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Propublica_2020-11-20_05-50-07.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 21, 2020
Short Description:
Propublica via NodeXL https://bit.ly/3nK3QfR
@propublica
@jessicahuseman
@bgrueskin
@kylegriffin1
@alexkotch
@joyannreid
@thiccofitall
@msanchezmia
@tmorman
@charlesornstein

Top hashtags:
#smartnews
#frivolouslawsuits
#covid_19
#wearamask
#staysafe
#accessible

Description:
Description
The graph represents a network of 7,177 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, 20 November 2020 at 14:05 UTC.

The requested start date was Friday, 20 November 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 2-day, 22-hour, 29-minute period from Tuesday, 17 November 2020 at 02:26 UTC to Friday, 20 November 2020 at 00:55 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 : 7177
Unique Edges : 4062
Edges With Duplicates : 12288
Total Edges : 16350
Number of Edge Types : 5
Retweet : 5728
MentionsInRetweet : 7602
Tweet : 1281
Replies to : 515
Mentions : 1224
Self-Loops : 1292
Reciprocated Vertex Pair Ratio : 0.00476839237057221
Reciprocated Edge Ratio : 0.00949152542372881
Connected Components : 950
Single-Vertex Connected Components : 691
Maximum Vertices in a Connected Component : 5565
Maximum Edges in a Connected Component : 14122
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.934683
Graph Density : 0.000171837479723177
Modularity : 0.48153
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 7,177 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, 20 November 2020 at 14:05 UTC.

The requested start date was Friday, 20 November 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 2-day, 22-hour, 29-minute period from Tuesday, 17 November 2020 at 02:26 UTC to Friday, 20 November 2020 at 00:55 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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[831] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election
[130] https://www.propublica.org/article/inside-the-lives-of-immigrant-teens-working-dangerous-night-shifts-in-suburban-factories
[128] https://www.propublica.org/article/rapid-testing-is-less-accurate-than-the-government-wants-to-admit
[115] https://www.propublica.org/article/the-trump-campaign-cant-find-a-judge-who-will-ignore-facts-but-its-trying
[43] https://www.propublica.org/article/junior-staffer-says-top-alaska-official-told-her-to-keep-allegations-of-misconduct-secret
[42] https://www.propublica.org/article/trumps-new-spy-chief-used-to-work-for-a-foreign-politician-the-us-accused-of-corruption
[39] https://www.propublica.org/article/oceanfront-property-tied-to-obama-granted-exemption-from-hawaiis-environmental-laws
[35] https://www.propublica.org/article/trump-won-florida-after-running-a-false-ad-tying-biden-to-venezuelan-socialists
[25] https://twitter.com/propublica/status/1329009846725849090
[24] https://www.propublica.org/article/the-enraging-deja-vu-of-a-third-coronavirus-wave

Top URLs in Tweet in G1:
[32] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election
[8] https://www.propublica.org/article/inside-the-lives-of-immigrant-teens-working-dangerous-night-shifts-in-suburban-factories
[6] https://www.propublica.org/article/junior-staffer-says-top-alaska-official-told-her-to-keep-allegations-of-misconduct-secret
[5] https://www.propublica.org/article/rapid-testing-is-less-accurate-than-the-government-wants-to-admit
[5] https://nytv.to/ZMo97
[3] https://trib.al/YZBizNi
[3] https://twitter.com/propublica/status/1329009846725849090
[3] https://twitter.com/propublica/status/1329337555473592321
[2] https://www.fastcoexist.com/3051326/the-average-american-worker-earns-less-today-than-40-years-ago
[2] https://www.propublica.org/article/climate-change-will-make-parts-of-the-u-s-uninhabitable-americans-are-still-moving-there

Top URLs in Tweet in G2:
[88] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election
[2] https://twitter.com/karl_jones/status/1329053502425935873
[2] https://www.propublica.org/article/rapid-testing-is-less-accurate-than-the-government-wants-to-admit
[2] https://twitter.com/propublica/status/1329009846725849090
[1] https://twitter.com/i/web/status/1329587619437621248
[1] https://twitter.com/amandacarpenter/status/1329033387907149826
[1] https://twitter.com/secpompeo/status/1329020941964337152
[1] https://twitter.com/i/web/status/1329210783247556608
[1] https://twitter.com/i/web/status/1329424791275757573
[1] https://twitter.com/JessicaHuseman/status/1329014008221937664

Top URLs in Tweet in G3:
[286] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election
[50] https://www.propublica.org/article/rapid-testing-is-less-accurate-than-the-government-wants-to-admit
[37] https://www.propublica.org/article/inside-the-lives-of-immigrant-teens-working-dangerous-night-shifts-in-suburban-factories
[32] https://www.propublica.org/article/the-trump-campaign-cant-find-a-judge-who-will-ignore-facts-but-its-trying
[19] https://www.propublica.org/article/trump-won-florida-after-running-a-false-ad-tying-biden-to-venezuelan-socialists
[15] https://twitter.com/propublica/status/1329009846725849090
[15] https://www.propublica.org/article/oceanfront-property-tied-to-obama-granted-exemption-from-hawaiis-environmental-laws
[14] https://www.propublica.org/article/junior-staffer-says-top-alaska-official-told-her-to-keep-allegations-of-misconduct-secret
[11] https://www.propublica.org/article/the-enraging-deja-vu-of-a-third-coronavirus-wave
[10] https://www.propublica.org/article/inside-the-lives-of-immigrant-teens-working-dangerous-night-shifts-in-suburban-factories?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature

Top URLs in Tweet in G4:
[35] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election
[1] https://twitter.com/propublica/status/1329364421735493633
[1] https://twitter.com/propublica/status/1329246711886336001
[1] https://www.propublica.org/article/we-found-a-staggering-281-lobbyists-whove-worked-in-the-trump-administration

Top URLs in Tweet in G5:
[12] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election
[4] https://www.propublica.org/article/rapid-testing-is-less-accurate-than-the-government-wants-to-admit
[4] https://www.propublica.org/article/trump-won-florida-after-running-a-false-ad-tying-biden-to-venezuelan-socialists
[1] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[1] https://www.newsandguts.com/link/propublica-trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election/?fbclid=IwAR0S7-WX1KjP3vb3-75jNCz6lDm2LbH06VrTLi4CxrDxMsAUbTEOaScfKbE
[1] https://twitter.com/i/web/status/1329252800400789505
[1] https://www.propublica.org/article/rapid-testing-is-less-accurate-than-the-government-wants-to-admit?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=river
[1] https://www.propublica.org/article/new-data-shows-the-use-of-seclusion-and-restraint-increased-in-illinois-schools-during-the-2017-18-school-year
[1] https://www.propublica.org/article/when-it-comes-to-wall-street-preet-bharara-is-no-hero
[1] https://www.propublica.org/article/the-trump-campaign-cant-find-a-judge-who-will-ignore-facts-but-its-trying

Top URLs in Tweet in G6:
[36] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election
[24] https://www.propublica.org/article/the-trump-campaign-cant-find-a-judge-who-will-ignore-facts-but-its-trying
[5] https://projects.propublica.org/bailout/list
[3] https://www.propublica.org/article/the-market-for-voting-machines-is-broken-this-company-has-thrived-in-it
[2] https://twitter.com/propublica/status/1329337555473592321
[2] https://www.propublica.org/article/with-all-eyes-on-wisconsin-partisan-gridlock-at-state-elections-commission-frustrates-voters-and-local-officials
[2] https://www.propublica.org/article/oceanfront-property-tied-to-obama-granted-exemption-from-hawaiis-environmental-laws
[2] https://www.cnbc.com/2020/03/23/coronavirus-sec-warns-on-insider-trading-after-loeffler-sales.html
[2] https://www.propublica.org/article/the-kushners-freddie-mac-loan-wasnt-just-massive-it-came-with-unusually-good-terms-too
[2] https://twitter.com/propublica/status/1329009846725849090

Top URLs in Tweet in G7:
[1] https://www.propublica.org/article/andrew-cuomos-report-on-controversial-nursing-home-policy-for-covid-patients-prompts-more-controversy
[1] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election

Top URLs in Tweet in G8:
[3] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election
[2] https://www.propublica.org/article/junior-staffer-says-top-alaska-official-told-her-to-keep-allegations-of-misconduct-secret
[1] https://www.propublica.org/article/trump-won-florida-after-running-a-false-ad-tying-biden-to-venezuelan-socialists
[1] https://www.propublica.org/article/most-states-arent-ready-to-distribute-the-leading-covid-19-vaccine
[1] https://www.propublica.org/article/trump-is-donating-ventilators-to-countries-that-dont-need-or-cant-use-them
[1] https://www.propublica.org/article/new-data-shows-the-use-of-seclusion-and-restraint-increased-in-illinois-schools-during-the-2017-18-school-year
[1] https://twitter.com/i/web/status/1329204582518550529

Top URLs in Tweet in G9:
[8] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election
[3] https://www.propublica.org/article/kris-kobach-voter-fraud-kansas-trial
[2] https://twitter.com/propublica/status/1329109334714953733
[1] https://twitter.com/propublica/status/1329418458153541635
[1] https://www.propublica.org/article/junior-staffer-says-top-alaska-official-told-her-to-keep-allegations-of-misconduct-secret?utm_medium=social&utm_source=twitter#1014006
[1] https://twitter.com/propublica/status/1329213399130132483
[1] https://www.propublica.org/article/the-epa-refuses-to-reduce-pollutants-linked-to-coronavirus-deaths
[1] https://www.propublica.org/article/junior-staffer-says-top-alaska-official-told-her-to-keep-allegations-of-misconduct-secret/amp?__twitter_impression=true
[1] https://features.propublica.org/walking-while-black/jacksonville-pedestrian-violations-racial-profiling/

Top URLs in Tweet in G10:
[62] https://www.propublica.org/article/inside-the-lives-of-immigrant-teens-working-dangerous-night-shifts-in-suburban-factories
[5] https://www.propublica.org/article/trump-campaign-officials-started-pressuring-georgias-secretary-of-state-long-before-the-election
[5] https://www.propublica.org/article/junior-staffer-says-top-alaska-official-told-her-to-keep-allegations-of-misconduct-secret
[3] https://www.propublica.org/article/new-data-shows-the-use-of-seclusion-and-restraint-increased-in-illinois-schools-during-the-2017-18-school-year
[3] https://www.propublica.org/article/the-trump-campaign-cant-find-a-judge-who-will-ignore-facts-but-its-trying
[3] https://www.propublica.org/article/oceanfront-property-tied-to-obama-granted-exemption-from-hawaiis-environmental-laws
[2] https://twitter.com/LocalNewsIni/status/1329117682847899650
[2] https://twitter.com/propublica/status/1328386357492920321
[1] https://twitter.com/i/web/status/1329530618565242883
[1] https://twitter.com/Patrick32550701/status/1329336464468008962?s=20

Top Domains
Top Domains in Tweet in Entire Graph:
[1860] propublica.org
[435] twitter.com
[38] trib.al
[36] feedpress.com
[10] niemanlab.org
[9] propub.li
[8] epi.org
[5] nytv.to
[4] northwestern.edu
[4] apple.news

Top Domains in Tweet in G1:
[103] twitter.com
[75] propublica.org
[34] trib.al
[8] propub.li
[5] nytv.to
[2] fastcoexist.com
[2] northwestern.edu
[2] theguardian.com
[1] greatgameindia.com
[1] latimes.com

Top Domains in Tweet in G2:
[93] propublica.org
[17] twitter.com
[1] trib.al

Top Domains in Tweet in G3:
[626] propublica.org
[138] twitter.com
[7] niemanlab.org
[4] feedpress.com
[4] linkedin.com
[3] apple.news
[2] trib.al
[2] thepn.org
[1] nybooks.com
[1] nonsell.com

Top Domains in Tweet in G4:
[36] propublica.org
[2] twitter.com

Top Domains in Tweet in G5:
[25] propublica.org
[1] newsandguts.com
[1] twitter.com

Top Domains in Tweet in G6:
[95] propublica.org
[32] twitter.com
[2] cnbc.com
[2] youtube.com
[1] medium.com
[1] ssrn.com
[1] npr.org
[1] rosenbauminjuryfirm.com
[1] newsweek.com
[1] citizensforethics.org

Top Domains in Tweet in G7:
[2] propublica.org

Top Domains in Tweet in G8:
[9] propublica.org
[1] twitter.com

Top Domains in Tweet in G9:
[15] propublica.org
[4] twitter.com

Top Domains in Tweet in G10:
[87] propublica.org
[18] twitter.com
[1] trib.al
[1] propub.li

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[46] smartnews
[42] frivolouslawsuits
[15] covid_19
[14] wearamask
[14] staysafe
[13] accessible
[13] disabilities
[12] covid19
[10] inclusion
[10] pwd



Top Hashtags in Tweet in G1:
[3] geraldloebawards
[3] georgia
[2] trump
[2] electioninterference
[2] presidentelectjoebiden
[2] atraitorsayswhat
[2] concedenow
[2] peacefultransitionofpower
[1] freegrace
[1] scienceempathyfreedom

Top Hashtags in Tweet in G2:
[3] georgia
[2] gapol
[2] voteearly
[2] bradraffensperger
[2] deaththreats
[2] profilesincourage
[2] coronavirus
[1] leningradlindsey
[1] youcheated

Top Hashtags in Tweet in G3:
[38] smartnews
[5] covid19
[5] accessible
[5] disabilities
[4] inclusion
[4] pwd
[4] disabilityinclusion
[3] gopcorruptionovercountry
[3] georgia
[3] trumpcampaign

Top Hashtags in Tweet in G6:
[4] cancelstudentdebt
[2] bidenwon
[2] trumplies
[2] evangelicalsfortrump
[2] womenfortrump
[2] gop
[2] maga
[1] onetermtrump
[1] morningjoe
[1] gopvotersupression

Top Hashtags in Tweet in G9:
[2] smartnews
[1] akleg

Top Hashtags in Tweet in G10:
[1] tempworker
[1] tempwork

Top Words
Top Words in Tweet in Entire Graph:
[3947] trump
[3421] state
[2679] started
[2346] secretary
[2254] campaign
[2235] propublica
[1867] georgia
[1765] pressuring
[1447] jessicahuseman
[1436] endorse

Top Words in Tweet in G1:
[1495] propublica
[467] trump
[396] state
[315] raffensperger
[266] secretary
[249] need
[227] endorse
[208] federal
[183] campaign
[163] against

Top Words in Tweet in G2:
[1198] jessicahuseman
[1170] trump
[963] started
[930] state
[729] pressure
[717] endorse
[700] campaign's
[696] latest
[695] ga
[695] jan

Top Words in Tweet in G3:
[356] trump
[281] campaign
[269] state
[263] secretary
[256] election
[253] georgia
[251] officials
[248] before
[245] long
[244] pressuring

Top Words in Tweet in G4:
[377] trump
[376] state
[366] started
[359] georgia
[357] secretary
[352] pressuring
[335] endorse
[321] gop
[321] working
[320] refs

Top Words in Tweet in G5:
[357] trump
[354] started
[350] campaign
[350] state
[341] pressuring
[339] raffensperger
[333] secretary
[326] officials
[324] before
[323] long

Top Words in Tweet in G6:
[72] trump
[58] propublica
[54] campaign
[47] long
[46] state
[41] realdonaldtrump
[35] gop
[34] election
[33] started
[33] georgia

Top Words in Tweet in G7:
[267] alexkotch
[266] figure
[266] decent
[266] time
[266] remind
[266] folks
[266] andrew
[266] cuomo
[266] forced
[266] nursing

Top Words in Tweet in G8:
[267] trump
[265] state
[263] started
[259] officials
[259] secretary
[258] campaign
[258] pressuring
[258] georgia
[258] long
[257] before

Top Words in Tweet in G9:
[249] election
[238] dellcam
[167] official
[148] trump
[145] ga's
[145] top
[145] announced
[145] registered
[145] voter
[145] absentee

Top Words in Tweet in G10:
[86] msanchezmia
[69] state
[68] trump
[68] charlesornstein
[65] propublica
[56] started
[52] labor
[51] child
[51] secretary
[50] robertfaturechi

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2298] secretary,state
[2076] trump,campaign
[1296] campaign,officials
[1296] started,pressuring
[1294] long,before
[1285] state,long
[1280] officials,started
[1074] georgia,secretary
[1023] before,election
[924] pressuring,georgia

Top Word Pairs in Tweet in G1:
[264] secretary,state
[166] trump,campaign
[135] propublica,trump
[120] health,care
[118] care,workers
[118] workers,don
[118] don,need
[118] need,patronizing
[118] patronizing,praise
[118] praise,need

Top Word Pairs in Tweet in G2:
[700] trump,campaign's
[694] latest,trump
[694] campaign's,pressure
[694] pressure,ga
[694] ga,sec
[694] sec,state
[694] state,started
[694] started,jan
[694] jan,asked
[694] asked,endorse

Top Word Pairs in Tweet in G3:
[275] trump,campaign
[260] secretary,state
[244] campaign,officials
[242] officials,started
[242] started,pressuring
[242] state,long
[242] long,before
[242] before,election
[240] georgia,secretary
[237] pressuring,georgia

Top Word Pairs in Tweet in G4:
[357] secretary,state
[321] endorse,trump
[320] georgia,gop
[320] gop,started
[320] started,working
[320] working,refs
[320] refs,10
[320] 10,months
[320] months,ago
[320] ago,pressuring

Top Word Pairs in Tweet in G5:
[335] started,pressuring
[333] secretary,state
[327] trump,campaign
[323] campaign,officials
[323] officials,started
[323] state,long
[323] long,before
[323] before,election
[319] pressuring,georgia's
[319] georgia's,secretary

Top Word Pairs in Tweet in G6:
[50] trump,campaign
[27] started,pressuring
[27] secretary,state
[27] state,long
[27] long,before
[25] before,election
[24] pressuring,georgia
[23] campaign,officials
[23] officials,started
[21] georgia,secretary

Top Word Pairs in Tweet in G7:
[266] figure,decent
[266] decent,time
[266] time,remind
[266] remind,folks
[266] folks,andrew
[266] andrew,cuomo
[266] cuomo,forced
[266] forced,nursing
[266] nursing,homes
[266] homes,take

Top Word Pairs in Tweet in G8:
[259] secretary,state
[258] trump,campaign
[258] campaign,officials
[258] officials,started
[258] started,pressuring
[258] pressuring,georgia
[258] georgia,secretary
[258] state,long
[257] long,before
[255] tale,absolute

Top Word Pairs in Tweet in G9:
[145] ga's,top
[145] top,election
[145] election,official
[145] official,announced
[145] announced,registered
[145] registered,voter
[145] voter,absentee
[145] absentee,ballot
[145] ballot,application
[145] application,garepublicans

Top Word Pairs in Tweet in G10:
[51] secretary,state
[49] trump,campaign
[48] horrifying,details
[48] details,msanchezmia
[48] msanchezmia,exposé
[48] exposé,child
[48] child,factory
[48] factory,labor
[48] labor,america
[47] robertfaturechi,horrifying

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@realdonaldtrump
@markmobility
@wendi_c_thomas
@jessicahuseman
@stphnfwlr
@gop
@nprmelissablock
@tvietor08
@digiphile

Top Replied-To in G1:
@propublica
@markmobility
@wendi_c_thomas
@jessicahuseman
@sescoffery
@lasserith
@pmartell63_
@stphnfwlr
@seanernst
@rabbijason

Top Replied-To in G2:
@nprmelissablock
@stphnfwlr
@propublica
@jessicahuseman
@gpbnews
@andreawnyc
@yashar
@realdonaldtrump
@amandacarpenter
@eisingerj

Top Replied-To in G4:
@benkleiner

Top Replied-To in G5:
@propublica
@alvinbraggnyc
@kylegriffin1
@josmar_trujillo

Top Replied-To in G6:
@realdonaldtrump
@gop
@propublica
@hazzap08
@marcorubio
@morning_joe
@joebiden
@sebwrites
@whitehouse
@projectlincoln

Top Replied-To in G7:
@alexkotch

Top Replied-To in G8:
@firej555

Top Replied-To in G10:
@robertfaturechi
@daffodilaltan
@perla_trevizo
@elpais_america
@msanchezmia
@animalmemorial
@nywolforg
@markjacob16
@govmurphy
@jsmithrichards

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@jessicahuseman
@bgrueskin
@kylegriffin1
@alexkotch
@dellcam
@joyannreid
@gasecofstate
@amandacarpenter
@garepublicans

Top Mentioned in G1:
@propublica
@lindseygrahamsc
@washingtonpost
@markmobility
@jessicahuseman
@stphnfwlr
@mlk50memphis
@wendi_c_thomas
@jackgillum
@kylehopkinsak

Top Mentioned in G2:
@jessicahuseman
@gasecofstate
@amandacarpenter
@propublica
@mikespiesnyc
@nprmelissablock
@timkephart33
@stphnfwlr
@dellcam
@bgrueskin

Top Mentioned in G3:
@ceesally
@dyannleroy
@taizun_tapia
@karencbeal1

Top Mentioned in G4:
@bgrueskin
@ajvicens
@jessicahuseman
@propublica
@dellcam
@firefly909
@mattholt33
@jaketapper

Top Mentioned in G5:
@kylegriffin1
@jessicahuseman
@propublica
@essenviews
@jjsmokkieboy57
@bgrueskin
@kathrynw5
@malinablue
@alvinbraggnyc
@timinhonolulu

Top Mentioned in G6:
@propublica
@gop
@realdonaldtrump
@clancyreports
@borzou
@nytimes
@cnn
@washingtonpost
@ap
@jessicahuseman

Top Mentioned in G7:
@alexkotch
@tmorman
@bgrueskin

Top Mentioned in G8:
@joyannreid
@propublica
@jessicahuseman
@buddy_dek
@funder
@dennisp101155
@charlesmblow

Top Mentioned in G9:
@dellcam
@garepublicans
@jessicahuseman
@bulldoghill
@propublica
@wormeguy
@reportertopher
@conarck
@leavecrosscheck
@kylegriffin1

Top Mentioned in G10:
@msanchezmia
@charlesornstein
@propublica
@robertfaturechi
@jessicahuseman
@chalkbeat
@opencampusmedia
@jsmithrichards
@localnewsini

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@barntiques859
@dichristine
@jojokejohn
@threadreaderapp
@solutioneer72
@cloudwanderer3
@1denmadrid
@phillip92321
@gottalaff

Top Tweeters in G1:
@dichristine
@1denmadrid
@cheezwitham
@russelltim151
@pollsstar
@ungubunugu1274
@sophialamar1
@teram323tere
@fleming77
@tadrow

Top Tweeters in G2:
@gottalaff
@kenkircher1
@rosenchild
@jjj5819
@_silversmith
@ecclesias
@carlyinnj
@castonchris
@tigerbeat
@gwydion620

Top Tweeters in G3:
@backstorymom1
@meidas_damon
@miss_placed_
@mapocoloco
@drpatfarrell
@deesbarbara
@teetweetshere
@joanpennnative
@kat223
@macbeestje

Top Tweeters in G4:
@argojournal
@debrob1947
@ncfarmer321
@bobsarmymom
@feinberg_linda
@beth4158
@isa97
@howyofwi
@mavisgary
@sundene

Top Tweeters in G5:
@rachel_mcrea
@fight4freedom72
@micjojd
@stacymichelleb
@young_maymay
@dazyjane410
@lonegamer78
@rosierifka
@binderfaith1
@bethlevin

Top Tweeters in G6:
@missb62
@barntiques859
@thehill
@ntelevisa_com
@guardian
@reuters
@bostonglobe
@skynews
@reforma
@foxnews

Top Tweeters in G7:
@bernieupstateny
@trump417
@zardoz420wpn
@solon594bce
@stewartsmithtwt
@robbychu
@ofthedirewolves
@wydmindfeersart
@digitalmeowmix
@tampabaybucsfan

Top Tweeters in G8:
@thereal_rebel
@padakitty
@justwhatnowwhy
@pauldramone
@notcomey
@msochubbard
@deeloralei
@glangendorf01
@theriverwanders
@sevenbowie

Top Tweeters in G9:
@ligayaloyola
@1loriking
@kiaspeaks
@patta47cake
@profsunnysingh
@stevekoehler22
@reignofapril
@asteris
@bulldoghill
@dunnclan

Top Tweeters in G10:
@vedehimajumdar
@el_pais
@kath2252
@cnbsnana
@deathtocrazy
@familygrowing1
@profesortbaker
@robertloerzel
@lauriespoon
@hollaka_hollala