corrects a lot of mistakes.
adds keywords adds analyze.py adds pretest adds pretest ids
This commit is contained in:
Michael Beck
parent
c64904a64d
commit
817ec48478
@ -1,4 +1,5 @@
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# How to use
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Execute collect.py to scrape tweets and generate the ´ALL-SENATORS-TWEETS.csv´.
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Execute collectSenData.py to scrape senator data and generate ´ALL-SENATORS.csv´.
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155
analyze.py
Normal file
155
analyze.py
Normal file
@ -0,0 +1,155 @@
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import re
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import string
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import numpy as np
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import pandas as pd
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from transformers import AutoModelForSequenceClassification, AutoTokenizer, pipeline
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from datasets import load_dataset
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from transformers.pipelines.pt_utils import KeyDataset
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#%%
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# prepare
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# install xformers (pip install xformers) for better performance
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###################
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# Setup directories
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# WD Michael
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wd = "/home/michael/Documents/PS/Data/collectTweets/"
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# WD Server
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# wd = '/home/yunohost.multimedia/polsoc/Politics & Society/TweetCollection/'
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# datafile input directory
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di = "data/IN/"
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# Tweet-datafile output directory
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ud = "data/OUT/"
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# Name of file that all senator data will be written to
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senCSV = "ALL-SENATORS-TWEETS.csv"
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# Name of new datafile generated
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senCSVc = "Tweets-Stub.csv"
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# Name of pretest files
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preTestIDsFake = "pretest-tweets_fake.txt"
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preTestIDsNot = "pretest-tweets_not_fake.txt"
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# Name of pretest datafile
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senCSVPretest = "Pretest.csv"
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senCSVPretestPrep = "Pretest-Prep.csv"
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senCSVPretestResult = "Pretest-Results.csv"
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# don't change this one
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senCSVPath = wd + ud + senCSV
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senCSVcPath = wd + ud + senCSVc
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senCSVcPretestPath = wd + ud + senCSVPretest
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senCSVcPretestPrepPath = wd + ud + senCSVPretestPrep
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senCSVcPretestResultPath = wd + ud + senCSVPretestResult
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preTestIDsFakePath = wd + di + preTestIDsFake
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preTestIDsNotPath = wd + di + preTestIDsNot
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# List of IDs to select
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# Read the IDs from a file
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preTestIDsFakeL = []
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preTestIDsNotL = []
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with open(preTestIDsFakePath, "r") as file:
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lines = file.readlines()
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for line in lines:
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tid = line.strip() # Remove the newline character
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preTestIDsFakeL.append(tid)
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with open(preTestIDsNotPath, "r") as file:
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lines = file.readlines()
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for line in lines:
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tid = line.strip() # Remove the newline character
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preTestIDsNotL.append(tid)
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# Select rows based on the IDs
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df = pd.read_csv(senCSVPath, dtype=(object))
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#%%
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# Create pretest dataframe
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dfPreTest = df[df['id'].isin(preTestIDsFakeL)].copy()
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dfPreTest['fake'] = True
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dfPreTest = pd.concat([dfPreTest, df[df['id'].isin(preTestIDsNotL)]], ignore_index=True)
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dfPreTest['fake'] = dfPreTest['fake'].fillna(False)
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#%%
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# https://huggingface.co/bvrau/covid-twitter-bert-v2-struth
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# HowTo:
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# https://huggingface.co/docs/transformers/main/en/model_doc/bert#transformers.BertForSequenceClassification
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# https://stackoverflow.com/questions/75932605/getting-the-input-text-from-transformers-pipeline
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pipe = pipeline("text-classification", model="bvrau/covid-twitter-bert-v2-struth")
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model = AutoModelForSequenceClassification.from_pretrained("bvrau/covid-twitter-bert-v2-struth")
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tokenizer = AutoTokenizer.from_pretrained("bvrau/covid-twitter-bert-v2-struth")
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# Source https://www.kaggle.com/code/daotan/tweet-analysis-with-transformers-bert
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def remove_URL(text):
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url = re.compile(r'https?://\S+|www\.\S+')
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return url.sub(r'', text)
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def remove_emoji(text):
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emoji_pattern = re.compile(
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'['
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u'\U0001F600-\U0001F64F' # emoticons
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u'\U0001F300-\U0001F5FF' # symbols & pictographs
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u'\U0001F680-\U0001F6FF' # transport & map symbols
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u'\U0001F1E0-\U0001F1FF' # flags (iOS)
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u'\U00002702-\U000027B0'
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u'\U000024C2-\U0001F251'
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']+',
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flags=re.UNICODE)
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return emoji_pattern.sub(r'', text)
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def remove_html(text):
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html = re.compile(r'<.*?>|&([a-z0-9]+|#[0-9]{1,6}|#x[0-9a-f]{1,6});')
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return re.sub(html, '', text)
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def remove_punct(text):
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table = str.maketrans('', '', string.punctuation)
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return text.translate(table)
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dfPreTest['cleanContent'] = dfPreTest['rawContent'].apply(remove_URL)
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dfPreTest['cleanContent'] = dfPreTest['cleanContent'].apply(remove_emoji)
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dfPreTest['cleanContent'] = dfPreTest['cleanContent'].apply(remove_html)
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dfPreTest['cleanContent'] = dfPreTest['cleanContent'].apply(remove_punct)
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dfPreTest['cleanContent'] = dfPreTest['cleanContent'].apply(lambda x: x.lower())
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#%%
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max_length = 128
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dfPreTest['input_ids'] = dfPreTest['cleanContent'].apply(lambda x: tokenizer(x, max_length=max_length, padding="max_length",)['input_ids'])
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#train.rename(columns={'target': 'labels'}, inplace=True)
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#train.head()
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# %%
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dfPreTest.to_csv(senCSVcPretestPrepPath, encoding='utf-8', columns=['id', 'cleanContent'])
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#%%
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dataset = load_dataset("csv", data_files=senCSVcPretestPrepPath)
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# %%
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results = pipe(KeyDataset(dataset, "text"))
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# %%
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#from tqdm.auto import tqdm
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#for out in tqdm(pipe(KeyDataset(dataset['train'], "cleanContent"))):
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# print(out)
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#%%
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output_labels = []
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output_score = []
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for out in pipe(KeyDataset(dataset['train'], "cleanContent"), batch_size=8, truncation="only_first"):
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output_labels.append(out['label'])
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output_score.append(out['score'])
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# [{'label': 'POSITIVE', 'score': 0.9998743534088135}]
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# Exactly the same output as before, but the content are passed
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# as batches to the model
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# %%
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dfPreTest['output_label'] = output_labels
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dfPreTest['output_score'] = output_score
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# %%
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dfPreTest.to_csv(senCSVcPretestResultPath, encoding='utf-8')
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# %%
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129
cleanTweets.py
129
cleanTweets.py
@ -7,7 +7,9 @@ Created on Mon Jun 26 20:36:43 2023
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"""
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import pandas as pd
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import pyreadstat
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# import pyreadstat
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# import numpy as np
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from funs.ClearDupes import deDupe
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###################
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@ -26,6 +28,9 @@ ud = "data/OUT/"
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# Name of file that all senator data will be written to
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senCSV = "ALL-SENATORS-TWEETS.csv"
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# Name of file that all senator data will be written to
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senDataset = "senators-raw.csv"
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# Name of new datafile generated
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senCSVc = "Tweets-Cleaned"
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@ -34,37 +39,135 @@ senCSVPath = wd + ud + senCSV
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senCSVcPath = wd + ud + senCSV + ".csv"
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senSAVcPath = wd + ud + senCSV + ".sav"
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senDTAcPath = wd + ud + senCSV + ".dta"
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senDatasetPath = wd + di + senDataset
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df = pd.read_csv(senCSVPath)
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df = pd.read_csv(senCSVPath, dtype=(object))
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df = df.drop(columns=['user.url', 'user.username', 'cashtags', 'coordinates', 'hashtags', 'Unnamed: 0', 'user.verified', 'lang'], index=1)
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mixed_columns = df.columns[df.nunique() != len(df)]
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print(mixed_columns)
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df = df.drop(columns=['user.url', 'cashtags', 'coordinates', 'hashtags', 'Unnamed: 0', 'user.verified', 'lang', 'renderedContent', 'retweetedTweet', 'sourceLabel', 'sourceUrl', 'source'], index=1)
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del df[df.columns[0]] # remove first col
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df['user.created'] = pd.to_datetime(df['user.created'])
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df['date'] = pd.to_datetime(df['date'])
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#%%
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# sort and generate id
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df = df.sort_values(by='date').reset_index() # sort df by date before generating id
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df["tid"] = df.index + 1 # create id column
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#%%
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# move id column to front
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cols = list(df.columns.values) # Make a list of all of the columns in the df
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cols.pop(cols.index('tid')) # Remove id from list
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cols.pop(cols.index('id')) # Remove id from list
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df = df[['id','tid']+cols] # Create new dataframe with ordered colums
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#cols.pop(cols.index('user')) # Remove id from list
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df = df[['tid']+cols] # Create new dataframe with ordered colums
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# create keyword column
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#%%
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###################
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# Keywords
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# read additional keywords from a file and write to list.
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keywords = []
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# Remove duplicate Keywords and save all non-duplicates to 'data/keywords.txt'
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deDupe(f"{di}keywords-raw.txt", f"{di}keywords.txt")
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# Read the keywords from a file
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with open(f"{di}own_keywords.txt", "r") as file:
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lines = file.readlines()
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for line in lines:
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keyword = line.strip() # Remove the newline character
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keywords.append(keyword)
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# write all keywords to file
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with open(f"{di}keywords-raw.txt", "r") as file:
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lines = file.readlines()
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for line in lines:
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keyword = line.strip() # Remove the newline character
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keywords.append(keyword)
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with open(f"{di}keywords.txt", "w") as file:
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print("read keyword files")
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for line in keywords:
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file.write(f'{line}\n')
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#%%
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# overwrite keyword column
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df['contains_keyword'] = ''
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df['contains_keyword'] = (
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df['rawContent'].str.findall('|'.join(keywords)).str.join(',').replace('', 'none')
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)
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mask = (df['contains_keyword'] != 'none') # select all values in contains_keyword == 'none'
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df.loc[mask,'keywords'] = df['contains_keyword'] # set keywords = contains_keyword under the condition of mask
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#%%
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# create bool contains_keyword
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df['contains_keyword'] = ~pd.isnull(df['keywords']) # create boolean column
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#%%
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# recode contains keyword to bool
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mask = (df['contains_keyword'] != 'none')
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df.loc[mask,'contains_keyword'] = True
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df.loc[~mask,'contains_keyword'] = False # ~ negates mask, selecting all values that do not contain keywords
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pd.Series(df["id"]).is_unique
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pd.Series(df["user.id"]).is_unique
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"""
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#%%
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# Merge Datasets
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# get senator data
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cols = [
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"name",
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"id",
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"state_short",
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"party",
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"class",
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"ideology",
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"start_serving",
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"end_serving",
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"time_in_office",
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"not_in_office",
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"last_congress",
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"vote_share",
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"next_closest_share",
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"election_year",
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"twitter_handle",
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"alt_handle",
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"date_of_birth",
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"female",
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"ethnicity",
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"edu_level",
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"edu_information",
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"occup_level"]
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dfSenA = pd.read_csv(senDatasetPath, index_col=False, sep = ",", usecols=cols).reset_index()
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dfSenB = pd.read_csv(senDatasetPath, index_col=False, sep = ",", usecols=cols).reset_index()
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dfSenA['alt'] = False
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dfSenB['alt'] = True
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dfSenA = dfSenA.rename(columns={'twitter_handle': 'user.username'})
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dfSenB = dfSenB.rename(columns={'alt_handle': 'user.username'})
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dfSenB = dfSenB.dropna(axis=0, subset=['user.username'])
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dfSenA['user.username'] = dfSenA['user.username'].apply(str.lower)
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dfSenB['user.username'] = dfSenB['user.username'].apply(str.lower)
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df['user.username'] = df['user.username'].apply(str.lower)
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dfSenAll = pd.concat([dfSenA, dfSenB]).reset_index()
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# %%
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# see if all senators are present in file
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dfAll = df.merge(dfSenAll, how='left',on='user.username')
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#check merge
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unique_usernames = dfAll.loc[dfAll['name'].isnull(), 'user.username'].unique()
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print(unique_usernames)
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# senatorisakson was dropped, is ok
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#%%
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# Export to csv, sav and dta
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df_nondupe.to_csv(senCSVcPath)
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dfAll.to_csv(senCSVcPath, encoding='utf-8')
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# pyreadstat.write_sav(df, senSAVcPath) # commented out because file generated is 11 gb
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pyreadstat.write_dta(df, senDTAcPath)
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"""
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#
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# =============================================================================
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# dfAll.rename(columns=lambda x: x.replace('.', '_'), inplace=True)
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# dfAllStata = dfAll.rename(columns={'class':'class_'})
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# dfAllStata.to_stata(senDTAcPath, version=119, convert_strl=['alt'], convert_dates={'date': 'td', 'user_created': 'td'})
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# print(dfAllStata.columns)
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# =============================================================================
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# %%
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@ -91,7 +91,7 @@ file_alltweets = "ALL-SENATORS-TWEETS.csv"
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path_to_tweetdfs = wd + td
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# Name of logfile
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logfile = wd+"log/log_"
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logfile = f"{wd}log/log_"
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###################
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# Define Timespan & time-format
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193
data/IN/keywords.txt
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193
data/IN/keywords.txt
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plandemic
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scamdemic
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wuhan flu
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wuhanflu
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corona
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coronavirusoutbreak
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pandemic
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epidemic
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vax
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antivax
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antivaxxers
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wearamask
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masksoff
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cdc
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ncov
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sars-cov-2
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socialdistancing
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wear a mask
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lockdown
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covd
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Coronavirus
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Koronavirus
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Corona
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CDC
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Wuhancoronavirus
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Wuhanlockdown
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Ncov
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Wuhan
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N95
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Kungflu
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Epidemic
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outbreak
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Sinophobia
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China
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covid-19
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corona virus
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covid
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covid19
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sars-cov-2
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COVIDー19
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COVD
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pandemic
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coronapocalypse
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canceleverything
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Coronials
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SocialDistancingNow
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Social Distancing
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SocialDistancing
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panicbuy
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panic buy
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panicbuying
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panic buying
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14DayQuarantine
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DuringMy14DayQuarantine
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panic shop
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panic shopping
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panicshop
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InMyQuarantineSurvivalKit
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panic-buy
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panic-shop
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coronakindness
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quarantinelife
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chinese virus
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chinesevirus
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stayhomechallenge
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stay home challenge
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sflockdown
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DontBeASpreader
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lockdown
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lock down
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shelteringinplace
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sheltering in place
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staysafestayhome
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stay safe stay home
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trumppandemic
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trump pandemic
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flattenthecurve
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flatten the curve
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china virus
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chinavirus
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quarentinelife
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PPEshortage
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saferathome
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stayathome
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stay at home
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stay home
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stayhome
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GetMePPE
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covidiot
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epitwitter
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pandemie
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wear a mask
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wearamask
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kung flu
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covididiot
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COVID__19
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omicron
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variant
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vaccine
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travel ban
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corona
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corona
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coronavirus
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coronavirus
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covid
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covid
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covid19
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covid19
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covid-19
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covid-19
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sarscov2
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sarscov2
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sars cov2
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sars cov 2
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covid_19
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covid_19
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ncov
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ncov
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ncov2019
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ncov2019
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2019-ncov
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2019-ncov
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pandemic
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pandemic 2019ncov
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2019ncov
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quarantine
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quarantine
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flatten the curve
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flattening the curve
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flatteningthecurve
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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
|
||||
20
data/IN/own_keywords.txt
Normal file
20
data/IN/own_keywords.txt
Normal file
@ -0,0 +1,20 @@
|
||||
plandemic
|
||||
scamdemic
|
||||
wuhan flu
|
||||
wuhanflu
|
||||
corona
|
||||
coronavirusoutbreak
|
||||
pandemic
|
||||
epidemic
|
||||
vax
|
||||
antivax
|
||||
antivaxxers
|
||||
wearamask
|
||||
masksoff
|
||||
cdc
|
||||
ncov
|
||||
sars-cov-2
|
||||
socialdistancing
|
||||
wear a mask
|
||||
lockdown
|
||||
covd
|
||||
50
data/IN/pretest-tweets_fake.txt
Normal file
50
data/IN/pretest-tweets_fake.txt
Normal file
@ -0,0 +1,50 @@
|
||||
1486474031419297799
|
||||
1504880316506263552
|
||||
1264663210197745665
|
||||
1479500294887256069
|
||||
1320058585590734852
|
||||
1539003407096336388
|
||||
1481704942574395392
|
||||
1572014646374154240
|
||||
1524764580806811649
|
||||
1592940763515858944
|
||||
1554529221594292224
|
||||
1479488991347023876
|
||||
1481715928492609541
|
||||
1476722414100914179
|
||||
1478478958740086790
|
||||
1459285859358982148
|
||||
1475620600228028432
|
||||
1479459200229117955
|
||||
1448386057339297797
|
||||
1468993886316077063
|
||||
1448369102318362625
|
||||
1444354461799956482
|
||||
1431340411193331715
|
||||
1583474056011010048
|
||||
1450479481278406658
|
||||
1396992539010469894
|
||||
1396992534623174658
|
||||
1417920232333656076
|
||||
1439553348122861568
|
||||
1598398871990079489
|
||||
1502768541979881479
|
||||
1337604370981134336
|
||||
1417797808707473410
|
||||
1601693432292192256
|
||||
1598145048989704192
|
||||
1599906362380591110
|
||||
1325851780496961538
|
||||
1468908159330885632
|
||||
1468332389923311616
|
||||
1339703372505624577
|
||||
1468633243654451200
|
||||
1488290848907444240
|
||||
1491146722625880064
|
||||
1481766558313730053
|
||||
1503078235373985795
|
||||
1485398845718773762
|
||||
1371501907483754497
|
||||
1494398809245376513
|
||||
1436328255959801865
|
||||
1482862501461209089
|
||||
50
data/IN/pretest-tweets_not_fake.txt
Normal file
50
data/IN/pretest-tweets_not_fake.txt
Normal file
@ -0,0 +1,50 @@
|
||||
1258402212327436288
|
||||
1489758168750174209
|
||||
1303698927766646785
|
||||
1257681474670809090
|
||||
1340109389672411136
|
||||
1303698924444803072
|
||||
1303698926902665218
|
||||
1337595387796983809
|
||||
1344441446515019777
|
||||
1385680800218324992
|
||||
1590129838261956608
|
||||
1303698928609697796
|
||||
1348715183502454793
|
||||
1340418291274289153
|
||||
1421228572732280835
|
||||
1456349962942533637
|
||||
1603457599877308416
|
||||
1278354646885687296
|
||||
1340418294579421188
|
||||
1365866032792039425
|
||||
1472722005657112578
|
||||
1381021635772350464
|
||||
1337598897217220609
|
||||
1354797645261398016
|
||||
1266806429282963456
|
||||
1429847265242460161
|
||||
1234272677633953792
|
||||
1301581247932772352
|
||||
1424832183148204043
|
||||
1339255967809212416
|
||||
1284831896988454912
|
||||
1463528081214394377
|
||||
1453679912938885122
|
||||
1583474059148337152
|
||||
1519791965113622528
|
||||
1470775155110682628
|
||||
1464615554103357450
|
||||
1337595385565638657
|
||||
1436055743418019840
|
||||
1572208051830104069
|
||||
1433765113891328002
|
||||
1482774656075534336
|
||||
1310288545886736384
|
||||
1353845938566156289
|
||||
1396992537202659329
|
||||
1455712525362810883
|
||||
1340384267327647747
|
||||
1338588364459618305
|
||||
1376696928692412419
|
||||
1340386565399429123
|
||||
@ -1,112 +1,111 @@
|
||||
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,,
|
||||
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,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,,
|
||||
"Jones, Gordon Douglas",5,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",6,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",7,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",8,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",9,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",10,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",11,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",12,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.",13,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",14,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",15,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",16,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.",17,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",18,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",19,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",20,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",21,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",22,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",23,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.",24,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.",25,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.",26,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",27,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.",28,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.",29,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",30,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’s School of Law; 1977,2,https://www.cornyn.senate.gov/,https://bioguide.congress.gov/search/bio/C001056,,
|
||||
"Cortez Masto, Catherine",31,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",32,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",33,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",34,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",35,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",36,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",37,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.",38,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",39,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",40,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",41,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.",42,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",43,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",44,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",45,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",46,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",47,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",48,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,https://twitter.com/senatorheinrich,senatorheinrich,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.",49,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.",50,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",51,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",52,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",53,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",54,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",55,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",56,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",57,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.",58,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",59,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",60,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",61,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",62,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,,
|
||||
"Luján, Ben Ray",63,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.",64,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",65,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.",66,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",67,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",68,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",69,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",70,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",71,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",72,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",73,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",74,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",75,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",76,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",77,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.",78,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",79,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.",80,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.",81,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",82,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",83,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",84,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",85,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",86,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",87,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",88,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.",89,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",90,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",91,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",92,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",93,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",94,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",95,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",96,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",97,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",98,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",99,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",100,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",101,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",102,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",103,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.",104,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.",105,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",106,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",107,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.",108,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",109,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",110,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,,
|
||||
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