Propublica, Twitter, 11/22/2019 8:13:23 AM, 216996
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Propublica_2019-11-21_23-39-36.xlsx
Propublica_2019-11-21_23-39-36.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
November 22, 2019
Short Description:
Propublica via NodeXL http://bit.ly/37lW7gG
@propublica
@jodiscohen
@iarnsdorf
@propublicail
@bayougeauxreal1
@chicagotribune
@bfriedmandc
@jennycohn1
@crewcrew
@charlesornstein

Top hashtags:
#stopformosa
#trumpcrimefamily
#fecfilingday
#opioid
#smartnews
#trump

Description:
Description
The graph represents a network of 4,829 Twitter users whose tweets in the requested range contained "Propublica", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 22 November 2019 at 07:40 UTC.

The requested start date was Friday, 22 November 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 1-day, 16-hour, 48-minute period from Tuesday, 19 November 2019 at 23:03 UTC to Thursday, 21 November 2019 at 15:51 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 : 4829
Unique Edges : 6321
Edges With Duplicates : 2303
Total Edges : 8624
Number of Edge Types : 3
Replies to : 457
Mentions : 7343
Tweet : 824
Self-Loops : 824
Reciprocated Vertex Pair Ratio : 0.00720777185835161
Reciprocated Edge Ratio : 0.014312383322962
Connected Components : 565
Single-Vertex Connected Components : 376
Maximum Vertices in a Connected Component : 3741
Maximum Edges in a Connected Component : 7423
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.64599
Graph Density : 0.0002757092908884
Modularity : 0.624824
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,829 Twitter users whose tweets in the requested range contained "Propublica", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 22 November 2019 at 07:40 UTC.

The requested start date was Friday, 22 November 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 1-day, 16-hour, 48-minute period from Tuesday, 19 November 2019 at 23:03 UTC to Thursday, 21 November 2019 at 15:51 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 : GraphServerTwitterSearch
Graph Term : Propublica
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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[143] https://features.propublica.org/illinois-seclusion-rooms/school-students-put-in-isolated-timeouts/
[86] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump
[72] https://www.propublica.org/article/inside-purdue-pharma-media-playbook-how-it-planted-the-opioid-anti-story
[65] https://www.propublica.org/article/blame-over-justice-the-human-toll-of-the-navy-relentless-push-to-punish-one-of-its-own
[61] https://twitter.com/propublica/status/1197171726016241664
[47] https://www.businessinsider.com/propublica-trump-tax-records-financial-fraud-2019-10
[45] https://twitter.com/Jodiscohen/status/1197263845447876609
[40] https://projects.propublica.org/politwoops/tweet/1197205261297082372
[36] https://twitter.com/propublica/status/1196835801742692352
[30] https://www.propublica.org/article/illinois-school-students-seclusion-rooms-state-emergency-action-pritzker-carroll

Top URLs in Tweet in G1:
[49] https://twitter.com/propublica/status/1197171726016241664
[39] https://twitter.com/Jodiscohen/status/1197263845447876609
[14] https://graphics.chicagotribune.com/illinois-seclusion/
[13] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump?utm_content=buffer848d4&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+
[8] https://www.propublica.org/article/blame-over-justice-the-human-toll-of-the-navy-relentless-push-to-punish-one-of-its-own
[4] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump
[4] https://www.propublica.org/article/inside-purdue-pharma-media-playbook-how-it-planted-the-opioid-anti-story
[3] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump?utm_content=buffer3c2bd&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+#171320
[3] https://www.propublica.org/article/they-are-racist-some-of-them-have-guns-inside-the-white-supremacist-group-hiding-in-plain-sight
[3] https://donate.propublica.org/give/141278/#!/donation/checkout

Top URLs in Tweet in G2:
[37] https://features.propublica.org/illinois-seclusion-rooms/school-students-put-in-isolated-timeouts/
[10] https://www.propublica.org/article/illinois-school-students-seclusion-rooms-state-emergency-action-pritzker-carroll
[7] https://twitter.com/propublica/status/1196918603888631810
[6] https://graphics.chicagotribune.com/illinois-seclusion/
[4] https://www.propublica.org/article/illinois-school-students-seclusion-rooms-federal-government-data
[3] https://twitter.com/Jodiscohen/status/1197233635184840707
[2] https://twitter.com/jsmithrichards/status/1197233780811063297
[2] https://www.chicagotribune.com/investigations/ct-watchdog-isolation-seclusion-schools-20191120-2t2wxtccafhu5nmia6itfbn4pq-story.html
[2] https://twitter.com/Jodiscohen/status/1197263845447876609
[2] https://www.propublica.org/article/illinois-school-students-seclusion-rooms-methodology

Top URLs in Tweet in G3:
[7] https://features.propublica.org/illinois-seclusion-rooms/school-students-put-in-isolated-timeouts/
[3] https://www.propublica.org/article/blame-over-justice-the-human-toll-of-the-navy-relentless-push-to-punish-one-of-its-own
[2] https://www.propublica.org/article/illinois-school-students-seclusion-rooms-state-emergency-action-pritzker-carroll
[2] https://twitter.com/propublica/status/1197296064514215939
[2] https://twitter.com/propublica/status/1197171726016241664
[1] https://features.propublica.org/illinois-seclusion-rooms/school-students-put-in-isolated-timeouts/?source=science20.com
[1] https://www.chicagotribune.com/investigations/ct-watchdog-isolation-seclusion-schools-20191120-2t2wxtccafhu5nmia6itfbn4pq-story.html
[1] https://twitter.com/jodiscohen/status/1197263845447876609
[1] https://twitter.com/Jodiscohen/status/1197263845447876609
[1] https://twitter.com/nprillinois/status/1195829523205566464

Top URLs in Tweet in G4:
[64] https://features.propublica.org/illinois-seclusion-rooms/school-students-put-in-isolated-timeouts/
[40] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump
[34] https://www.propublica.org/article/blame-over-justice-the-human-toll-of-the-navy-relentless-push-to-punish-one-of-its-own
[25] https://www.propublica.org/article/inside-purdue-pharma-media-playbook-how-it-planted-the-opioid-anti-story
[12] https://www.propublica.org/article/illinois-school-students-seclusion-rooms-state-emergency-action-pritzker-carroll
[11] https://www.businessinsider.com/propublica-trump-tax-records-financial-fraud-2019-10
[10] https://www.propublica.org/article/what-could-happen-if-a-9.4-billion-chemical-plant-comes-to-cancer-alley
[7] https://www.propublica.org/article/illinois-school-students-seclusion-rooms-federal-government-data
[7] https://twitter.com/propublica/status/1197176520592297986
[6] https://twitter.com/propublica/status/1196751622786953216

Top URLs in Tweet in G5:
[6] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump
[2] https://twitter.com/kurtbardella/status/1197341110542188545
[2] https://www.propublica.org/article/inside-purdue-pharma-media-playbook-how-it-planted-the-opioid-anti-story?utm_source=pardot&utm_medium=email&utm_campaign=majorinvestigations
[1] https://twitter.com/davidfrum/status/1196913359389626368
[1] https://twitter.com/starsandstripes/status/1196938705983946752
[1] https://www.propublica.org/article/blame-over-justice-the-human-toll-of-the-navy-relentless-push-to-punish-one-of-its-own
[1] https://www.warner.senate.gov/public/index.cfm/2019/11/warner-raises-alarm-about-hhs-failure-to-act-following-exposure-of-sensitive-patient-data
[1] https://twitter.com/nytimes/status/1197319983975587842
[1] https://www.propublica.org/article/trump-inc-new-evidence-emerges-of-possible-wrongdoing-by-trump-inaugural-committee
[1] https://www.propublica.org/article/trump-inc-podcast-never-before-seen-trump-tax-documents-show-major-inconsistencies

Top URLs in Tweet in G6:
[17] https://twitter.com/jennycohn1/status/1183249931970043905
[3] https://www.propublica.org/article/the-way-america-votes-is-broken-in-one-rural-county-a-nonprofit-showed-a-way-forward
[3] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[2] https://twitter.com/jennycohn1/status/1136334833859170304
[2] https://twitter.com/propublica/status/1197171726016241664
[2] https://twitter.com/fairvotega/status/1197340006165221376
[2] https://www.propublica.org/article/how-the-irs-was-gutted
[1] http://youtu.be/mqYjv5eX-X4
[1] https://www.kentucky.com/news/politics-government/article227295789.html
[1] https://twitter.com/lulufriesdat/status/1182004957022752769

Top URLs in Tweet in G7:
[4] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump
[2] https://www.propublica.org/article/navy-commander-tainted-investigation
[1] https://projects.propublica.org/graphics/trump-job-promises
[1] https://twitter.com/washingtonpost/status/1197540200743915521
[1] https://www.propublica.org/article/blame-over-justice-the-human-toll-of-the-navy-relentless-push-to-punish-one-of-its-own
[1] https://www.propublica.org/article/iran-has-hundreds-of-naval-mines-us-navy-minesweepers-find-old-dishwashers-car-parts
[1] https://www.propublica.org/getinvolved/sailors-report-enduring-concerns-about-navy-readiness-and-leadership
[1] https://www.propublica.org/getinvolved/is-your-ship-safe-navy-fleet-reforms
[1] https://www.propublica.org/article/navy-accident-changes-fitzgerald-mccain-davidson
[1] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump/amp#click=https://t.co/hEjV3UGTPZ

Top URLs in Tweet in G8:
[7] https://www.propublica.org/article/inside-purdue-pharma-media-playbook-how-it-planted-the-opioid-anti-story
[3] https://features.propublica.org/illinois-seclusion-rooms/school-students-put-in-isolated-timeouts/
[3] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump
[2] https://www.propublica.org/article/inside-purdue-pharma-media-playbook-how-it-planted-the-opioid-anti-story?utm_source=pardot&utm_medium=email&utm_campaign=majorinvestigations
[1] https://www.propublica.org/article/propublica-wants-pitches-for-state-government-investigations-apply-for-a-spot-in-our-local-reporting-network
[1] https://www.propublica.org/article/these-sheriffs-release-sick-inmates-to-avoid-paying-their-hospital-bills
[1] https://www.propublica.org/article/what-could-happen-if-a-9.4-billion-chemical-plant-comes-to-cancer-alley
[1] https://www.nytimes.com/2019/11/20/us/local-news-disappear-pen-america.html
[1] https://www.propublica.org/article/illinois-school-students-seclusion-rooms-state-emergency-action-pritzker-carroll
[1] https://www.statnews.com/2019/11/19/how-purdue-pharma-planted-its-anti-story/?utm_source=STAT+Newsletters&utm_campaign=516f67d85b-MR_COPY_02&utm_medium=email&utm_term=0_8cab1d7961-516f67d85b-149871813

Top URLs in Tweet in G9:
[7] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[7] https://twitter.com/gabriel_zucman/status/1197036779947229184
[2] https://www.propublica.org/article/inside-purdue-pharma-media-playbook-how-it-planted-the-opioid-anti-story
[1] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump
[1] https://theintercept.com/2019/09/19/purdue-pharma-bp-deepwater-pr/
[1] https://www.propublica.org/article/inside-purdue-pharma-media-playbook-how-it-planted-the-opioid-anti-story?utm_content=buffer63503&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+#171238
[1] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor

Top URLs in Tweet in G10:
[3] https://twitter.com/propublica/status/1196751622786953216
[2] https://www.propublica.org/article/pete-hegseth-for-profit-colleges-tap-a-fox-news-host-to-influence-trump
[1] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[1] https://twitter.com/file411/status/1197336565728583680
[1] https://www.propublica.org/article/blame-over-justice-the-human-toll-of-the-navy-relentless-push-to-punish-one-of-its-own
[1] https://twitter.com/whitehouse/status/1196848072929796096

Top Domains
Top Domains in Tweet in Entire Graph:
[990] propublica.org
[371] twitter.com
[54] businessinsider.com
[46] chicagotribune.com
[11] ecointernet.org
[7] washingtonexaminer.com
[6] stripes.com
[6] nytimes.com
[5] bit.ly
[5] propub.li

Top Domains in Tweet in G1:
[114] twitter.com
[89] propublica.org
[15] chicagotribune.com
[5] propub.li
[4] bit.ly
[3] nytimes.com
[3] wvgazettemail.com
[2] eig.org
[2] youtube.com
[1] outlook.com

Top Domains in Tweet in G2:
[71] propublica.org
[31] twitter.com
[11] chicagotribune.com
[2] trib.al
[2] buff.ly
[1] northwestern.edu
[1] washingtonpost.com
[1] msn.com
[1] biblegateway.com
[1] greenbaypressgazette.com

Top Domains in Tweet in G3:
[14] propublica.org
[10] twitter.com
[1] chicagotribune.com
[1] nprillinois.org
[1] bit.ly

Top Domains in Tweet in G4:
[329] propublica.org
[74] twitter.com
[11] businessinsider.com
[6] chicagotribune.com
[3] linkedin.com
[2] americanlibertywithbilllockwood.com
[2] apple.news
[2] ampproject.org
[2] seenthis.net
[2] facebook.com

Top Domains in Tweet in G5:
[17] propublica.org
[6] twitter.com
[1] senate.gov
[1] washingtonpost.com
[1] propublica.com
[1] nola.com

Top Domains in Tweet in G6:
[26] twitter.com
[13] propublica.org
[1] youtu.be
[1] kentucky.com
[1] democracyfund.org

Top Domains in Tweet in G7:
[18] propublica.org
[1] twitter.com
[1] ft.com
[1] nytimes.com

Top Domains in Tweet in G8:
[20] propublica.org
[3] statnews.com
[1] nytimes.com
[1] twitter.com
[1] slate.com
[1] youtube.com

Top Domains in Tweet in G9:
[12] propublica.org
[7] twitter.com
[1] theintercept.com

Top Domains in Tweet in G10:
[5] twitter.com
[4] propublica.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[10] stopformosa
[10] trumpcrimefamily
[8] fecfilingday
[8] opioid
[6] smartnews
[6] trump
[5] twill
[5] emmetttill
[5] illinois
[5] acem2019



Top Hashtags in Tweet in G1:
[9] stopformosa
[5] acem2019
[4] patriotfront
[4] trump
[2] seclusionandrestraints
[1] opportunityzones
[1] 4profit
[1] foxnews
[1] students
[1] highered

Top Hashtags in Tweet in G2:
[4] twill
[3] neurodiverse
[2] chicagotribune
[2] ilgov
[2] banseclusion
[2] bandangerousrestraints
[1] promising
[1] fecfilingday
[1] frontpagestoday
[1] usa

Top Hashtags in Tweet in G4:
[4] smartnews
[3] opioidcrisis
[2] purduepharma
[2] opioid
[2] data
[2] opioids
[2] torture
[2] causalitycrisis
[2] chronicpain
[2] investigatejohnsolomon

Top Hashtags in Tweet in G5:
[2] smartnews
[2] 4profit
[2] trumpregime
[1] gopcowards
[1] medicare
[1] biden2020
[1] vindmanisahero
[1] nunesisanidiot
[1] ltcolvindman
[1] trumpcorruption

Top Hashtags in Tweet in G6:
[4] realitywinner
[1] notok
[1] fascist
[1] failedbmdpilot
[1] handmarkedpaperballots
[1] fakenews
[1] bimbo
[1] ignoranceispathetic

Top Hashtags in Tweet in G8:
[1] opioids
[1] chronicpain

Top Hashtags in Tweet in G10:
[1] hatchact

Top Words
Top Words in Tweet in Entire Graph:
[3096] Words in Sentiment List#1: Positive
[4483] Words in Sentiment List#2: Negative
[26] Words in Sentiment List#3: Angry/Violent
[101657] Non-categorized Words
[109239] Total Words
[2025] propublica
[1356] illinois
[953] schools
[922] s
[646] seclusion

Top Words in Tweet in G1:
[958] propublica
[255] sondland's
[255] testimony
[164] white
[158] make
[157] early
[151] moment
[151] headlines
[150] remarkable
[149] hou

Top Words in Tweet in G2:
[376] propublicail
[300] propublica
[295] illinois
[269] children
[228] schools
[215] chicagotribune
[161] seclusion
[143] investigation
[132] isolated
[129] emergency

Top Words in Tweet in G3:
[761] illinois
[408] jodiscohen
[393] schools
[374] isolated
[371] investigation
[371] students
[368] seclusion
[368] saying
[366] breaking
[366] response

Top Words in Tweet in G4:
[125] s
[81] propublica
[76] schools
[75] children
[75] illinois
[73] trump
[60] navy
[44] story
[41] being
[41] away

Top Words in Tweet in G5:
[59] propublica
[19] npr
[17] nolanews
[16] pbs
[16] nypost
[16] cnn
[15] cjr
[15] phillyinquirer
[15] trump
[14] nytimes

Top Words in Tweet in G6:
[336] s
[313] jennycohn1
[277] propublica
[146] here
[124] ballot
[124] marking
[121] promoting
[115] voting
[102] jessicahuseman
[98] works

Top Words in Tweet in G7:
[206] trump
[205] pete
[205] hegseth
[205] sondland
[204] iarnsdorf
[203] take
[203] eyes
[203] hearing
[203] urged
[203] pardon

Top Words in Tweet in G8:
[81] charlesornstein
[53] propublica
[48] please
[46] st
[46] james
[46] parish
[46] louisiana
[46] taiwanese
[46] industrial
[46] giant

Top Words in Tweet in G9:
[107] pete
[107] hegseth
[102] worst
[102] veteran
[102] spent
[102] months
[102] lobbying
[102] war
[102] criminals
[102] mission

Top Words in Tweet in G10:
[73] crewcrew
[71] trump
[69] pete
[69] hegseth
[69] fox
[69] news
[69] host
[69] urged
[69] pardon
[69] service

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[472] isolated,seclusion
[441] pete,hegseth
[435] illinois,schools
[399] ban,isolated
[398] illinois,ban
[398] seclusion,students
[398] students,illinois
[398] schools,saying
[396] breaking,response
[396] response,investigation

Top Word Pairs in Tweet in G1:
[255] sondland's,testimony
[150] early,moment
[150] moment,sondland's
[150] testimony,make
[150] make,headlines
[150] headlines,remarkable
[150] remarkable,white
[149] propublica,early
[149] white,hou
[105] official,summary

Top Word Pairs in Tweet in G2:
[101] emergency,action
[101] propublica,propublicail
[99] illinois,state
[99] state,board
[99] board,education
[97] take,emergency
[91] illinois,children
[89] seclusion,children
[79] propublicail,chicagotribune's
[78] day,propublicail

Top Word Pairs in Tweet in G3:
[373] illinois,schools
[367] isolated,seclusion
[366] breaking,response
[366] response,investigation
[366] investigation,illinois
[366] illinois,ban
[366] ban,isolated
[366] seclusion,students
[366] students,illinois
[366] schools,saying

Top Word Pairs in Tweet in G4:
[39] children,being
[39] being,locked
[39] locked,away
[38] schools,illinois
[37] fox,news
[36] profit,colleges
[36] colleges,tap
[36] tap,fox
[36] news,host
[36] host,influence

Top Word Pairs in Tweet in G5:
[13] npr,pbs
[13] fox,news
[10] phillyinquirer,baltimoresun
[9] nypost,wsj
[9] nolanews,houstonchron
[9] t,give
[9] give,interviews
[9] interviews,work
[9] work,fox
[9] news,petehegseth

Top Word Pairs in Tweet in G6:
[130] here,s
[124] ballot,marking
[121] promoting,ballot
[98] voting,works
[89] developer,voting
[88] bmd,developer
[87] jennycohn1,here
[86] marking,device
[85] piece,promoting
[85] device,bmd

Top Word Pairs in Tweet in G7:
[205] pete,hegseth
[203] take,eyes
[203] eyes,sondland
[203] sondland,hearing
[203] hearing,pete
[203] hegseth,urged
[203] urged,trump
[203] trump,pardon
[203] pardon,service
[203] service,members

Top Word Pairs in Tweet in G8:
[46] st,james
[46] james,parish
[46] parish,louisiana
[46] louisiana,taiwanese
[46] taiwanese,industrial
[46] industrial,giant
[46] giant,seems
[46] seems,granted
[46] granted,permit
[46] permit,build

Top Word Pairs in Tweet in G9:
[107] pete,hegseth
[102] hegseth,worst
[102] worst,veteran
[102] veteran,spent
[102] spent,months
[102] months,lobbying
[102] lobbying,war
[102] war,criminals
[102] criminals,mission
[102] mission,accomplished

Top Word Pairs in Tweet in G10:
[69] pete,hegseth
[69] fox,news
[69] news,host
[69] urged,trump
[69] trump,pardon
[69] pardon,service
[69] service,members
[69] members,charged
[68] hegseth,fox
[68] host,urged

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@taylorlessthan3
@areyoucrazy12
@jodiscohen
@jennycohn1
@chicagotribune
@propublicail
@jessicahuseman
@vp
@dicktofel

Top Replied-To in G1:
@propublica
@dicktofel
@eisingerj
@navalhistorian
@kenwardjr
@crooksandliars
@ayanahaviv
@revgenone
@cal05000
@aridublion

Top Replied-To in G2:
@taylorlessthan3
@propublica
@areyoucrazy12
@chicagotribune
@propublicail
@jodiscohen
@lakeidrachavis
@atu2comsherry
@dicktofel
@jbpritzker

Top Replied-To in G3:
@jodiscohen
@propublicail
@msotwell
@txtianmiller
@propublica

Top Replied-To in G5:
@w_terrence
@oliverdarcy
@startribune
@cityjournal
@biblebeltdarlin
@noisyinfamous
@trumpwarroom
@gaye_gallops
@txtrumpette89
@estherd0131

Top Replied-To in G6:
@jennycohn1
@jessicahuseman
@yosoyusa
@lawrence
@d_d_jones
@marilynrmarks1
@mopeng
@jonathansimon14
@ddd_reporter

Top Replied-To in G7:
@purejuice6
@iarnsdorf
@davidgross_man

Top Replied-To in G8:
@davidarmstrongx
@charlesornstein
@davidjuurlink
@ceciliacmaida
@statnews
@lov_motherearth
@stefankertesz
@irfandhalla
@slsatel
@carlosdelrio7

Top Replied-To in G10:
@ellenlweintraub
@aclu

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@jodiscohen
@propublicail
@chicagotribune
@jennycohn1
@iarnsdorf
@charlesornstein
@bfriedmandc
@jessicahuseman
@democracyfund

Top Mentioned in G1:
@propublica
@crooksandliars
@gregpak
@texastribune
@lyllayounes
@kenwardjr
@michaelbd
@dlind
@propublicail
@megmccloskey

Top Mentioned in G2:
@propublicail
@chicagotribune
@propublica
@lakeidrachavis
@jodiscohen
@jamilsmith
@jsmithrichards
@charlesornstein
@e_schoenherr
@edalvarezb

Top Mentioned in G3:
@jodiscohen
@propublica
@tracyweber
@txtianmiller
@propublicail
@thedeannapaul
@chicagotribune
@joy_resmovits
@cjciaramella
@hecfoto

Top Mentioned in G4:
@shop_cdm
@_timos_
@allentien
@rogergivens2
@taizun_tapia
@joniej2016

Top Mentioned in G5:
@propublica
@npr
@nolanews
@pbs
@nypost
@cnn
@cjr
@phillyinquirer
@nytimes
@wsj

Top Mentioned in G6:
@jennycohn1
@propublica
@jessicahuseman
@democracyfund
@voting_works
@gasecofstate
@beckerdavidj
@kausikdatta22
@marilynrmarks1

Top Mentioned in G7:
@iarnsdorf
@propublica
@propublicail
@jodiscohen
@daveweigel

Top Mentioned in G8:
@charlesornstein
@propublica
@aei
@statnews
@davidarmstrongx
@sbagen
@ericliptonnyt
@freedom4horses
@freewildhorses
@cyntwhite

Top Mentioned in G9:
@bfriedmandc
@lhfang
@sethhanlon
@propublica
@iarnsdorf
@jodiscohen
@julieolivertx
@andrewperezdc
@l
@jasndoc

Top Mentioned in G10:
@crewcrew
@aclu
@propublica
@maburg512
@ukpapers
@iarnsdorf

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@tomthunkitsmind
@oldlady12345
@dichristine
@libertad717
@solutioneer72
@cloudwanderer3
@defendressofsan
@kat4obama
@1denmadrid

Top Tweeters in G1:
@dichristine
@1denmadrid
@catawu
@davidlance3
@legallybae
@lechatnoire4
@kenkircher1
@fleming77
@pollsstar
@miss_placed_

Top Tweeters in G2:
@rxbun
@bluebirdtrini
@jhamby
@carlyinnj
@lizditz
@c_coolidge
@moniselseward
@sexygirl798
@msochubbard
@mel_storni

Top Tweeters in G3:
@cloudwanderer3
@lisakbromley
@jjj5819
@robertloerzel
@rebellegrrl
@cheryl_marlin
@mwirigi
@nayasala
@teka21bat
@ashokathebear

Top Tweeters in G4:
@occuworld
@cahulaan
@donotgiveuphope
@drpatfarrell
@analyticaglobal
@amaditalks
@macbeestje
@joanpennnative
@watergatesummer
@spanishcountry

Top Tweeters in G5:
@bannerite
@thehill
@fasting39
@guardian
@huffpost
@reuters
@dcexaminer
@tigerbeat
@foxnews
@bostonglobe

Top Tweeters in G6:
@oldlady12345
@solutioneer72
@threadreaderapp
@lovetogive2
@b140tweet
@awelab1956
@penndragonart
@reevynap
@dpmax100
@burnettcynthia

Top Tweeters in G7:
@kat4obama
@kjones88swag
@antarianrani
@suekhi
@reneevoicebrand
@summer7570
@teddyshouse2ii
@lkjtexas
@kskm3
@adamisalamb

Top Tweeters in G8:
@russelltim151
@margo94
@helloim_jd
@relunrelated
@realdavidcarter
@nicebastard
@larsloving
@auriandra
@segmentis
@nolabelle83

Top Tweeters in G9:
@angelakrebs444
@nancyrubin
@paladine
@ambeautifulshow
@jomajority
@thumppooh
@politeperson123
@oteachjohn
@kchernecky
@carolforden

Top Tweeters in G10:
@ohiomail
@britpoptarts
@justwhatnowwhy
@micjojd
@smp0312
@hollaka_hollala
@juliesbooks
@robirdie23
@jbax52
@29361rmsm


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