioguide.congress.gov/search/bio/Y000064 https://www.politico.com/2016-election/results/map/senate/
Young, Todd 112 Indiana IN Republican III 0.677696674158218 01/05/2011 12/31/2022 11.9945205479452 1 117 52.1 42.4 2016 https://twitter.com/SenToddYoung SenToddYoung 08/24/1972 0 White 8 J.D.; Robert H. McKinney; 2006 Attorney https://www.young.senate.gov/ https://bioguide.congress.gov/search/bio/Y000064 https://www.politico.com/2016-election/results/map/senate/

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funs/ClearDupes.py Normal file
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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
'''
Created on Wed Jun 21 13:58:42 2023
@author: michael
'''
def deDupe(inFile, outFile):
from collections import Counter
with open(inFile) as f:
lines = f.readlines()
count = Counter(lines)
dupes = [ k for (k,v) in count.items() if v > 1]
# uncomment to get duplicates
''' for dup in dupes:
print(f'Duplicate: {dup}', end='') '''
skips = []
outFileName = outFile
with open(outFile, 'w') as outFile:
for line in lines:
if line not in skips:
outFile.write(line)
if line not in skips and line in dupes:
skips.append(line)
print(f'{len(dupes)} duplicate Keywords removed and saved into {outFileName}.')

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funs/TimeSlice.py Normal file
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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
'''
Created on Wed Jun 21 13:58:42 2023
@author: michael
'''
# create slices
def get_Tslices(ts_beg, ts_end, no_slices):
from datetime import datetime
from datetime import timedelta
ts_beg = datetime.strptime(ts_beg, '%Y-%m-%dT%H:%M:%SZ')
ts_end = datetime.strptime(ts_end, '%Y-%m-%dT%H:%M:%SZ')
ts_dif = (ts_end - ts_beg) / no_slices
time_slices = []
for i in range(no_slices):
time_slices.append(
{
'beg_time': (ts_beg + ts_dif * i).strftime('%Y-%m-%dT%H:%M:%SZ'),
'end_time': (ts_beg + ts_dif * i + ts_dif - timedelta(microseconds=1)).strftime('%Y-%m-%dT%H:%M:%SZ'),
'suffix': f'-slice{i+1}'
})
return time_slices