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Propublica_2019-10-31_23-16-16.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 01, 2019
Short Description:
Propublica via NodeXL http://bit.ly/2qa63ZL
@propublica
@alice_wilder
@jennycohn1
@crewcrew
@ewarren
@realdonaldtrump
@charlesornstein
@sisiwei
@bayougeauxreal1
@blakepater

Top hashtags:
#1619project
#trump
#timespicayune
#ransomware
#louisiana
#trumpinc
#smartnews

Description:
Description
The graph represents a network of 4,615 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, 01 November 2019 at 06:17 UTC.

The requested start date was Friday, 01 November 2019 at 00:01 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, 10-hour, 32-minute period from Wednesday, 30 October 2019 at 13:17 UTC to Thursday, 31 October 2019 at 23:50 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 : 4615
Unique Edges : 6415
Edges With Duplicates : 2512
Total Edges : 8927
Number of Edge Types : 3
Tweet : 925
Replies to : 584
Mentions : 7418
Self-Loops : 925
Reciprocated Vertex Pair Ratio : 0.0111180707798309
Reciprocated Edge Ratio : 0.0219916369831191
Connected Components : 618
Single-Vertex Connected Components : 431
Maximum Vertices in a Connected Component : 3609
Maximum Edges in a Connected Component : 7769
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.5465
Graph Density : 0.000303236510859361
Modularity : 0.595612
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,615 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, 01 November 2019 at 06:17 UTC.

The requested start date was Friday, 01 November 2019 at 00:01 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, 10-hour, 32-minute period from Wednesday, 30 October 2019 at 13:17 UTC to Thursday, 31 October 2019 at 23:50 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:
[128] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse
[118] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[80] https://projects.propublica.org/louisiana-toxic-air/
[67] https://www.propublica.org/article/the-ransomware-superhero-of-normal-illinois
[59] https://www.propublica.org/article/trump-inc-podcast-american-priority-conference-trump-national-doral-miami
[45] https://www.propublica.org/article/ive-investigated-industrial-pollution-for-35-years-were-going-backwards
[42] https://www.propublica.org/article/why-louisianas-air-quality-is-going-from-bad-to-worse-in-3-charts
[36] https://www.propublica.org/article/how-a-tax-break-to-help-the-poor-went-to-nba-owner-dan-gilbert
[32] https://www.propublica.org/article/the-irs-tried-to-hide-emails-that-show-tax-industry-influence-over-free-file-program
[31] https://www.propublica.org/article/trump-inc-podcast-listen-to-conference-goers-at-trump-resort-chant-for-war

Top URLs in Tweet in G1:
[8] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/?utm_content=bufferf25c8&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[6] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/?utm_content=buffer44c53&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[6] https://twitter.com/charlesornstein/status/1189628348907044867
[6] https://www.propublica.org/article/the-ransomware-superhero-of-normal-illinois
[5] https://www.victoriaadvocate.com/news/government/vicki-vogel-resigns-as-victoria-county-elections-administrator/article_b89587c0-2e64-11e9-bad2-b7a718c9c527.html
[5] https://www.propublica.org/article/ive-investigated-industrial-pollution-for-35-years-were-going-backwards
[4] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[4] https://www.propublica.org/article/the-irs-tried-to-hide-emails-that-show-tax-industry-influence-over-free-file-program#169990
[4] https://www.propublica.org/article/why-louisianas-air-quality-is-going-from-bad-to-worse-in-3-charts
[3] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/?utm_content=buffer5910a&utm_medium=social&utm_source=twitter&utm_campaign=buffer

Top URLs in Tweet in G2:
[16] https://www.democracyfund.org/portfolio/entry/propublica
[10] https://www.propublica.org/article/the-market-for-voting-machines-is-broken-this-company-has-thrived-in-it
[8] https://twitter.com/jennycohn1/status/1189654364048089089?s=21
[7] https://www.propublica.org/article/whos-dropping-in-on-trump-budget-czar-mick-mulvaney
[6] https://gritpost.com/22-kentucky-counties-voting-machines/
[3] https://www.propublica.org/article/the-dark-money-man-how-sean-noble-moved-the-kochs-cash-into-politics-and-ma
[2] https://twitter.com/propublica/status/1188885631121940481
[2] https://www.propublica.org/article/employers-used-facebook-to-keep-women-and-older-workers-from-seeing-job-ads-the-federal-government-thinks-thats-illegal
[2] https://redef.com/item/5dbb0c35cdf7b75e57a3063b?curator=MediaREDEF
[1] https://www.democracyfund.org/portfolio/entry/center-for-democracy-and-technology

Top URLs in Tweet in G3:
[63] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse
[34] https://www.propublica.org/article/the-ransomware-superhero-of-normal-illinois
[34] https://projects.propublica.org/louisiana-toxic-air/
[33] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[19] https://www.propublica.org/article/the-irs-tried-to-hide-emails-that-show-tax-industry-influence-over-free-file-program
[18] https://www.propublica.org/article/trump-inc-podcast-american-priority-conference-trump-national-doral-miami
[18] https://www.propublica.org/article/trump-inc-podcast-listen-to-conference-goers-at-trump-resort-chant-for-war
[16] https://www.propublica.org/article/why-louisianas-air-quality-is-going-from-bad-to-worse-in-3-charts
[14] https://www.propublica.org/article/ive-investigated-industrial-pollution-for-35-years-were-going-backwards
[12] https://www.propublica.org/article/the-market-for-voting-machines-is-broken-this-company-has-thrived-in-it

Top URLs in Tweet in G4:
[11] https://www.propublica.org/article/trump-inc-podcast-listen-to-conference-goers-at-trump-resort-chant-for-war
[3] https://twitter.com/ProPublica/status/967066575303004160
[1] https://www.facebook.com/propublica/posts/
[1] https://twitter.com/i/web/status/1190021371746799618
[1] https://twitter.com/i/web/status/1190014578693943297
[1] https://twitter.com/i/web/status/1189903743581663232
[1] https://twitter.com/i/web/status/1189897514889220096
[1] https://twitter.com/i/web/status/1189593375885942784
[1] https://twitter.com/i/web/status/1189588894200676353
[1] https://twitter.com/i/web/status/1189621217394712577

Top URLs in Tweet in G5:
[19] https://projects.propublica.org/louisiana-toxic-air/
[15] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse
[7] https://www.propublica.org/article/why-louisianas-air-quality-is-going-from-bad-to-worse-in-3-charts
[6] https://www.propublica.org/article/employers-used-facebook-to-keep-women-and-older-workers-from-seeing-job-ads-the-federal-government-thinks-thats-illegal
[6] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse?utm_content=buffer229c7&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[5] https://www.propublica.org/article/ive-investigated-industrial-pollution-for-35-years-were-going-backwards
[4] https://www.propublica.org/article/trump-inc-podcast-american-priority-conference-trump-national-doral-miami
[4] https://www.motherjones.com/politics/2019/08/god-told-me-to-fight-inside-the-battle-to-stop-another-petrochemical-plant-in-cancer-alley/
[3] https://twitter.com/propublica/status/1189610566442246145
[3] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/

Top URLs in Tweet in G6:
[2] https://www.propublica.org/article/trump-inc-podcast-american-priority-conference-trump-national-doral-miami
[1] https://www.businessinsider.com/propublica-trump-tax-records-financial-fraud-2019-10
[1] https://www.propublica.org/article/trump-inc-podcast-trumps-inauguration-paid-trumps-company-with-ivanka-in-the-middle
[1] https://twitter.com/i/web/status/1189689982044139520

Top URLs in Tweet in G7:
[2] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/?utm_content=buffer44c53&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[1] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse
[1] https://www.propublica.org/article/how-a-veteran-reporter-worked-with-giuliani-associates-to-launch-the-ukraine-conspiracy#169885
[1] https://twitter.com/jennycohn1/status/1189573510101749760

Top URLs in Tweet in G8:
[3] https://projects.propublica.org/louisiana-toxic-air/
[1] https://www.propublica.org/article/employers-used-facebook-to-keep-women-and-older-workers-from-seeing-job-ads-the-federal-government-thinks-thats-illegal
[1] https://twitter.com/i/web/status/1186650961667854337
[1] https://twitter.com/i/web/status/1189590375494832130
[1] https://www.propublica.org/article/how-a-veteran-reporter-worked-with-giuliani-associates-to-launch-the-ukraine-conspiracy
[1] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/?utm_content=bufferf024e&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[1] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[1] https://twitter.com/propublica/status/1189678502372614147
[1] https://twitter.com/propublica/status/1189731236056633344
[1] https://twitter.com/propublica/status/1189685964832153608

Top URLs in Tweet in G9:
[14] https://slate.com/podcasts/what-next/2019/10/what-next-and-lizzie-presser-of-propublica-on-the-harsh-consequences-of-medical-debt
[2] https://www.propublica.org/article/trump-adviser-tom-barrack-saudi-nuclear-deal
[1] https://www.propublica.org/article/the-trump-administration-cracked-down-on-medicaid-kids-lost-insurance
[1] https://www.propublica.org/article/we-found-a-staggering-281-lobbyists-whove-worked-in-the-trump-administration
[1] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[1] https://features.propublica.org/medical-debt/when-medical-debt-collectors-decide-who-gets-arrested-coffeyville-kansas/
[1] https://twitter.com/i/web/status/1189625015081127936
[1] https://twitter.com/i/web/status/1189696874158215168
[1] https://twitter.com/propublica/status/1189685964832153608
[1] https://twitter.com/redactedtonight/status/1187869446460841985?s=21

Top URLs in Tweet in G10:
[13] https://slate.com/podcasts/what-next/2019/10/what-next-and-lizzie-presser-of-propublica-on-the-harsh-consequences-of-medical-debt?via=rss
[5] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[5] https://www.propublica.org/article/here-are-the-trump-projects-where-ivanka-and-her-dad-misled-buyers
[3] https://www.propublica.org/article/trump-inc-podcast-american-priority-conference-trump-national-doral-miami
[3] https://www.propublica.org/article/trump-inc-podcast-never-before-seen-trump-tax-documents-show-major-inconsistencies
[3] https://www.dailykos.com/stories/2019/10/29/1895877/-Open-thread-for-night-owls-ProPublica-finds-the-IRS-let-tax-industry-write-rules-for-free-filing
[2] https://www.propublica.org/article/we-found-a-staggering-281-lobbyists-whove-worked-in-the-trump-administration
[1] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud/amp
[1] https://twitter.com/i/web/status/1189742675815288834
[1] https://twitter.com/i/web/status/1189738470350184448

Top Domains
Top Domains in Tweet in Entire Graph:
[1276] propublica.org
[602] twitter.com
[67] slate.com
[22] apple.news
[18] democracyfund.org
[13] propub.li
[7] townhall.com
[6] dailykos.com
[6] ycombinator.com
[6] gritpost.com

Top Domains in Tweet in G1:
[118] twitter.com
[89] propublica.org
[13] propub.li
[5] victoriaadvocate.com
[1] iwaponline.com
[1] democracyfund.org
[1] gitbook.io
[1] baltimoresun.com
[1] alternet.org

Top Domains in Tweet in G2:
[36] twitter.com
[25] propublica.org
[17] democracyfund.org
[6] gritpost.com
[2] redef.com
[1] cdt.org
[1] nextgov.com

Top Domains in Tweet in G3:
[410] propublica.org
[94] twitter.com
[17] apple.news
[7] townhall.com
[3] malwarehunterteam.com
[3] dailykos.com
[2] ycombinator.com
[1] clevescene.com
[1] pulitzer.org
[1] niemanlab.org

Top Domains in Tweet in G4:
[56] twitter.com
[16] propublica.org
[2] cornell.edu
[1] facebook.com
[1] apple.news
[1] youtube.com
[1] wikipedia.org

Top Domains in Tweet in G5:
[104] twitter.com
[77] propublica.org
[4] motherjones.com
[2] nola.com
[1] buff.ly
[1] wvgazettemail.com
[1] forms.fm
[1] wordpress.com

Top Domains in Tweet in G6:
[3] propublica.org
[1] businessinsider.com
[1] twitter.com

Top Domains in Tweet in G7:
[4] propublica.org
[1] twitter.com

Top Domains in Tweet in G8:
[7] propublica.org
[5] twitter.com

Top Domains in Tweet in G9:
[14] slate.com
[6] propublica.org
[5] twitter.com

Top Domains in Tweet in G10:
[21] propublica.org
[13] slate.com
[11] twitter.com
[3] dailykos.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18] 1619project
[17] trump
[12] timespicayune
[12] ransomware
[10] louisiana
[10] trumpinc
[9] smartnews
[9] cybersecurity
[8] pollution
[7] bioethics



Top Hashtags in Tweet in G1:
[7] bioethics
[6] moscowmitch
[4] cybersecurity
[4] cybercrime
[3] medicaid
[3] id
[3] cyberattacks
[2] louisiana
[2] pollution
[2] blockchaintechnology

Top Hashtags in Tweet in G3:
[6] hero
[5] louisiana
[5] smartnews
[4] pollution
[3] feedly
[3] environment
[3] canceralley
[3] ransomware
[2] press
[2] warren2020

Top Hashtags in Tweet in G5:
[12] timespicayune
[2] factsmatter
[2] trump
[2] tillerson
[2] rt
[1] journalism
[1] americas
[1] slavery
[1] winning
[1] batonrouge

Top Hashtags in Tweet in G8:
[5] moon
[2] whiteprivilege

Top Hashtags in Tweet in G9:
[1] propublica
[1] medicaid
[1] manning

Top Hashtags in Tweet in G10:
[10] trumpinc
[1] draintheswamp
[1] impeachandremove
[1] stevejobs

Top Words
Top Words in Tweet in Entire Graph:
[2274] Words in Sentiment List#1: Positive
[5176] Words in Sentiment List#2: Negative
[46] Words in Sentiment List#3: Angry/Violent
[93094] Non-categorized Words
[100544] Total Words
[2389] propublica
[1065] s
[564] new
[534] cancer
[486] alice_wilder

Top Words in Tweet in G1:
[1049] propublica
[261] audited
[237] s
[232] new
[187] irs
[151] air
[136] map
[132] gets
[130] shows
[130] notice

Top Words in Tweet in G2:
[435] jennycohn1
[326] voting
[313] s
[291] re
[278] 1
[278] years
[278] concerns
[275] 5
[274] finally
[274] asking

Top Words in Tweet in G3:
[120] propublica
[102] s
[76] air
[72] worse
[71] cancer
[67] alley
[66] trump
[60] toxic
[59] welcome
[57] over

Top Words in Tweet in G4:
[441] alice_wilder
[261] russian
[260] panels
[260] attended
[260] unmasking
[260] hoax
[260] stealing
[260] america
[260] voter
[260] fraud

Top Words in Tweet in G5:
[310] propublica
[213] nolanews
[104] new
[91] air
[87] cancer
[83] alley
[81] charlesornstein
[80] beecycles
[76] plants
[75] louisiana

Top Words in Tweet in G6:
[178] crewcrew
[174] conference
[174] private
[174] prison
[174] company
[143] don
[141] jr
[140] cory
[140] lewandowski
[140] sponsorship

Top Words in Tweet in G7:
[354] communities
[176] industrial
[176] pollution
[176] disproportionately
[176] concentrated
[176] low
[176] income
[176] color
[175] ewarren
[175] louis

Top Words in Tweet in G8:
[186] cancer
[120] alley
[68] air
[66] louisiana
[66] already
[65] toxic
[64] finally
[62] sisiwei
[62] live
[62] place

Top Words in Tweet in G9:
[15] people
[15] jail
[14] episode
[14] next
[14] medical
[14] debt
[14] landing
[14] infuriating
[13] abenedikt
[10] propublica

Top Words in Tweet in G10:
[49] propublica
[31] wnyc
[22] trump
[18] alice_wilder
[18] conference
[17] donaldjtrumpjr
[15] conspiracy
[15] doral
[14] mattkatz00
[14] people

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[327] cancer,alley
[292] 1,5
[292] 5,years
[292] years,asking
[292] omit,concerns
[292] concerns,re
[285] voter,fraud
[285] fraud,usa
[284] panels,attended
[284] attended,unmasking

Top Word Pairs in Tweet in G1:
[179] propublica,new
[130] map,shows
[130] shows,gets
[130] gets,audited
[130] audited,irs
[130] irs,notice
[130] notice,trends
[130] trends,2012
[130] 2012,2015
[130] 2015,heavily

Top Word Pairs in Tweet in G2:
[274] 1,5
[274] 5,years
[274] years,asking
[274] omit,concerns
[274] concerns,re
[180] voting,equipment
[176] ty,finally
[176] finally,reporting
[176] reporting,1
[176] asking,u

Top Word Pairs in Tweet in G3:
[65] cancer,alley
[58] welcome,cancer
[57] alley,toxic
[57] toxic,air
[57] air,worse
[42] chemical,plants
[40] new,chemical
[36] tax,industry
[35] emails,show
[34] tried,hide

Top Word Pairs in Tweet in G4:
[260] panels,attended
[260] attended,unmasking
[260] unmasking,russian
[260] russian,hoax
[260] hoax,stealing
[260] stealing,america
[260] america,voter
[260] voter,fraud
[260] fraud,usa
[260] usa,during

Top Word Pairs in Tweet in G5:
[85] propublica,nolanews
[75] cancer,alley
[52] local,reporting
[49] reporting,network
[46] nolanews,theadvocateno
[44] chemical,plants
[39] air,cancer
[34] pewresearch,propublica
[32] nolanews,theadvocatebr
[32] toxic,air

Top Word Pairs in Tweet in G6:
[174] private,prison
[174] prison,company
[141] don,jr
[140] conference,don
[140] jr,cory
[140] cory,lewandowski
[140] lewandowski,private
[140] company,sponsorship
[140] sponsorship,course
[140] course,unknown

Top Word Pairs in Tweet in G7:
[176] industrial,pollution
[176] pollution,disproportionately
[176] disproportionately,concentrated
[176] concentrated,low
[176] low,income
[176] income,communities
[176] communities,communities
[176] communities,color
[175] ewarren,industrial
[175] color,louis

Top Word Pairs in Tweet in G8:
[120] cancer,alley
[62] finally,live
[62] live,louisiana
[62] louisiana,place
[62] place,called
[62] called,cancer
[62] alley,air
[62] air,already
[62] already,toxic
[62] toxic,cancer

Top Word Pairs in Tweet in G9:
[14] episode,next
[14] next,medical
[14] medical,debt
[14] debt,landing
[14] landing,people
[14] people,jail
[14] jail,infuriating
[13] abenedikt,episode
[5] frederick,williams'
[5] williams',family

Top Word Pairs in Tweet in G10:
[18] wnyc,propublica
[14] trump,doral
[14] conspiracy,conference
[13] runaway,medical
[13] medical,costs
[13] costs,landing
[13] landing,people
[13] people,jail
[12] doral,hosted
[12] hosted,conspiracy

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@pewresearch
@lincolnhawk331
@jay2bell
@sixthtone
@momfarts
@katiezavadski
@ivankatrump
@charlesornstein
@beecycles

Top Replied-To in G1:
@propublica
@stuntbox
@bariawilliams
@calwsportsfan
@seanghio
@beep
@hirokotabuchi
@loneprotester
@jimbaldwin123
@justthe_b

Top Replied-To in G2:
@jennycohn1
@propublica
@wendysiegelman
@pamacious
@reutersuk
@tz1969
@roryfly48410259

Top Replied-To in G4:
@lincolnhawk331
@jay2bell
@momfarts
@notafeminist76
@nolamama69
@gimmeyourtired
@alice_wilder
@thehill
@decepticoncobra
@moresocialism

Top Replied-To in G5:
@pewresearch
@propublica
@beecycles
@charlesornstein
@spj_tweets
@cronkitenews
@gordonrussell1
@mike_petroni
@cjr
@npr

Top Replied-To in G6:
@crewcrew
@dadjustsaidthat

Top Replied-To in G7:
@pocforwarren

Top Replied-To in G8:
@blakepater
@propublica

Top Replied-To in G9:
@deekuijer
@gdocnova
@gypsybels
@tburages
@eanbool
@propublica
@aclu
@nsagov
@alreporter
@greg_palast

Top Replied-To in G10:
@ivankatrump
@popularfrontco
@picklefeathers
@mattkatz00
@cflav
@swmstn2
@proust1974
@donaldjtrumpjr
@boysek
@wnyc

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@alice_wilder
@jennycohn1
@nolanews
@crewcrew
@ewarren
@jay2bell
@charlesornstein
@beecycles
@sisiwei

Top Mentioned in G1:
@propublica
@turbotax
@fairvotega
@heartfulmom
@jennycohn1
@vagaslight
@veteranprivacy
@tealtan
@calwsportsfan
@jacquelinerabe

Top Mentioned in G2:
@jennycohn1
@propublica
@jessicahuseman
@wendysiegelman
@mopeng
@brazencapital
@mattblaze
@counternotions
@gri
@matthewstoller

Top Mentioned in G3:
@edmecka
@ddavenport213
@drdockins
@hoya97
@fillagainb

Top Mentioned in G4:
@alice_wilder
@propublica
@jay2bell
@gop
@nolamama69
@lr0dil
@gimmeyourtired
@notafeminist76
@wirelessness
@lola_patty

Top Mentioned in G5:
@propublica
@nolanews
@charlesornstein
@beecycles
@kenwardjr
@theadvocateno
@theadvocatebr
@lyllayounes
@hearst
@cronkitenews

Top Mentioned in G6:
@crewcrew
@propublica
@jennycohn1
@alice_wilder
@flwrpwr1969
@ewarren
@lyllayounes
@nolanews

Top Mentioned in G7:
@ewarren
@propublica
@jennycohn1
@amziqureshi
@pocforwarren
@crewcrew
@a_l
@charlesornstein

Top Mentioned in G8:
@sisiwei
@blakepater
@propublica
@cultexpert
@crewcrew
@lyllayounes
@a_l
@clairelyperlman
@jennycohn1
@ariana_tobin

Top Mentioned in G9:
@abenedikt
@propublica
@aclu
@pamelacolloff
@maddow
@jennycohn1
@guardian
@latimes
@dcexaminer
@thenation

Top Mentioned in G10:
@propublica
@wnyc
@alice_wilder
@donaldjtrumpjr
@ericuman
@jilevin
@mattkatz00
@jake_hanrahan
@nickturse
@popularfrontco

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@tomthunkitsmind
@oldlady12345
@dichristine
@chris_1791
@cloudwanderer3
@iwd12
@aburadakos
@coopmike48
@washumom

Top Tweeters in G1:
@bkindngood
@foggybottomgal
@russelltim151
@threadreaderapp
@kenkircher1
@b140tweet
@kimvie
@micjojd
@richsimmondsza
@joni_looking

Top Tweeters in G2:
@oldlady12345
@iwd12
@washumom
@manmet80
@drdaveanddee
@stockguy61
@astwisa
@juandeitalia
@lovetogive2
@mayirmamay14

Top Tweeters in G3:
@occuworld
@chris_1791
@coopmike48
@schestowitz
@pops131
@followthatband
@dykstradame
@tallyannae
@knittingknots
@macbeestje

Top Tweeters in G4:
@bannerite
@inspiteoftrump
@britpoptarts
@thehill
@politicalbee
@wildwillow65
@benstancliff
@hijcp
@betterw05759703
@jeannie_hartley

Top Tweeters in G5:
@paxnostrum
@donotgiveuphope
@marthalynneowe1
@lehigh389
@caravaggio12
@jali_cat
@donnathorson
@nolanews
@sparrowontheeye
@nypost

Top Tweeters in G6:
@thereal_rebel
@ggg_says
@metaquest
@purplegarter1
@reevynap
@linda1746
@jcr914
@burnettcynthia
@maryalicebisho2
@genghisgalahad2

Top Tweeters in G7:
@aburadakos
@phillip92321
@loulachat
@penndragonart
@vernapolitics
@ambitiousfree
@merlingyr
@johnnydee62
@jersey_craig
@vespasian91

Top Tweeters in G8:
@dichristine
@mel_storni
@jjmplsmn
@deathtocrazy
@wendyverran
@now_justice
@aplebeianlife
@wendytherealtor
@actuallyanansi
@kaysey17

Top Tweeters in G9:
@businessinsider
@guardian
@business
@reuters
@dcexaminer
@politico
@cnbc
@nayasala
@smp0312
@charles_gaba

Top Tweeters in G10:
@jilevin
@pollsstar
@amb0306
@evcoc54
@bofflespoffle
@alittlebitroyal
@yurithomas99
@feddiup
@delunavintage
@xcntrik


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