Propublica, Twitter, 11/2/2019 6:32:41 AM, 215031
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Propublica_2019-11-01_23-16-17.xlsx
Propublica_2019-11-01_23-16-17.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
November 02, 2019
Short Description:
Propublica via NodeXL http://bit.ly/34mMBrh
@propublica
@alice_wilder
@jennycohn1
@ewarren
@crewcrew
@ericliptonnyt
@charlesornstein
@realdonaldtrump
@sisiwei
@bayougeauxreal1

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

Description:
Description
The graph represents a network of 4,602 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 Saturday, 02 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, 4-hour, 13-minute period from Wednesday, 30 October 2019 at 19:47 UTC to Friday, 01 November 2019 at 00:00 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 : 4602
Unique Edges : 6338
Edges With Duplicates : 2152
Total Edges : 8490
Number of Edge Types : 3
Mentions : 7215
Replies to : 489
Tweet : 786
Self-Loops : 786
Reciprocated Vertex Pair Ratio : 0.0109090909090909
Reciprocated Edge Ratio : 0.0215827338129496
Connected Components : 536
Single-Vertex Connected Components : 351
Maximum Vertices in a Connected Component : 3680
Maximum Edges in a Connected Component : 7430
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.638903
Graph Density : 0.000301976943016658
Modularity : 0.630575
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,602 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 Saturday, 02 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, 4-hour, 13-minute period from Wednesday, 30 October 2019 at 19:47 UTC to Friday, 01 November 2019 at 00:00 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:
[127] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[98] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse
[76] https://projects.propublica.org/louisiana-toxic-air/
[50] https://www.propublica.org/article/the-ransomware-superhero-of-normal-illinois
[37] https://www.propublica.org/article/trump-inc-podcast-american-priority-conference-trump-national-doral-miami
[33] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse?utm_source=STAT+Newsletters&utm_campaign=0952e1e5ec-MR_COPY_02&utm_medium=email&utm_term=0_8cab1d7961-0952e1e5ec-151843221
[33] https://slate.com/podcasts/what-next/2019/10/what-next-and-lizzie-presser-of-propublica-on-the-harsh-consequences-of-medical-debt?via=rss_socialflow_twitter
[32] https://www.propublica.org/article/how-a-tax-break-to-help-the-poor-went-to-nba-owner-dan-gilbert
[29] https://www.propublica.org/article/ive-investigated-industrial-pollution-for-35-years-were-going-backwards
[27] https://www.propublica.org/article/why-louisianas-air-quality-is-going-from-bad-to-worse-in-3-charts

Top URLs in Tweet in G1:
[14] 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
[10] 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
[8] https://www.propublica.org/article/the-ransomware-superhero-of-normal-illinois
[7] https://www.propublica.org/article/the-ransomware-superhero-of-normal-illinois?utm_content=buffere49b7&utm_medium=social&utm_source=facebook&utm_campaign=buffer#169844
[6] https://www.propublica.org/article/meet-propublicas-latest-emerging-reporters-2019?utm_content=bufferdcd4e&utm_medium=social&utm_source=twitter&utm_campaign=buffer#170416
[4] 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
[4] https://twitter.com/charlesornstein/status/1189628348907044867
[4] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[4] https://projects.propublica.org/louisiana-toxic-air/
[4] https://www.victoriaadvocate.com/news/government/vicki-vogel-resigns-as-victoria-county-elections-administrator/article_b89587c0-2e64-11e9-bad2-b7a718c9c527.html

Top URLs in Tweet in G2:
[10] https://www.propublica.org/article/trump-inc-podcast-listen-to-conference-goers-at-trump-resort-chant-for-war
[3] https://www.propublica.org/article/end-of-life-care-laws-were-supposed-to-help-new-yorkers-they-dont-always-work
[3] https://twitter.com/ProPublica/status/967066575303004160
[2] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[1] https://twitter.com/i/web/status/1189742675815288834
[1] https://twitter.com/i/web/status/1189738470350184448
[1] https://twitter.com/i/web/status/1189739837047353344
[1] https://www.facebook.com/propublica/posts/
[1] https://twitter.com/i/web/status/1190021371746799618
[1] https://www.propublica.org/article/trump-inc-podcast-american-priority-conference-trump-national-doral-miami

Top URLs in Tweet in G3:
[44] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse
[36] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[31] https://projects.propublica.org/louisiana-toxic-air/
[25] https://www.propublica.org/article/the-ransomware-superhero-of-normal-illinois
[15] https://www.propublica.org/article/why-louisianas-air-quality-is-going-from-bad-to-worse-in-3-charts
[14] https://www.propublica.org/article/trump-inc-podcast-listen-to-conference-goers-at-trump-resort-chant-for-war
[11] https://www.propublica.org/article/trump-inc-podcast-american-priority-conference-trump-national-doral-miami
[11] https://www.propublica.org/article/the-irs-tried-to-hide-emails-that-show-tax-industry-influence-over-free-file-program
[10] https://twitter.com/propublica/status/1189731236056633344
[9] https://www.propublica.org/article/ive-investigated-industrial-pollution-for-35-years-were-going-backwards

Top URLs in Tweet in G4:
[18] https://projects.propublica.org/louisiana-toxic-air/
[13] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse
[8] https://projects.propublica.org/louisiana-toxic-air/?source=advocate
[6] https://www.propublica.org/article/why-louisianas-air-quality-is-going-from-bad-to-worse-in-3-charts
[5] https://twitter.com/charlesornstein/status/1189628348907044867
[4] https://www.propublica.org/article/ive-investigated-industrial-pollution-for-35-years-were-going-backwards
[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://www.nola.com/news/environment/article_49fe4540-f74a-11e9-8d20-eb0f97323b91.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[2] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[2] https://www.nola.com/news/environment/article_49fe4540-f74a-11e9-8d20-eb0f97323b91.html

Top URLs in Tweet in G5:
[14] https://www.democracyfund.org/portfolio/entry/propublica
[9] 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
[1] https://twitter.com/i/web/status/1189407923497140224
[1] https://twitter.com/jennycohn1/status/1189573510101749760
[1] https://twitter.com/i/web/status/1189341376087019521
[1] https://twitter.com/i/web/status/1189392619572326400

Top URLs in Tweet in G6:
[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
[1] https://www.propublica.org/article/how-teach-for-america-evolved-into-an-arm-of-the-charter-school-movement
[1] https://features.propublica.org/medical-debt/when-medical-debt-collectors-decide-who-gets-arrested-coffeyville-kansas/

Top URLs in Tweet in G7:
[2] https://www.propublica.org/article/trump-inc-podcast-american-priority-conference-trump-national-doral-miami
[1] https://projects.propublica.org/represent/members/M001183-joe-manchin-iii/compare-votes/S000033-bernard-sanders/115
[1] https://projects.propublica.org/represent/members/M001183-joe-manchin-iii/compare-votes/M000355-mitch-mcconnell/115
[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 G8:
[10] https://www.propublica.org/article/employers-used-facebook-to-keep-women-and-older-workers-from-seeing-job-ads-the-federal-government-thinks-thats-illegal
[10] https://www.propublica.org/article/the-market-for-voting-machines-is-broken-this-company-has-thrived-in-it
[8] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[5] https://www.propublica.org/article/trump-inc-podcast-never-before-seen-trump-tax-documents-show-major-inconsistencies
[3] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse
[3] https://projects.propublica.org/trump-town/staffers/ivanka-trump
[2] https://projects.propublica.org/represent/statements/impeachments
[2] https://projects.propublica.org/politwoops/tweet/1189775976441376768
[2] https://projects.propublica.org/politwoops/tweet/1189867065278115844
[2] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/

Top URLs in Tweet in G9:
[15] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[10] https://slate.com/podcasts/what-next/2019/10/what-next-and-lizzie-presser-of-propublica-on-the-harsh-consequences-of-medical-debt?via=rss
[2] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse
[1] https://www.propublica.org/article/trump-inc-podcast-american-priority-conference-trump-national-doral-miami
[1] https://www.propublica.org/article/meet-propublicas-latest-emerging-reporters-2019?utm_content=bufferdcd4e&utm_medium=social&utm_source=twitter&utm_campaign=buffer#170416
[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://www.propublica.org/article/meet-propublicas-latest-emerging-reporters-2019?utm_content=bufferc2a4e&utm_medium=social&utm_source=twitter&utm_campaign=buffer#170416
[1] https://twitter.com/propublica/status/1189896309085548545
[1] https://projects.propublica.org/louisiana-toxic-air/
[1] https://www.propublica.org/series/trashed

Top URLs in Tweet in G10:
[17] https://www.propublica.org/article/how-a-tax-break-to-help-the-poor-went-to-nba-owner-dan-gilbert
[2] https://features.propublica.org/wrong-goodbye/mistaken-identity-end-of-life-decision-family-support-frederick-williams-raheme-perry/
[1] https://twitter.com/i/web/status/1189998319734579208
[1] https://twitter.com/i/web/status/1189998811944538113
[1] https://wwnorton.com/books/9781324001874
[1] https://www.scribd.com/document/432904474/OZ-IG-Final-Letter

Top Domains
Top Domains in Tweet in Entire Graph:
[1126] propublica.org
[474] twitter.com
[46] slate.com
[16] democracyfund.org
[13] propub.li
[12] apple.news
[7] ycombinator.com
[7] nola.com
[6] townhall.com
[6] gritpost.com

Top Domains in Tweet in G1:
[104] propublica.org
[88] twitter.com
[13] propub.li
[4] victoriaadvocate.com
[2] thenewpress.com
[2] malwarehunterteam.com
[1] iwaponline.com
[1] oregonlive.com
[1] illinois.edu
[1] democracyfund.org

Top Domains in Tweet in G2:
[55] twitter.com
[19] propublica.org
[2] cornell.edu
[1] facebook.com
[1] youtube.com

Top Domains in Tweet in G3:
[327] propublica.org
[88] twitter.com
[9] apple.news
[6] townhall.com
[3] ycombinator.com
[1] techmeme.com
[1] cnbc.com
[1] homehealthcarenews.com
[1] getpocket.com
[1] dailykos.com

Top Domains in Tweet in G4:
[61] propublica.org
[49] twitter.com
[7] nola.com
[4] motherjones.com
[2] bit.ly
[1] buff.ly
[1] democracyfund.org
[1] victoriaadvocate.com
[1] forms.fm
[1] wordpress.com

Top Domains in Tweet in G5:
[20] twitter.com
[14] democracyfund.org
[11] propublica.org
[6] gritpost.com

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

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

Top Domains in Tweet in G8:
[61] propublica.org
[17] twitter.com
[2] redef.com

Top Domains in Tweet in G9:
[25] propublica.org
[10] slate.com
[4] twitter.com
[1] longreads.com

Top Domains in Tweet in G10:
[19] propublica.org
[2] twitter.com
[1] wwnorton.com
[1] scribd.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[24] trump
[18] 1619project
[13] timespicayune
[12] ransomware
[10] louisiana
[8] smartnews
[8] pollution
[7] bioethics
[6] medicaid
[6] hero



Top Hashtags in Tweet in G1:
[7] bioethics
[4] ransomware
[4] hero
[3] medicaid
[3] id
[2] louisiana
[2] pollution
[2] moscowmitch
[2] blockchaintechnology
[1] cancer

Top Hashtags in Tweet in G2:
[2] trumpinc

Top Hashtags in Tweet in G3:
[8] louisiana
[6] smartnews
[4] pollution
[4] ransomware
[2] hero
[2] airquality
[2] worse
[2] cancer
[2] chemical
[2] polluted

Top Hashtags in Tweet in G4:
[13] timespicayune
[2] factsmatter
[2] trump
[2] tillerson
[1] environmentaljustice
[1] journalism
[1] americas
[1] slavery
[1] winning
[1] batonrouge

Top Hashtags in Tweet in G8:
[3] trumptowers
[3] s
[2] quidproquo
[2] trump
[2] trumpliesmatter
[1] impeachtrump
[1] impeachment
[1] maga

Top Hashtags in Tweet in G9:
[2] rt

Top Hashtags in Tweet in G10:
[2] opportunityzone

Top Words
Top Words in Tweet in Entire Graph:
[2408] Words in Sentiment List#1: Positive
[5330] Words in Sentiment List#2: Negative
[43] Words in Sentiment List#3: Angry/Violent
[97471] Non-categorized Words
[105209] Total Words
[1933] propublica
[1093] s
[727] new
[637] communities
[562] cancer

Top Words in Tweet in G1:
[865] propublica
[345] s
[253] audited
[246] new
[138] 2015
[132] irs
[132] map
[128] gets
[126] shows
[126] notice

Top Words in Tweet in G2:
[438] alice_wilder
[285] during
[284] russian
[283] panels
[283] attended
[283] unmasking
[283] hoax
[283] stealing
[283] america
[283] voter

Top Words in Tweet in G3:
[84] propublica
[84] s
[57] air
[55] cancer
[53] worse
[52] new
[51] alley
[49] trump
[43] toxic
[41] welcome

Top Words in Tweet in G4:
[225] propublica
[177] nolanews
[156] cancer
[148] new
[144] alley
[124] air
[116] charlesornstein
[98] toxic
[95] louisiana
[85] theadvocateno

Top Words in Tweet in G5:
[350] jennycohn1
[295] voting
[291] re
[290] 1
[286] finally
[286] 5
[286] years
[286] asking
[286] omit
[286] concerns

Top Words in Tweet in G6:
[508] communities
[253] ewarren
[253] industrial
[253] pollution
[253] disproportionately
[253] concentrated
[253] low
[253] income
[253] color
[252] louis

Top Words in Tweet in G7:
[183] crewcrew
[179] conference
[179] private
[179] prison
[179] company
[146] don
[144] jr
[143] cory
[143] lewandowski
[143] sponsorship

Top Words in Tweet in G8:
[62] s
[60] voting
[49] realdonaldtrump
[42] propublica
[32] machine
[31] pp_represent
[28] market
[25] vote
[23] impeachment
[23] 2

Top Words in Tweet in G9:
[48] life
[48] support
[48] out
[46] kierafeldman
[45] city
[45] industry
[44] big
[44] trash
[44] news
[44] nyc

Top Words in Tweet in G10:
[174] rep
[103] ericliptonnyt
[88] cory
[87] new
[87] sen
[87] booker
[87] ron
[87] kind
[87] emanuel
[87] cleaver

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[382] cancer,alley
[311] 1,5
[311] 5,years
[311] years,asking
[311] omit,concerns
[311] concerns,re
[307] voter,fraud
[307] fraud,usa
[306] panels,attended
[306] attended,unmasking

Top Word Pairs in Tweet in G1:
[126] propublica,new
[126] map,shows
[126] shows,gets
[126] gets,audited
[126] audited,irs
[126] irs,notice
[126] notice,trends
[126] trends,2012
[126] 2012,2015
[126] 2015,heavily

Top Word Pairs in Tweet in G2:
[283] panels,attended
[283] attended,unmasking
[283] unmasking,russian
[283] russian,hoax
[283] hoax,stealing
[283] stealing,america
[283] america,voter
[283] voter,fraud
[283] fraud,usa
[283] usa,during

Top Word Pairs in Tweet in G3:
[49] cancer,alley
[41] toxic,air
[40] welcome,cancer
[40] alley,toxic
[40] air,worse
[36] chemical,plants
[35] new,chemical
[28] area,country
[28] country,massive
[28] massive,new

Top Word Pairs in Tweet in G4:
[132] cancer,alley
[69] toxic,air
[53] nolanews,theadvocateno
[43] propublica,nolanews
[41] welcome,cancer
[41] start,finish
[41] finish,2
[41] 2,page
[41] page,spread
[41] spread,louisiana's

Top Word Pairs in Tweet in G5:
[286] 1,5
[286] 5,years
[286] years,asking
[286] omit,concerns
[286] concerns,re
[189] voting,equipment
[188] ty,finally
[188] finally,reporting
[188] reporting,1
[188] asking,u

Top Word Pairs in Tweet in G6:
[253] industrial,pollution
[253] pollution,disproportionately
[253] disproportionately,concentrated
[253] concentrated,low
[253] low,income
[253] income,communities
[253] communities,communities
[253] communities,color
[252] ewarren,industrial
[252] color,louis

Top Word Pairs in Tweet in G7:
[179] private,prison
[179] prison,company
[144] don,jr
[143] conference,don
[143] jr,cory
[143] cory,lewandowski
[143] lewandowski,private
[143] company,sponsorship
[143] sponsorship,course
[143] course,unknown

Top Word Pairs in Tweet in G8:
[32] voting,machine
[22] machine,market
[21] house,232
[21] 232,196
[21] 196,vote
[21] vote,establishing
[21] establishing,rules
[21] rules,impeachment
[21] impeachment,inquiry
[21] inquiry,realdonaldtrump

Top Word Pairs in Tweet in G9:
[48] life,support
[44] big,trash
[44] trash,news
[44] news,out
[44] out,nyc
[44] nyc,city
[44] city,council
[44] council,passed
[44] passed,zoning
[44] zoning,legislation

Top Word Pairs in Tweet in G10:
[87] new,sen
[87] booker,rep
[87] rep,ron
[87] ron,kind
[87] rep,emanuel
[87] emanuel,cleaver
[87] key,dems
[87] dems,opportunity
[87] opportunity,zone
[87] zone,effort

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@lincolnhawk331
@momfarts
@sixthtone
@jay2bell
@pewresearch
@ivankatrump
@katiezavadski
@charlesornstein
@notafeminist76

Top Replied-To in G1:
@propublica
@seanghio
@demonslay335
@beep
@loneprotester
@justthe_b
@k3vk4
@nomiprins
@charlesornstein
@ignatousl

Top Replied-To in G2:
@lincolnhawk331
@momfarts
@jay2bell
@notafeminist76
@nolamama69
@gimmeyourtired
@popularfrontco
@alice_wilder
@mattkatz00
@decepticoncobra

Top Replied-To in G4:
@propublica
@charlesornstein
@beecycles
@nolanews
@mike_petroni
@calwsportsfan
@brownjen
@theadvocateno
@lyllayounes
@nicolewhaat

Top Replied-To in G5:
@propublica
@jennycohn1
@wendysiegelman
@pamacious
@reutersuk

Top Replied-To in G6:
@pocforwarren
@carolburris

Top Replied-To in G7:
@crewcrew
@nyhcmaven84
@dadjustsaidthat

Top Replied-To in G8:
@ivankatrump
@pp_represent
@picklefeathers
@propublica
@eddierispone
@realdonaldtrump
@revnimshi
@elizabethcrisp
@lark2rule
@pamkeithfl

Top Replied-To in G9:
@thejoesexton
@shaunking

Top Replied-To in G10:
@jessedrucker
@lydsoneal

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@alice_wilder
@jennycohn1
@ewarren
@nolanews
@crewcrew
@ericliptonnyt
@jay2bell
@charlesornstein
@theadvocateno

Top Mentioned in G1:
@propublica
@fairvotega
@heartfulmom
@jacquelinerabe
@demonslay335
@senschumer
@renee_dudley
@cia
@fbi
@speakerpelosi

Top Mentioned in G2:
@alice_wilder
@propublica
@jay2bell
@gop
@nolamama69
@lr0dil
@mattkatz00
@wnyc
@jake_hanrahan
@popularfrontco

Top Mentioned in G3:
@edmecka
@ddavenport213
@drdockins
@ducktalesw00h00
@hoya97
@fillagainb

Top Mentioned in G4:
@propublica
@nolanews
@charlesornstein
@theadvocateno
@beecycles
@lyllayounes
@nolagraphicsguy
@a_l
@theadv
@theadvocatebr

Top Mentioned in G5:
@jennycohn1
@propublica
@mopeng
@brazencapital
@wendysiegelman
@gri
@alice_wilder
@electoralcommuk
@democracyfund
@okpolicy

Top Mentioned in G6:
@ewarren
@propublica
@jennycohn1
@berniesanders
@amziqureshi
@pocforwarren
@a_l
@charlesornstein
@marla_kilfoyle
@davidsirota

Top Mentioned in G7:
@crewcrew
@propublica
@clarknt67
@jennycohn1
@alice_wilder
@flwrpwr1969
@ewarren
@lyllayounes
@nolanews

Top Mentioned in G8:
@realdonaldtrump
@propublica
@pp_represent
@jessicahuseman
@ivankatrump
@dreammapper
@ariana_tobin
@mattblaze
@jennycohn1
@donaldjtrumpjr

Top Mentioned in G9:
@kierafeldman
@pamelacolloff
@thejoesexton
@propublica
@jilevin
@nateschweber
@davidmcswane
@charlesornstein
@ericuman
@sisiwei

Top Mentioned in G10:
@ericliptonnyt
@jessedrucker
@propublica
@corybooker
@repcleaver
@repronkind
@ustreasury
@crewcrew
@jennycohn1
@nytimes

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@missb62
@tomthunkitsmind
@oldlady12345
@dichristine
@chris_1791
@1denmadrid
@iwd12
@aburadakos
@washumom

Top Tweeters in G1:
@russelltim151
@threadreaderapp
@b140tweet
@shalisa_renee
@kimvie
@samhainnight
@micjojd
@wise_diva
@joni_looking
@amadii

Top Tweeters in G2:
@bannerite
@inspiteoftrump
@britpoptarts
@menabster
@politicalbee
@benstancliff
@hijcp
@betterw05759703
@jeannie_hartley
@teram323tere

Top Tweeters in G3:
@occuworld
@chris_1791
@schestowitz
@pops131
@drpatfarrell
@followthatband
@dykstradame
@macbeestje
@nobiggovduh
@akwyz

Top Tweeters in G4:
@kenkircher1
@donotgiveuphope
@marthalynneowe1
@caravaggio12
@mymimisthebest
@nolanews
@sparrowontheeye
@chloepoliticat
@cangal_39
@skooks

Top Tweeters in G5:
@oldlady12345
@iwd12
@washumom
@manmet80
@astwisa
@juandeitalia
@lovetogive2
@mayirmamay14
@morgfair
@mlczone

Top Tweeters in G6:
@aburadakos
@phillip92321
@damonbethea1
@costeslioneler
@loulachat
@penndragonart
@gwydion620
@vernapolitics
@ambitiousfree
@merlingyr

Top Tweeters in G7:
@thereal_rebel
@ggg_says
@metaquest
@purplegarter1
@reevynap
@linda1746
@jcr914
@burnettcynthia
@maryalicebisho2
@genghisgalahad2

Top Tweeters in G8:
@bkindngood
@rolandsmartin
@sexygirl798
@tigerbeat
@jjmplsmn
@mediaredef
@ellis_texas
@ericgeller
@tahfromslc
@wendytherealtor

Top Tweeters in G9:
@jilevin
@lisakbromley
@christineiam
@deathtocrazy
@pradeeppenumadu
@csilberman70
@drseid
@delunavintage
@crhemanth
@srubenfeld

Top Tweeters in G10:
@missb62
@sddphoto
@jjj5819
@raypride
@hesiod2k11
@jersey_craig
@corinneam
@laurawalkerkc
@wolf_six
@mvgal92691


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