#demdebate, Twitter, 11/16/2019 8:32:41 AM, 216553


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#demdebate_2019-11-15_23-28-21.xlsx
#demdebate_2019-11-15_23-28-21.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 16, 2019
Short Description:
#demdebate via NodeXL http://bit.ly/2qW36MM
@washingtonpost
@thedemocrats
@juliancastro
@msnbc
@petebuttigieg
@realdonaldtrump
@maddow
@andrewyang
@ewarren
@berniesanders

Top hashtags:
#demdebate
#ai
#readmytweets
#iot
#yanggang
#maga
#changetheclimate2020

Description:
Description
The graph represents a network of 6,527 Twitter users whose recent tweets contained "#demdebate", 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 Saturday, 16 November 2019 at 07:55 UTC.

The tweets in the network were tweeted over the 8-day, 19-hour, 31-minute period from Thursday, 07 November 2019 at 11:53 UTC to Saturday, 16 November 2019 at 07:24 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 : 6527
Unique Edges : 10358
Edges With Duplicates : 2636
Total Edges : 12994
Self-Loops : 825
Reciprocated Vertex Pair Ratio : 0.00394292151708599
Reciprocated Edge Ratio : 0.00785487189077988
Connected Components : 353
Single-Vertex Connected Components : 154
Maximum Vertices in a Connected Component : 5750
Maximum Edges in a Connected Component : 12095
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.568524
Graph Density : 0.000251061140642085
Modularity : 0.670898
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 6,527 Twitter users whose recent tweets contained "#demdebate", 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 Saturday, 16 November 2019 at 07:55 UTC.

The tweets in the network were tweeted over the 8-day, 19-hour, 31-minute period from Thursday, 07 November 2019 at 11:53 UTC to Saturday, 16 November 2019 at 07:24 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 : #demdebate
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[71] https://blog.ucsusa.org/kristy-dahl/military-extreme-heat?utm_source=twitter&utm_medium=social&utm_campaign=tw
[39] https://trib.al/gzlZRA7
[20] https://nbcnews.trib.al/LmPfZZ7
[17] http://youtu.be/7Ti9az7GrxA
[16] http://cripthevote.blogspot.com
[15] https://twitter.com/washingtonpost/status/1194661208034553856
[15] https://tyt.com/Live
[15] https://www.nbcnews.com/politics/2020-election/do-you-have-question-2020-candidates-what-would-you-ask-n1068196
[14] https://twitter.com/cnn/status/1195175015114776576
[14] https://nbcnews.trib.al/mWOB9no

Top URLs in Tweet in G1:
[1] https://twitter.com/michaelforyang/status/1194674847500185600
[1] https://twitter.com/washingtonpost/status/1194898344398770177
[1] https://twitter.com/washingtonpost/status/1194656148546367488

Top URLs in Tweet in G2:
[8] http://www.hydrogencarsnow.com/
[8] https://cannabistours.com/
[5] https://twitter.com/TulsiGabbard/status/1184320311845625857
[5] https://www.facebook.com/Culinary226/videos/vb.322942117762142/2488912261156333/?type=2&theater
[5] https://kamalaharris.org/issue/health-care/
[4] https://www.mobilize.us/peteforamerica/event/154284/
[4] https://link.medium.com/bcEVSDGDU0
[3] https://tulsi.to/Join-us
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fwhich-2020-candidate-is-the-best-at-twitter-fd083d13fb4e
[3] https://amyklobuchar.com/issue/health-care/

Top URLs in Tweet in G3:
[36] https://trib.al/gzlZRA7
[15] https://nbcnews.trib.al/LmPfZZ7
[10] https://nbcnews.trib.al/mWOB9no
[4] https://www.nbcnews.com/politics/2020-election/line-announced-msnbc-washington-post-democratic-debate-n1082421
[2] https://trib.al/caYDX6z
[2] http://www.msnbc.com/DebateQuestions
[2] https://www.vox.com/2019/10/15/20914284/november-democratic-debate-fifth-atlanta-msnbc-washington-post
[2] https://www.nbcnews.com/politics/2020-election/do-you-have-question-2020-candidates-what-would-you-ask-n1068196
[2] https://www.nbcnews.com/politics/2020-election/msnbc-announces-tyler-perry-studios-site-november-debate-n1075986
[1] https://trib.al/pwo3bFs

Top URLs in Tweet in G4:
[12] https://twitter.com/thepatrickryan_/status/1192171986841026560
[5] http://r.socialstudio.radian6.com/f1cb9e57-9fcf-44a1-af98-7d9569b58c85
[4] https://www.politico.com/magazine/story/2019/10/15/democrats-economy-narrative-2020-229852
[4] https://twitter.com/LMUSnyder/status/1192906078255665152
[3] https://www.mobilize.us/dnc/event/create/?utm_medium=Social
[3] https://actionnetwork.org/petitions/aapi-representation
[2] https://newsroom.lmu.edu/2019/11/08/lmu-welcomes-democratic-presidential-debate-to-los-angeles/
[2] https://twitter.com/lmustudyla/status/1195038888554831876
[2] https://twitter.com/lmusnyder/status/1192906078255665152
[1] https://my.democrats.org/page/s/win-tickets-to-georgia-debate-contest?source=sm_20191106_dnc_misc&utm_medium=social&utm_source=dnc&utm_campaign=sm_20191106_dnc_misc&WnU7*aF

Top URLs in Tweet in G5:
[16] http://cripthevote.blogspot.com
[14] https://twitter.com/cnn/status/1195175015114776576
[4] http://cripthevote.blogspot.com/
[4] https://twitter.com/aseitzwald/status/1195075541910601729
[4] https://twitter.com/thedailybeast/status/1184268049081405440
[2] https://www.independent.co.uk/voices/julian-castro-democratic-debate-2020-campaign-joe-biden-elizabeth-warren-a9162161.html
[2] https://twitter.com/TrumpWarRoom/status/1184185421426593792
[1] http://nymag.com/intelligencer/2019/11/julian-castro-to-miss-november-debate.html
[1] https://www.bbc.com/news/world-asia-china-45474279
[1] https://twitter.com/natimontelongo/status/1195531353044983809

Top URLs in Tweet in G6:
[70] https://blog.ucsusa.org/kristy-dahl/military-extreme-heat?utm_source=twitter&utm_medium=social&utm_campaign=tw
[12] https://www.nbcnews.com/politics/2020-election/do-you-have-question-2020-candidates-what-would-you-ask-n1068196
[10] https://secure.ucsusa.org/onlineactions/FO6cmBC-W0mui7U-7VBWoQ2?utm_source=twitter&utm_medium=social&utm_campaign=tw&ms=twitter
[3] https://www.habitat.org/sites/default/files/documents/Nov2019_presidential-debate-letter.pdf
[3] https://campaigns.organizefor.org/petitions/ask-about-metoo?just_launched=true
[2] https://www.edfaction.org/Z3Q
[2] https://nbcnews.trib.al/udOfiec
[2] https://nbcnews.trib.al/mWOB9no
[2] https://www.huffpost.com/entry/democratic-debate-moderators-all-women_n_5db0c774e4b0d5b789456828
[2] https://www.mentalhealthforus.net/askaboutmentalhealth/?utm_campaign=twitter&utm_content=1573167146&utm_medium=social&utm_source=MHforUS

Top URLs in Tweet in G7:
[9] https://berniesanders.com/
[5] https://www.npr.org/2018/03/13/593272215/for-the-first-time-2020-census-will-ask-black-americans-about-their-exact-origin
[4] https://actionnetwork.org/petitions/sign-the-petition-to-msnbc-and-the-washington-post-askaboutabortion-at-the-november-democratic-debate-2?source=20191021_AskAboutAbortion_NARALNC&referrer=group-naral-pro-choice-north-carolina&redirect=https%3A%2F%2Fsecure.everyaction.com%2FmtzASwXcrEiZQBV54UH3ug2
[3] https://www.realclearpolitics.com/articles/2019/11/07/dnc_dumps_ucla_as_debate_site_--_a_self-inflicted_calif_wound__141685.html
[1] https://trib.al/buw5E1q
[1] https://trib.al/LA8xbiM
[1] https://trib.al/9B5zc5u
[1] https://twitter.com/lffriedman/status/654098244981669889?s=21
[1] https://secure.actblue.com/donate/tfy
[1] https://twitter.com/qian_annie/status/1192521271961149448

Top URLs in Tweet in G8:
[12] https://twitter.com/washingtonpost/status/1194661208034553856
[5] https://blog1600penn.com/tv-debatten-2/
[3] https://www.nbcnews.com/politics/2020-election/line-announced-msnbc-washington-post-democratic-debate-n1082421
[3] https://tyt.com/Live
[2] http://www.themyscira-blog.com/2019/06/everybody-wants-to-rule-world-part-one.html
[1] https://twitter.com/HillaryClinton/status/1192466767014244352
[1] https://twitter.com/AndrewYang/status/1192461409612898308
[1] https://twitter.com/siriusxmpatriot/status/1192415825476620288
[1] https://twitter.com/schwartzbCNBC/status/1183797684378972161?s=19
[1] https://apple.news/AKHrZiVXqQYab0GZaAeEOkw

Top URLs in Tweet in G9:
[2] https://twitter.com/00loll0/status/1193528537996779524
[2] http://www.themyscira-blog.com/2019/06/everybody-wants-to-rule-world-part-one.html
[1] https://twitter.com/realDonaldTrump/status/1194415355592093698
[1] https://twitter.com/SecAzar/status/1184155306869309445
[1] https://www.washingtonpost.com/politics/while-teaching-elizabeth-warren-worked-on-more-than-50-legal-matters-charging-as-much-as-675-an-hour/2019/05/22/9ce56840-7ce0-11e9-8bb7-0fc796cf2ec0_story.html
[1] https://apnews.com/a98f26f7c9424b44b7fa927ea1acd4d4
[1] https://twitter.com/RealSaavedra/status/1193272929691136000
[1] https://twitter.com/AndrewPollackFL/status/1193299817235206144
[1] https://twitter.com/AlwaysActions/status/1178396563841912834
[1] http://www.themyscira-blog.com/2019/07/everybody-wants-to-rule-world-part-two.html

Top URLs in Tweet in G10:
[6] https://berniesanders.com/host/
[6] https://www.youtube.com/watch?v=2gtgjVlGO2o&feature=youtu.be
[4] http://thehill.com/blogs/blog-briefing-room/news/256923-joy-behar-i-am-aroused-by-sanders
[3] https://dailykos.com/story/2016/5/19/1528243/-Barbara-Lee-Wants-to-Repeal-the-2001-AUMF-But-These-57-Dems-Prefer-Endless-War
[2] http://www.msnbc.com/taking-the-hill/watch/should-us-be-involved-in-ukraine-conflict--312796739629
[2] https://twitter.com/AlanMyron/status/1193242901095960576?s=20
[2] https://votesmart.org/bill/26707/67803/129306/securing-americas-federal-elections-safe-act#.XcmEwfm1I0M
[2] https://twitter.com/eshaLegal/status/1085285310437691393?s=20
[2] https://twitter.com/KyleKulinski/status/1184277459426070529
[1] https://twitter.com/noreallyhowcome/status/1191745023668187136

Top Domains
Top Domains in Tweet in Entire Graph:
[474] twitter.com
[86] trib.al
[81] ucsusa.org
[44] youtube.com
[44] mobilize.us
[33] nbcnews.com
[24] blogspot.com
[19] actblue.com
[17] youtu.be
[17] berniesanders.com

Top Domains in Tweet in G1:
[3] twitter.com

Top Domains in Tweet in G2:
[61] twitter.com
[20] youtube.com
[10] mobilize.us
[8] tulsi.to
[8] hydrogencarsnow.com
[8] cannabistours.com
[7] medium.com
[6] kamalaharris.org
[5] facebook.com
[3] forbes.com

Top Domains in Tweet in G3:
[64] trib.al
[8] nbcnews.com
[2] msnbc.com
[2] twitter.com
[2] vox.com
[1] sherrodbrown.com
[1] tumblr.com

Top Domains in Tweet in G4:
[27] twitter.com
[5] radian6.com
[4] politico.com
[3] mobilize.us
[3] actionnetwork.org
[2] democrats.org
[2] trib.al
[2] lmu.edu
[1] fivethirtyeight.com
[1] townandcountrymag.com

Top Domains in Tweet in G5:
[34] twitter.com
[20] blogspot.com
[2] actblue.com
[2] trib.al
[2] apple.news
[2] co.uk
[2] washingtonpost.com
[1] nymag.com
[1] bbc.com
[1] juliancastro.com

Top Domains in Tweet in G6:
[80] ucsusa.org
[13] nbcnews.com
[12] twitter.com
[7] trib.al
[3] huffpost.com
[3] habitat.org
[3] organizefor.org
[3] nextgenamerica.org
[2] ourhomes-ourvotes.org
[2] edfaction.org

Top Domains in Tweet in G7:
[9] berniesanders.com
[5] npr.org
[4] twitter.com
[4] actionnetwork.org
[3] trib.al
[3] realclearpolitics.com
[1] actblue.com
[1] time.com
[1] organizefor.org
[1] washingtonpost.com

Top Domains in Tweet in G8:
[48] twitter.com
[5] youtube.com
[5] blog1600penn.com
[4] themyscira-blog.com
[4] nbcnews.com
[3] tyt.com
[2] paymeinbitcoin.com
[2] politico.com
[2] instagram.com
[2] mobilize.us

Top Domains in Tweet in G9:
[7] twitter.com
[4] themyscira-blog.com
[1] washingtonpost.com
[1] apnews.com

Top Domains in Tweet in G10:
[19] twitter.com
[10] youtube.com
[6] berniesanders.com
[5] thehill.com
[3] dailykos.com
[2] msnbc.com
[2] votesmart.org
[1] congress.gov
[1] govtrack.us
[1] civilbeat.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6133] demdebate
[163] ai
[161] readmytweets
[157] iot
[143] yanggang
[138] maga
[129] changetheclimate2020
[108] democraticdebate
[101] gaming
[91] metoo



Top Hashtags in Tweet in G1:
[2786] demdebate
[2] ncforwarren
[1] yanggang
[1] marchondnc
[1] democrats
[1] math
[1] yang2020
[1] humanityfirst
[1] yanggang2020
[1] fullofhate

Top Hashtags in Tweet in G2:
[502] demdebate
[34] democraticdebate
[31] sethrich
[30] yanggang
[29] tulsi2020
[25] election2020
[23] prolife
[20] bernie2020
[16] marianne2020
[16] peteforpresident

Top Hashtags in Tweet in G3:
[464] demdebate
[126] changetheclimate2020
[34] climatechange
[18] childcarevoter
[7] 11/20/2019 12:00:00 AM
[4] actonclimate
[2] dignityofwork
[1] womenswave2020
[1] shepersists
[1] climate

Top Hashtags in Tweet in G4:
[173] demdebate
[49] lmu
[4] econdebate
[4] aapi
[2] imformedvoting
[2] aapirepresentation
[1] biden
[1] warren
[1] bernie
[1] gabbard

Top Hashtags in Tweet in G5:
[276] demdebate
[40] cripthevote
[15] notanendorsement
[14] dobetterdems
[6] blackwomenlead
[5] election2020
[4] revup
[4] askaboutabortion
[3] democraticdebate
[3] beto2020

Top Hashtags in Tweet in G6:
[329] demdebate
[71] childcarevoter
[24] childcare
[23] votersuppression
[20] climatecrisis
[20] parisagreement
[19] climate2020
[16] askaboutabortion
[14] affordablehousing
[10] ourhomesourvotes2020

Top Hashtags in Tweet in G7:
[104] demdebate
[9] democraticdebate
[8] nyt
[8] askaboutabortion
[7] metoo
[5] dnc
[5] trump
[5] trump2020
[5] warren2020
[5] pete2020

Top Hashtags in Tweet in G8:
[176] demdebate
[13] democraticdebate
[10] democrats
[7] 2020election
[7] election2020
[6] bernie2020
[5] warren
[5] humanityfirst
[5] blog1600penn
[4] bloomberg2020

Top Hashtags in Tweet in G9:
[171] demdebate
[6] sundaythoughts
[6] sundaymorning
[6] sundaymotivation
[6] democrats2020
[5] fakenews
[5] babytrumpballoon
[3] bernie2020
[3] republicans
[3] amjoy

Top Hashtags in Tweet in G10:
[91] demdebate
[37] tulsi2020
[36] tulsigabbard
[33] 2020election
[30] tulsi
[20] thehill
[18] dems
[15] democraticdebate
[11] whytulsi
[10] bernie

Top Words
Top Words in Tweet in Entire Graph:
[3787] Words in Sentiment List#1: Positive
[2761] Words in Sentiment List#2: Negative
[24] Words in Sentiment List#3: Angry/Violent
[167834] Non-categorized Words
[174382] Total Words
[7427] #demdebate
[3249] november
[3172] watch
[2994] 20th
[2935] tweet

Top Words in Tweet in G1:
[2786] #demdebate
[2763] reminder
[2763] november
[2763] 20th
[2762] tweet
[2762] watch
[2761] live
[23] washingtonpost
[4] hard
[4] pass

Top Words in Tweet in G2:
[900] #demdebate
[167] s
[152] god
[120] debate
[113] ewarren
[113] petebuttigieg
[104] next
[104] joebiden
[102] amyklobuchar
[98] party

Top Words in Tweet in G3:
[495] #demdebate
[450] msnbc
[315] tonight
[295] next
[233] s
[173] hosted
[169] make
[168] november
[168] climate
[156] change

Top Words in Tweet in G4:
[363] #demdebate
[208] co
[165] hosted
[152] thedemocrats
[141] politico
[139] dec
[139] 19
[138] newshour
[136] debate
[124] fifth

Top Words in Tweet in G5:
[360] #demdebate
[278] juliancastro
[204] s
[148] next
[118] 11
[116] issues
[116] voice
[109] 20
[109] #cripthevote
[102] important

Top Words in Tweet in G6:
[414] #demdebate
[304] candidates
[258] ask
[249] maddow
[245] mitchellreports
[244] kwelkernbc
[244] ashleyrparker
[157] next
[156] military
[117] care

Top Words in Tweet in G7:
[164] #demdebate
[83] cnn
[52] progressive
[43] want
[36] andrewyang
[36] truckersforyang
[35] mentions
[35] vision
[35] simple
[35] boost

Top Words in Tweet in G8:
[182] #demdebate
[34] next
[29] debate
[21] candidates
[20] november
[20] out
[18] democratic
[16] #democraticdebate
[16] up
[15] warren

Top Words in Tweet in G9:
[219] #demdebate
[109] realdonaldtrump
[81] trump
[59] middle
[53] work
[52] trust
[52] god
[52] potus45
[52] wisdom
[52] patience

Top Words in Tweet in G10:
[104] #demdebate
[37] #tulsi2020
[36] #tulsigabbard
[35] #2020election
[30] #tulsi
[21] s
[20] #thehill
[18] #dems
[15] want
[15] #democraticdebate

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2929] november,20th
[2910] watch,#demdebate
[2876] #demdebate,live
[2868] tweet,reminder
[2866] reminder,watch
[2866] live,november
[459] next,#demdebate
[327] next,week
[267] hosted,msnbc
[232] kwelkernbc,ashleyrparker

Top Word Pairs in Tweet in G1:
[2763] november,20th
[2762] tweet,reminder
[2762] watch,#demdebate
[2761] reminder,watch
[2761] #demdebate,live
[2761] live,november
[6] washingtonpost,#demdebate
[4] washingtonpost,hard
[4] hard,pass
[4] pass,face

Top Word Pairs in Tweet in G2:
[76] party,associates
[76] associates,itself
[76] itself,christianity
[76] christianity,okay
[76] okay,suggest
[76] suggest,god
[76] god,smile
[76] smile,division
[76] division,families
[76] families,hands

Top Word Pairs in Tweet in G3:
[173] hosted,msnbc
[172] #demdebate,hosted
[163] next,#demdebate
[156] climate,change
[110] msnbc,washingtonpost
[106] rachel,maddow
[105] tune,tonight
[105] tonight,msnbc
[105] msnbc,s
[105] s,rachel

Top Word Pairs in Tweet in G4:
[161] co,hosted
[154] #demdebate,co
[139] dec,19
[138] newshour,politico
[124] fifth,#demdebate
[87] stage,atlanta
[85] democratic,presidential
[85] presidential,candidates
[84] lmu,set
[84] set,carry

Top Word Pairs in Tweet in G5:
[102] 11,20
[98] next,week
[88] week,s
[88] s,#demdebate
[87] juliancastro,s
[87] s,presence
[87] presence,desperately
[87] desperately,missed
[87] missed,next
[87] #demdebate,clear

Top Word Pairs in Tweet in G6:
[216] kwelkernbc,ashleyrparker
[202] maddow,mitchellreports
[182] mitchellreports,kwelkernbc
[157] ask,candidates
[128] next,#demdebate
[102] #demdebate,ask
[97] child,care
[89] candidates,plan
[75] ashleyrparker,ga
[75] ga,#demdebate

Top Word Pairs in Tweet in G7:
[38] cnn,#demdebate
[35] andrewyang,mentions
[35] mentions,truckersforyang
[35] truckersforyang,cnn
[35] #demdebate,vision
[35] vision,simple
[35] simple,boost
[35] boost,visibility
[35] visibility,name
[35] name,recognition

Top Word Pairs in Tweet in G8:
[15] next,#demdebate
[9] democratic,debate
[9] november,20th
[8] #democraticdebate,#demdebate
[7] next,week
[6] tulsi,gabbard
[6] elizabeth,warren
[6] 20,november
[5] drop,out
[5] #demdebate,#democraticdebate

Top Word Pairs in Tweet in G9:
[52] trust,god
[52] god,potus45
[52] potus45,realdonaldtrump
[52] realdonaldtrump,wisdom
[52] wisdom,patience
[52] patience,middle
[52] middle,name
[52] name,sir
[52] sir,trump
[52] trump,negotiations

Top Word Pairs in Tweet in G10:
[18] #demdebate,#2020election
[13] #tulsi2020,#demdebate
[8] nov,20th
[8] #tulsigabbard,opposed
[7] use,military
[7] military,force
[7] #bernie2020,#tulsi2020
[7] one,thing
[7] thing,clear
[7] steve,bannon

Top Replied-To
Top Replied-To in Entire Graph:
@exchangeseva
@andrewyang
@washingtonpost
@realdonaldtrump
@senwarren
@berniesanders
@monmouthpoll
@zachmontellaro
@joshorton

Top Replied-To in G1:
@washingtonpost

Top Replied-To in G2:
@senwarren
@andrewyang
@berniesanders
@monmouthpoll
@zachmontellaro
@karoli
@kcazgirl
@ewarren
@washingtonpost

Top Replied-To in G3:
@washingtonpost
@msnbc
@alexburnsnyt
@topherspiro

Top Replied-To in G4:
@grace4ny
@devalpatrick
@thedemocrats
@brandengrimmett

Top Replied-To in G5:
@juliancastro
@betoorourke
@lsarsour
@themaxburns
@leahgreenb
@cmclymer

Top Replied-To in G6:
@maddow
@msnbc
@mitchellreports
@commchangeact
@dailykos
@nbcnews

Top Replied-To in G7:
@andrewyang
@joshorton
@tonetalks
@ucla
@cnn
@bjwinnerdavis
@judgejoebrowntv
@berniebrostar
@mollyjongfast
@kcazgirl

Top Replied-To in G9:
@realdonaldtrump
@ladyredwave
@washingtonpost

Top Replied-To in G10:
@tulsigabbard
@hrivera72964164
@adamschiff
@mauvissongbird
@drumbalsjohnson
@mycojonathan
@nanataylorann
@karolache
@alohalways1
@kylekulinski

Top Mentioned
Top Mentioned in Entire Graph:
@msnbc
@maddow
@juliancastro
@mitchellreports
@kwelkernbc
@ashleyrparker
@washingtonpost
@thedemocrats
@politico
@nbc

Top Mentioned in G1:
@washingtonpost
@michaelforyang

Top Mentioned in G2:
@ewarren
@amyklobuchar
@petebuttigieg
@joebiden
@tulsigabbard
@berniesanders
@andrewyang
@tomsteyer
@marwilliamson
@kamalaharris

Top Mentioned in G3:
@msnbc
@nbc
@washingtonpost
@maddow
@jimmyfallon
@fallontonight
@thedemocrats
@dnc
@mitchellreports
@nbcnews

Top Mentioned in G4:
@thedemocrats
@politico
@newshour
@loyolamarymount
@msnbc
@washingtonpost
@dnc
@devalpatrick
@nickhanauer
@civicaction

Top Mentioned in G5:
@juliancastro
@theroot
@andrewpulrang
@greggberatan
@intersectedcrip
@berniesanders
@betoorourke
@hcookaustin
@teddelisi
@dnc

Top Mentioned in G6:
@maddow
@kwelkernbc
@ashleyrparker
@mitchellreports
@msnbc
@washingtonpost
@nbc
@habitat_org
@indivisiblega04
@newgaproject

Top Mentioned in G7:
@cnn
@truckersforyang
@nytimes
@washingtonpost
@msnbc
@time
@realclearnews
@nydailynews
@chicagotribune
@ac360

Top Mentioned in G9:
@realdonaldtrump
@genflynn
@dhsgov
@jcooper75
@ewarren
@petebuttigieg
@ingrahamangle
@demario__davis
@gma

Top Mentioned in G10:
@tulsigabbard
@realtimblack
@theview
@petebuttigieg
@berniesanders
@temo1270
@abbymartin
@wanderlustyogi
@nolapaulg
@mycojonathan

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@tomthunkitsmind
@oldlady12345
@sectest9
@robinsnewswire
@dichristine
@peter_s_becks1
@jim_peoples_
@immoralreport
@monicasloves

Top Tweeters in G1:
@jim_peoples_
@monicasloves
@soapfanfiction
@cagney1991
@mckbirdbks
@washumom
@sddphoto
@talkintou
@bkindngood
@ligayaloyola

Top Tweeters in G2:
@robinsnewswire
@peter_s_becks1
@solutioneer72
@rjber15
@myplace4u
@truthglow
@debilu2
@mayirmamay14
@only4rm
@riskyliberal

Top Tweeters in G3:
@missb62
@argojournal
@onahunttoday
@chrisbrey1
@chilhon2016lap
@lovetogive2
@tottenbill
@janet_yackle
@pennilessscribe
@marconavarrolor

Top Tweeters in G4:
@carolmaewy
@bmangh
@c_coolidge
@nofascistlies
@blackrepublican
@maryalicebisho2
@armsivilli
@mel_storni
@bjcrochet
@politico

Top Tweeters in G5:
@mharvey816
@real_infinity95
@phendricks71
@blogdiva
@lizditz
@patta47cake
@3chicspolitico
@tigerbeat
@principia
@valsadie

Top Tweeters in G6:
@oldlady12345
@dgendvil
@mk_inwa
@freeandclear1
@margaritateresa
@majormassspec
@ap
@nbcnews
@cjdjam
@bethlevin

Top Tweeters in G7:
@patriotmarie
@johnczer1
@k810mt
@miltonespinozaf
@slate
@foxnews
@nytimes
@time
@complex
@rt_com

Top Tweeters in G8:
@daniellegembala
@scattermae777m
@voter1vote
@bxfern
@wbur
@goodtwitty
@specneedsmom4
@mtvnews
@ny1
@nanisimo

Top Tweeters in G9:
@sharneal
@raybae689
@pmgeezer
@marylene58
@texasfreedom101
@mmarty1230
@ladyredwave
@magannohate
@chatbycc
@maryosb36485285

Top Tweeters in G10:
@thehill
@katalin_pota
@ajgma
@theresaschroe14
@tkysk8r
@dwilliams1001
@cheryl_smith1
@mcnamaraorama
@lmorihouse
@harris44_tl


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