McConnell, Twitter, 9/3/2021 6:26:59 PM, 261040


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McConnell_2021-09-03_10-13-31.xlsx
McConnell_2021-09-03_10-13-31.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 03, 2021
Short Description:
McConnell via NodeXL https://bit.ly/2YupJsx
@ariberman
@theleoterrell
@reallyamerican1
@atensnut
@rexchapman
@mtvnewbiz
@leadermcconnell
@mmpadellan
@pastordscott
@ecmclaughlin

Top hashtags:
#votetrump2024
#defenddemocracy
#freshresists
#abortion
#roe
#demvoice1

Description:
Description
The graph represents a network of 17,476 Twitter users whose recent tweets contained "McConnell", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 03 September 2021 at 18:00 UTC.

The tweets in the network were tweeted over the 16-hour, 52-minute period from Friday, 03 September 2021 at 00:20 UTC to Friday, 03 September 2021 at 17:13 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 17476
Unique Edges : 21424
Edges With Duplicates : 1422
Total Edges : 22846
Number of Edge Types : 5
Replies to : 2764
Mentions : 2316
Retweet : 15130
MentionsInRetweet : 1428
Tweet : 1208
Self-Loops : 1273
Reciprocated Vertex Pair Ratio : 0.00470249520153551
Reciprocated Edge Ratio : 0.00936097048428694
Connected Components : 1143
Single-Vertex Connected Components : 561
Maximum Vertices in a Connected Component : 15072
Maximum Edges in a Connected Component : 20270
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.396457
Graph Density : 6.85608155521523E-05
Modularity : 0.805809
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 17,476 Twitter users whose recent tweets contained "McConnell", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 03 September 2021 at 18:00 UTC.

The tweets in the network were tweeted over the 16-hour, 52-minute period from Friday, 03 September 2021 at 00:20 UTC to Friday, 03 September 2021 at 17:13 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : McConnell
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[186] https://trishintel.com/mcconnell-we-will-not-impeach-biden/
[126] https://twitter.com/mjs_dc/status/1433280176041906180
[116] https://www.washingtonpost.com/us-policy/2021/09/02/manchin-senate-democrats-reconciliation/
[115] https://thehill.com/homenews/senate/570387-mcconnell-biden-is-not-going-to-be-removed-from-office
[94] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-hersche-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags
[90] https://www.foxnews.com/politics/mcconnell-says-no-impeachment-of-biden-over-afghanistan
[66] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-herschel-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[57] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-herschel-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags/
[47] https://www.newsmax.com/politics/mcconnell-biden-impeachment-afghanistan/2021/09/02/id/1034744/
[45] https://rumble.com/vm0l5z-why-does-mitch-mcconnell-get-to-decide-rep.-claudia-tenney-with-sebastian-g.html

Top URLs in Tweet in G1:
[66] https://www.foxnews.com/politics/mcconnell-says-no-impeachment-of-biden-over-afghanistan
[9] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-herschel-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags/
[3] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-herschel-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[3] https://trishintel.com/mcconnell-we-will-not-impeach-biden/
[3] https://twitter.com/seantho98192182/status/1433750207989178368
[3] https://twitter.com/NickAdamsinUSA/status/1433283302702653441
[2] https://twitter.com/Chicago1Ray/status/1433547513219407877
[2] https://twitter.com/TheLeoTerrell/status/1433136138592538624?s=20
[2] https://twitter.com/TheLeoTerrell/status/1433579053328449558
[1] https://oppressed.news/2021/01/politics/mitch-mcconnells-connection-to-the-chinese-communist-party/

Top URLs in Tweet in G2:
[12] https://www.politico.com/news/2021/08/31/trump-disciples-mitch-mcconnell-senate-republican-507887
[4] https://twitter.com/ariberman/status/1433413615302885384
[3] https://www.forbes.com/sites/alisondurkee/2021/06/14/mcconnell-biden-wont-get-supreme-court-pick-in-2024-if-gop-wins-back-senate/?sh=64f69fc310fd
[2] https://twitter.com/crooksandliars/status/1431990406158295044
[1] https://twitter.com/eliehonig/status/1433380648518041609
[1] https://twitter.com/duty2warn/status/1433405538952486912
[1] https://twitter.com/justjackdavis/status/1433461930778251272

Top URLs in Tweet in G3:
[24] https://twitter.com/atensnut/status/1433780195991896066
[23] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-herschel-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags/
[22] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-herschel-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[3] https://trishintel.com/mcconnell-we-will-not-impeach-biden/
[3] https://thehill.com/homenews/senate/570387-mcconnell-biden-is-not-going-to-be-removed-from-office
[2] https://www.youtube.com/watch?v=BZMu9FTMy-Q&feature=youtu.be

[1] https://twitter.com/AZKellyT/status/1433555282894884877
[1] https://twitter.com/RickyLe80284150/status/1433440564901412871
[1] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-herschel-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags/?ff_source=Gab&ff_campaign=websitesharingbuttons
[1] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-hersche-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags

Top URLs in Tweet in G4:
[98] https://twitter.com/mjs_dc/status/1433280176041906180
[26] https://twitter.com/AriBerman/status/1433413615302885384
[21] https://www.pbs.org/wgbh/frontline/article/inside-the-first-all-out-war-over-a-supreme-court-nominee/
[4] https://www.politico.com/story/2017/05/16/mitch-mcconnell-merrick-garland-fbi-director-238439
[4] https://www.politico.com/news/2021/08/31/trump-disciples-mitch-mcconnell-senate-republican-507887
[3] https://www.huffpost.com/entry/joe-manchin-reconciliation-budget_n_613124a3e4b0df9fe273b8fb
[3] https://www.theguardian.com/us-news/2021/apr/16/joe-manchin-lobbyists-senate-democrat
[3] https://www.nytimes.com/2020/10/27/us/mcconnell-barrett-confirmation.html
[3] https://twitter.com/AshaRangappa_/status/1433283453798080514
[2] https://twitter.com/therecount/status/1432765802697134084

Top URLs in Tweet in G5:
[7] https://twitter.com/mjs_dc/status/1433280176041906180
[2] https://twitter.com/StephenKing/status/1433559972193845260
[2] https://link.medium.com/PchGoMrE7ib
[1] https://trib.al/TtX7cfF
[1] https://cnn.it/3tbGB2w
[1] https://twitter.com/ReallyAmerican1/status/1433498675880280068
[1] https://trishintel.com/mcconnell-we-will-not-impeach-biden/

Top URLs in Tweet in G6:
[3] https://www.mcclatchydc.com/news/politics-government/article253942333.html
[3] https://www.washingtonpost.com/us-policy/2021/09/02/manchin-senate-democrats-reconciliation/
[3] https://rollcall.com/2021/08/31/rip-rally-round-the-flag-afghanistan-trump-biden-republican-democrat-9-11-bush/
[2] https://www.rollingstone.com/politics/politics-features/grand-theft-judiciary-how-republicans-stole-the-supreme-court-128410/
[1] https://twitter.com/MollyJongFast/status/1433775360882118659
[1] https://twitter.com/tech_52/status/1433634489306124290
[1] https://www.huffpost.com/entry/mitch-mcconnell-blocks-obama-laughs_n_5df32430e4b0deb78b517322
[1] https://twitter.com/PranaAlberta/status/1433748851517640705
[1] https://twitter.com/mjs_dc/status/1433280176041906180
[1] https://news.yahoo.com/mitch-mcconnell-gives-gop-reality-131128601.html

Top URLs in Tweet in G7:
[24] https://twitter.com/thehill/status/1433130878172028928
[8] https://twitter.com/rexchapman/status/1433434147880673282
[5] https://twitter.com/mjs_dc/status/1433280176041906180
[4] https://twitter.com/mkraju/status/1433473341978030086
[3] https://trib.al/FzZ5pb4
[3] https://twitter.com/montrealdesign/status/1433489946535514123
[2] https://www.nbcnews.com/politics/white-house/mcconnell-throws-cold-water-gop-calls-biden-impeachment-n1278275
[2] https://trib.al/q4TsDlS
[2] https://trib.al/3MVLdPc
[2] https://twitter.com/heidi_cuda/status/1084958935373701121

Top URLs in Tweet in G8:
[8] https://twitter.com/grantstern/status/1433427072496455695
[2] https://twitter.com/mjs_dc/status/1433280176041906180
[2] https://twitter.com/AriBerman/status/1433413615302885384
[2] https://www.huffpost.com/entry/nancy-pelosi-abortion-rights_n_6130eeeae4b05f53eda4b24b
[1] https://twitter.com/funder/status/1433612562503974912
[1] https://www.huffpost.com/entry/texas-abortion-supreme-court_n_6130e818e4b04778c001b9a6

Top URLs in Tweet in G9:
[18] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-herschel-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[16] https://www.cnn.com/2021/09/02/politics/donald-trump-mitch-mcconnell-2022/index.html
[14] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-herschel-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags/
[6] https://thehill.com/homenews/senate/570387-mcconnell-biden-is-not-going-to-be-removed-from-office
[5] https://twitter.com/ariberman/status/1433413615302885384
[5] http://www.msn.com/en-us/news/politics/donald-trump-just-keeps-making-mitch-mcconnells-life-harder/ar-AAO1RVm?ocid=st
[5] https://twitter.com/trish_regan/status/1433594387364290569
[4] https://www.dailykos.com/stories/2021/9/1/2049426/-McConnell-corporate-America-remind-Manchin-Sinema-that-they-re-counting-on-them-to-sabotage-Biden
[4] https://news.google.com/__i/rss/rd/articles/CBMiLmh0dHBzOi8vd3d3LmJiYy5jb20vbmV3cy93b3JsZC1ldXJvcGUtNTg0MTY4NDjSATJodHRwczovL3d3dy5iYmMuY29tL25ld3Mvd29ybGQtZXVyb3BlLTU4NDE2ODQ4LmFtcA?oc=5&utm_source=dlvr.it&utm_medium=twitter
[4] https://www.heraldscotland.com/business_hq/19555659.overseas-travel-rules-leave-sector-ropes-festivals-packed-ian-mcconnell-opinion/

Top URLs in Tweet in G10:
[4] https://www.thegatewaypundit.com/2021/09/president-trump-endorses-herschel-walker-georgia-senate-race-defying-mitch-mcconnell-rino-dirtbags/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[2] https://twitter.com/LeaderMcConnell/status/1430986395401736198
[2] https://twitter.com/westietx/status/1433171028558163971
[2] https://twitter.com/thehill/status/1433130878172028928
[2] https://conservativebrief.com/mcconnell-responds-50118/?utm_source=CB&utm_medium=JessieJaneDuff
[1] https://twitter.com/RepAndyBiggsAZ/status/1433493799460818953
[1] https://twitter.com/MrMichaelBurkes/status/1433816983427063808
[1] https://www.newsmax.com/politics/mcconnell-biden-impeachment-afghanistan/2021/09/02/id/1034744/
[1] https://www.foxnews.com/politics/mcconnell-says-no-impeachment-of-biden-over-afghanistan
[1] https://twitter.com/BIZPACReview/status/1433595864954540037

Top Domains
Top Domains in Tweet in Entire Graph:
[857] twitter.com
[231] thegatewaypundit.com
[186] trishintel.com
[137] thehill.com
[132] washingtonpost.com
[90] foxnews.com
[64] trib.al
[50] pbs.org
[48] newsmax.com
[45] rumble.com

Top Domains in Tweet in G1:
[66] foxnews.com
[15] twitter.com
[12] thegatewaypundit.com
[3] trishintel.com
[1] oppressed.news
[1] conservativenewszone.com
[1] rumble.com
[1] westernjournal.com

Top Domains in Tweet in G2:
[12] politico.com
[9] twitter.com
[3] forbes.com

Top Domains in Tweet in G3:
[47] thegatewaypundit.com
[28] twitter.com
[3] trishintel.com
[3] thehill.com
[2] youtube.com

Top Domains in Tweet in G4:
[170] twitter.com
[21] pbs.org
[8] politico.com
[6] nytimes.com
[4] theguardian.com
[3] huffpost.com
[3] washingtonpost.com
[2] dailykos.com
[2] tplnews.com
[1] trishintel.com

Top Domains in Tweet in G5:
[10] twitter.com
[2] medium.com
[1] trib.al
[1] cnn.it
[1] trishintel.com

Top Domains in Tweet in G6:
[6] twitter.com
[3] mcclatchydc.com
[3] washingtonpost.com
[3] rollcall.com
[2] huffpost.com
[2] rollingstone.com
[2] cnn.com
[1] yahoo.com
[1] foxnews.com
[1] nbcnews.com

Top Domains in Tweet in G7:
[53] twitter.com
[7] trib.al
[2] nbcnews.com
[1] trishintel.com

Top Domains in Tweet in G8:
[13] twitter.com
[3] huffpost.com

Top Domains in Tweet in G9:
[198] twitter.com
[36] thegatewaypundit.com
[21] cnn.com
[9] thehill.com
[7] youtube.com
[6] msn.com
[6] newsbreak.com
[5] apple.news
[5] dailykos.com
[4] huffpost.com

Top Domains in Tweet in G10:
[10] twitter.com
[4] thegatewaypundit.com
[2] conservativebrief.com
[1] newsmax.com
[1] foxnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1876] votetrump2024
[86] defenddemocracy
[83] freshresists
[79] abortion
[78] roe
[72] demvoice1
[72] scotus
[69] wtpblue
[65] mcconnell
[50] demcast



Top Hashtags in Tweet in G1:
[1558] votetrump2024
[8] ditchmitch
[3] herschelwalker
[3] mitchmcconnell
[1] trump
[1] gatewaypundit
[1] whitehouse

Top Hashtags in Tweet in G2:
[2] afghanistan
[2] americantaliban
[1] scotus

Top Hashtags in Tweet in G3:
[198] votetrump2024
[2] notapsychicbut
[2] termlimits

Top Hashtags in Tweet in G4:
[50] scotus
[27] mepolitics
[26] gop
[26] resist
[26] voteblue
[11] expandthesupremecourt
[8] impeachbiden
[7] endthefilibuster
[7] ky06
[7] kypol

Top Hashtags in Tweet in G5:
[20] rbg
[4] arrestthemnow
[1] votetrump2024

Top Hashtags in Tweet in G6:
[2] forthepeople
[2] mitchisstillatraitor
[1] expandscotusnow
[1] wtpblue
[1] freshvoicesrise
[1] kamalaforpresidentgratisgop

Top Hashtags in Tweet in G7:
[3] goptaliban

Top Hashtags in Tweet in G8:
[8] moscowmitch
[8] susancollins
[1] rbg

Top Hashtags in Tweet in G9:
[9] mcconnell
[6] smartnews
[4] biden
[3] newsbreak
[2] gop
[2] news
[2] scotus
[2] thesimpsons
[2] roevwade
[2] tiktok

Top Hashtags in Tweet in G10:
[60] votetrump2024
[5] ditchmitch
[1] gop

Top Words
Top Words in Tweet in Entire Graph:
[17724] mcconnell
[14874] mitch
[6386] trump
[5125] before
[5108] election
[5054] rights
[3886] barrett
[3717] president
[3572] amy
[3495] coney

Top Words in Tweet in G1:
[3835] mitch
[2404] mcconnell
[1781] trump
[1661] president
[1612] charge
[1593] senate
[1590] republicans
[1567] herschel
[1567] walker
[1559] 2022

Top Words in Tweet in G2:
[4072] before
[4068] election
[4068] rights
[2119] mcconnell
[2075] mitch
[2044] forget
[2041] voting
[2041] americans
[2040] barrett
[2039] never

Top Words in Tweet in G3:
[3042] trump
[2144] mitch
[1963] mcconnell
[1564] charge
[1386] candidates
[1366] endorsing
[1366] hand
[1366] list
[281] impeach
[254] senate

Top Words in Tweet in G4:
[1244] mcconnell
[542] mitch
[245] barrett
[232] re
[219] women
[177] supreme
[168] protect
[165] never
[162] garland
[147] rights

Top Words in Tweet in G5:
[1164] mcconnell
[1117] mitch
[1084] barrett
[1073] amy
[1025] coney
[804] power
[803] votes
[803] democrats
[802] abortion
[800] reason

Top Words in Tweet in G6:
[787] mcconnell
[673] mitch
[592] biden
[585] going
[577] president
[575] impeached
[573] watching
[573] conservatives
[573] flip
[573] collective

Top Words in Tweet in G7:
[772] mcconnell
[708] mitch
[487] court
[478] supreme
[468] texas
[467] bounties
[466] made
[463] rapists
[462] seats
[459] possible

Top Words in Tweet in G8:
[750] mcconnell
[569] president
[569] biden
[565] vote
[557] again
[556] play
[556] happen
[556] bipartisanship
[555] hardball
[555] money

Top Words in Tweet in G9:
[553] mcconnell
[252] mitch
[112] trump
[96] biden
[71] senate
[59] president
[53] court
[48] manchin
[41] gop
[39] rino

Top Words in Tweet in G10:
[712] mcconnell
[394] down
[352] go
[343] garland
[342] last
[342] conservative
[341] grassley
[341] blocking
[341] consequential
[341] move

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[12434] mitch,mcconnell
[4913] before,election
[3494] coney,barrett
[3483] amy,coney
[2593] mcconnell,president
[2575] never,forget
[2521] merrick,garland
[2501] days,before
[2484] mcconnell,blocked
[2472] already,voted

Top Word Pairs in Tweet in G1:
[2270] mitch,mcconnell
[1582] president,trump
[1567] herschel,walker
[1558] mcconnell,president
[1558] trump,selecting
[1558] selecting,republicans
[1558] republicans,run
[1558] run,senate
[1558] senate,2022
[1558] 2022,today

Top Word Pairs in Tweet in G2:
[4066] before,election
[2072] mitch,mcconnell
[2037] never,forget
[2035] amy,coney
[2035] coney,barrett
[2035] voting,rights
[2034] merrick,garland
[2033] forget,mitch
[2033] mcconnell,blocked
[2033] blocked,merrick

Top Word Pairs in Tweet in G3:
[1803] mitch,mcconnell
[1366] mcconnell,trump
[1366] trump,charge
[1366] charge,endorsing
[1366] endorsing,candidates
[1366] candidates,trump
[1366] trump,hand
[1366] hand,list
[245] herschel,walker
[243] president,trump

Top Word Pairs in Tweet in G4:
[502] mitch,mcconnell
[134] supreme,ct
[104] roe,wade
[102] kavanaugh,barrett
[100] merrick,garland
[98] re,tweeting
[98] tweeting,comment
[98] comment,mitch
[98] mcconnell,leonard
[98] leonard,leo

Top Word Pairs in Tweet in G5:
[1105] mitch,mcconnell
[1025] amy,coney
[1025] coney,barrett
[799] reminder,mitch
[799] mcconnell,main
[799] main,reason
[799] reason,neil
[799] neil,gorsuch
[799] gorsuch,amy
[799] barrett,casting

Top Word Pairs in Tweet in G6:
[665] mitch,mcconnell
[575] president,biden
[573] watching,conservatives
[573] conservatives,flip
[573] flip,collective
[573] collective,lids
[573] lids,turn
[573] turn,mitch
[573] mcconnell,president
[573] biden,going

Top Word Pairs in Tweet in G7:
[704] mitch,mcconnell
[478] supreme,court
[459] made,possible
[458] congratulations,mitch
[458] mcconnell,whose
[458] whose,theft
[458] theft,supreme
[458] court,seats
[458] seats,made
[458] possible,texas

Top Word Pairs in Tweet in G8:
[569] president,biden
[554] dscc,dccc
[554] dccc,play
[554] play,hardball
[554] hardball,money
[554] money,campaigns
[554] campaigns,vote
[554] vote,outside
[554] outside,agenda
[554] agenda,mcconnell

Top Word Pairs in Tweet in G9:
[213] mitch,mcconnell
[38] president,trump
[36] herschel,walker
[36] mcconnell,rino
[35] trump,endorses
[35] endorses,herschel
[35] walker,georgia
[35] georgia,senate
[35] senate,race
[35] race,defying

Top Word Pairs in Tweet in G10:
[341] grassley,mcconnell
[341] mcconnell,blocking
[341] blocking,garland
[341] garland,go
[341] go,down
[341] down,consequential
[341] consequential,move
[341] move,last
[341] last,50
[341] 50,years

Top Replied-To
Top Replied-To in Entire Graph:
@funder
@mehdirhasan
@duty2warn
@mmpadellan
@senwhitehouse
@meidastouch
@donwinslow
@ariberman
@radiofreetom
@leadermcconnell

Top Replied-To in G1:
@theleoterrell
@nickadamsinusa
@firebaughnorman
@consertive1
@pastordscott
@remediosdiaz

Top Replied-To in G2:
@ariberman
@jennycohn1
@leadermcconnell
@puestoloco
@duty2warn
@rexchapman
@ijbailey
@ajentleson
@playingpolitics
@maxthegirl

Top Replied-To in G3:
@atensnut
@damob99
@p8r1ot_redux
@mooncop1

Top Replied-To in G4:
@mehdirhasan
@duty2warn
@donwinslow
@sen_joemanchin
@washingtonpost
@sandybhutchison
@potus
@caslernoel
@dimensionspect1
@waltshaub

Top Replied-To in G5:
@jakelobin
@chipfranklin
@go_mom2
@t_slothrop_esq
@rschooley
@socialwrker22
@reallyamerican1
@garybgerding
@beckylacroix1
@hcraigblue

Top Replied-To in G6:
@mmpadellan
@bobcesca_go
@mdnij34
@burmesetornado
@seezbeez
@pattywi71761554
@rexchapman
@dwpippy
@carylhill11
@loveshersheys

Top Replied-To in G7:
@rexchapman
@allenlellison
@3loudosboys
@davidmweissman
@bgpolitics
@ariberman
@sethabramson
@thenation
@nbcnews
@dimensionspect1

Top Replied-To in G8:
@ecmclaughlin
@elienyc
@johniadarola
@blmmammo
@randy1116
@bockslytner
@repswalwell
@turbidtg1
@tx_ultrarunner
@abelinasabrina

Top Replied-To in G9:

Top Replied-To in G10:
@garrettventry
@catturd2
@emeraldrobinson
@erothcj5
@varadmehta
@mitrebox
@jessecox1953
@_francis_daniel

Top Mentioned
Top Mentioned in Entire Graph:
@leadermcconnell
@potus
@johncornyn
@johnthune
@senschumer
@sen_joemanchin
@mehdirhasan
@team_mitch
@scotus

Top Mentioned in G1:
@theleoterrell
@monty7251

Top Mentioned in G2:
@eacgov
@tboneator64
@guybensonshow
@ariberman
@jennycohn1
@craftyme25
@streamofcolour
@eyesongovernmnt
@pauletteparis1
@empathynow

Top Mentioned in G3:
@seanparnellusa
@jakebequette91
@jacksonlahmeyer
@mccloskeyusa
@mobrooks
@kellyforalaska
@swainforsenate
@joshmandelohio
@tedbuddnc

Top Mentioned in G4:
@potus
@senschumer
@sen_joemanchin
@mehdirhasan
@team_mitch
@scotus
@senatorsinema
@wsjopinion
@guardian
@allywalker1

Top Mentioned in G5:
@reallyamerican1
@chipfranklin
@solomon9143
@vabvox
@loveiscthulhu
@sensusancollins

Top Mentioned in G6:
@malcolmnance
@mmpadellan
@burmesetornado
@mdnij34
@loveshersheys
@fusco_esther
@senschumer
@frangwrn
@wcbuecker
@katesett

Top Mentioned in G7:
@rexchapman
@nbcnews
@senatedems
@elienyc
@judiebinns
@rationalearth
@sethabramson

Top Mentioned in G8:
@elienyc
@ecmclaughlin
@betruevoteblue1
@davenewworld_2
@tx_ultrarunner
@morgfair
@jackabryan
@cologal54
@ariberman
@apothecaryjeri

Top Mentioned in G9:

Top Mentioned in G10:
@kurtschlichter
@petespiliakos
@garrettventry
@leadermcconnell

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@souljahsingh
@world_news_eng
@7b73f39b85e1415
@joni_looking
@britpoptarts
@phillip92321
@bannerite
@sddphoto
@yarosisnancy

Top Tweeters in G1:
@patriotmarie
@sweetfreedom29
@kentpg
@sigstarget
@heathrodgirs
@norvilgirl
@dhrxsol1234
@trumplar
@fbag_mag
@lisaannega

Top Tweeters in G2:
@lechatnoire4
@rhiles2760
@carlyinnj
@wise_diva
@bjcrochet
@ecwpunk81
@shasta_otter
@barbiewithatude
@angelakrebs444
@puestoloco

Top Tweeters in G3:
@homerwhite
@mscontrariansci
@1catherinesiena
@powerglobalus
@jdjwhite54
@bikerbd
@jimw_in_nm
@jjdj1187
@ingodidotrust
@raghuaiyar

Top Tweeters in G4:
@britpoptarts
@yarosisnancy
@openletterbot
@debilu2
@mayirmamay14
@netminnow
@betterw05759703
@eykis
@vedehimajumdar
@guardian

Top Tweeters in G5:
@roripierpont1
@briangrnotabot
@newyorker2212
@changetocindy
@wismiss3
@aquarius1049
@monicarivpin
@runpattirun
@boris3324
@funnagan

Top Tweeters in G6:
@kenkircher1
@wildwillow65
@ungubunugu1274
@cindy_52s
@mjgarciakcmo
@deepvard
@aclaysuper
@mtmarilyn2
@royaleight
@markburgerenerg

Top Tweeters in G7:
@joni_looking
@sddphoto
@fieryreddragon
@sba1211
@njdoc
@kerirn
@thomasjankow
@suescoby
@ncfarmer321
@march4progress

Top Tweeters in G8:
@bannerite
@bellesapepper37
@jjj5819
@jhamby
@morgfair
@lorettabower3
@emccoy_writer
@digyoursoul
@didifrench
@theriverwanders

Top Tweeters in G9:
@wnmcradio
@copyofone
@rocketnews1
@darrellpmwest
@beccanalia
@pastorabharris
@gil00006
@irishexaminer
@pathensley14
@quorumcall

Top Tweeters in G10:
@madanabhat
@elizbethlmaness
@jimboazil
@simplify77
@kurtschlichter
@willsdarlin
@xformed
@nltcny
@evalb5
@varadmehta