Propublica, Twitter, 10/23/2020 1:08:20 PM, 238566
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Propublica_2020-10-23_05-35-12.xlsx
Propublica_2020-10-23_05-35-12.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
October 23, 2020
Short Description:
Propublica via NodeXL https://bit.ly/2TjKr8u
@propublica
@waltshaub
@moizsyed
@realdonaldtrump
@charlesornstein
@therealhoarse
@darlin
@riotwomennn
@thetnholler
@oust451

Top hashtags:
#smartnews
#psp
#covid19
#fecfilingday
#corruption
#coronavirus

Description:
Description
The graph represents a network of 7,454 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, 23 October 2020 at 12:45 UTC.

The requested start date was Friday, 23 October 2020 at 00:01 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, 2-hour, 47-minute period from Tuesday, 20 October 2020 at 21:13 UTC to Friday, 23 October 2020 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 : 7454
Unique Edges : 4368
Edges With Duplicates : 12293
Total Edges : 16661
Number of Edge Types : 5
Tweet : 1130
Retweet : 5497
MentionsInRetweet : 7144
Replies to : 976
Mentions : 1914
Self-Loops : 1150
Reciprocated Vertex Pair Ratio : 0.00518592077678473
Reciprocated Edge Ratio : 0.0103183315038419
Connected Components : 940
Single-Vertex Connected Components : 622
Maximum Vertices in a Connected Component : 5808
Maximum Edges in a Connected Component : 14546
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.644932
Graph Density : 0.000163982637496742
Modularity : 0.469186
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 7,454 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, 23 October 2020 at 12:45 UTC.

The requested start date was Friday, 23 October 2020 at 00:01 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, 2-hour, 47-minute period from Tuesday, 20 October 2020 at 21:13 UTC to Friday, 23 October 2020 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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[518] https://twitter.com/propublica/status/1319084146053042181
[144] https://www.propublica.org/article/the-epa-refuses-to-reduce-pollutants-linked-to-coronavirus-deaths
[119] https://trib.al/vEYRNYO
[108] https://www.propublica.org/article/pennsylvanias-new-vote-by-mail-law-expands-access-for-everyone-except-the-poor
[105] https://twitter.com/propublica/status/1319380997356605440
[91] https://projects.propublica.org/graphics/lgbtq-rights-rollback
[67] https://www.propublica.org/article/political-and-taxpayer-spending-at-trump-properties-16-1-million
[65] https://www.propublica.org/article/the-fed-saved-the-economy-but-is-threatening-trillions-of-dollars-worth-of-middle-class-retirement
[59] https://www.propublica.org/article/trumpcare-does-not-exist-nevertheless-facebook-and-google-cash-in-on-misleading-ads-for-garbage-health-insurance
[52] https://trib.al/7HkwzSE

Top URLs in Tweet in G1:
[48] https://trib.al/7HkwzSE
[24] https://trib.al/flQLXXs
[5] https://projects.propublica.org/graphics/lgbtq-rights-rollback
[4] https://www.propublica.org/article/pennsylvanias-new-vote-by-mail-law-expands-access-for-everyone-except-the-poor
[4] https://twitter.com/propublica/status/1319084146053042181
[3] https://www.propublica.org/article/big-pharma-quietly-enlists-leading-professors-to-justify-1000-per-day-drugs
[3] https://www.propublica.org/article/new-bill-aims-to-end-racial-disparities-in-amputations
[3] https://www.propublica.org/article/the-epa-refuses-to-reduce-pollutants-linked-to-coronavirus-deaths
[3] https://twitter.com/XconsequencesTI/status/1318468617780916225
[3] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role

Top URLs in Tweet in G2:
[254] https://twitter.com/propublica/status/1319084146053042181
[1] https://www.propublica.org/article/trumpcare-does-not-exist-nevertheless-facebook-and-google-cash-in-on-misleading-ads-for-garbage-health-insurance
[1] https://twitter.com/i/web/status/1319394882444791808
[1] https://projects.propublica.org/politwoops/user/POTUS
[1] https://www.propublica.org/article/ice-guards-systematically-sexually-assault-detainees-in-an-el-paso-detention-center-lawyers-say?utm_medium=social&utm_source=facebook&fbclid=IwAR3IvdXhi1vDar8Syv-f1BCUK5Pv6ujGoZmUmwGwzoTB5bb2L7alcVLIVeE#988657
[1] https://twitter.com/propublica/status/1319107554098765824
[1] https://www.propublica.org/article/children-separated-from-parents-border-patrol-cbp-trump-immigration-policy
[1] https://trib.al/7HkwzSE
[1] https://twitter.com/propublica/status/1318749281713573893
[1] https://forensicnews.net/2020/10/01/russian-intelligence-connected-bank-deposited-330-million-into-deutsche-bank-america/

Top URLs in Tweet in G3:
[158] https://twitter.com/propublica/status/1319084146053042181
[54] https://www.propublica.org/article/the-epa-refuses-to-reduce-pollutants-linked-to-coronavirus-deaths
[52] https://twitter.com/propublica/status/1319380997356605440
[36] https://www.propublica.org/article/pennsylvanias-new-vote-by-mail-law-expands-access-for-everyone-except-the-poor
[34] https://www.propublica.org/article/trumpcare-does-not-exist-nevertheless-facebook-and-google-cash-in-on-misleading-ads-for-garbage-health-insurance
[23] https://www.propublica.org/article/the-fed-saved-the-economy-but-is-threatening-trillions-of-dollars-worth-of-middle-class-retirement
[18] https://twitter.com/propublica/status/1319107554098765824
[13] https://www.propublica.org/article/why-do-nonwhite-georgia-voters-have-to-wait-in-line-for-hours-their-numbers-have-soared-and-their-polling-places-have-dwindled
[11] https://projects.propublica.org/graphics/lgbtq-rights-rollback
[11] https://www.propublica.org/article/trumps-vaccine-czar-refuses-to-give-up-stock-in-drug-company-involved-in-his-government-role

Top URLs in Tweet in G4:
[66] https://www.propublica.org/article/political-and-taxpayer-spending-at-trump-properties-16-1-million
[37] https://projects.propublica.org/graphics/lgbtq-rights-rollback
[12] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[10] https://twitter.com/propublica/status/1319084146053042181
[5] https://twitter.com/propublica/status/1319380997356605440
[5] https://www.propublica.org/article/the-profitable-business-of-being-joe-bidens-brother
[4] https://projects.propublica.org/represent/members/B000444/bills-sponsored/110
[3] https://www.propublica.org/article/trump-inc-podcast-donald-trump-jr-went-to-mongolia-got-special-treatment-from-the-government-and-killed-an-endangered-sheep
[3] https://www.propublica.org/article/the-beleaguered-tenants-of-kushnerville
[3] https://twitter.com/propublica/status/1319084146053042181?s=20

Top URLs in Tweet in G5:
[7] https://www.propublica.org/article/the-epa-refuses-to-reduce-pollutants-linked-to-coronavirus-deaths
[3] https://projects.propublica.org/graphics/lgbtq-rights-rollback
[3] https://trib.al/vEYRNYO
[1] https://twitter.com/propublica/status/1319380997356605440
[1] https://twitter.com/propublica/status/1319084146053042181
[1] https://twitter.com/i/web/status/1318541428717424643
[1] https://www.propublica.org/article/the-elk-the-tourists-and-the-missing-coal-country-jobs
[1] https://twitter.com/i/web/status/1318901585674670084
[1] https://twitter.com/i/web/status/1318770986028879872
[1] https://twitter.com/i/web/status/1318901563608436736

Top URLs in Tweet in G6:
[113] https://trib.al/vEYRNYO
[7] https://www.propublica.org/article/pennsylvanias-new-vote-by-mail-law-expands-access-for-everyone-except-the-poor
[4] https://twitter.com/propublica/status/1319380997356605440
[3] https://www.northjersey.com/story/news/politics/elections/2020/10/20/election-2020-mendham-nj-voting-gop-falsely-says-voters-cant-vote-person/3682558001/
[2] https://twitter.com/propublica/status/1319084146053042181
[2] https://trib.al/7HkwzSE
[1] https://twitter.com/i/web/status/1319426484348518406
[1] https://twitter.com/i/web/status/1319397082923499520
[1] https://twitter.com/i/web/status/1319387461731160067
[1] https://twitter.com/i/web/status/1319398830723444742

Top URLs in Tweet in G7:
[20] https://www.propublica.org/article/pennsylvanias-new-vote-by-mail-law-expands-access-for-everyone-except-the-poor
[11] https://features.propublica.org/il-covid-spending/state-agencies-spent-more-than-1-point-6-billion/
[5] https://www.propublica.org/article/veterans-affairs-secretary-headlines-gop-fundraiser-as-covid-19-cases-surge
[5] https://twitter.com/propublica/status/1319084146053042181
[5] https://trib.al/flQLXXs
[2] https://www.propublica.org/article/illinois-will-start-sharing-data-about-covid-19-outbreaks-in-schools
[1] https://www.propublica.org/article/illinois-will-start-sharing-data-about-covid-19-oand
[1] https://twitter.com/i/web/status/1314236009522098178
[1] https://twitter.com/i/web/status/1319073530944868360
[1] https://www.propublica.org/article/trumpcare-does-not-exist-nevertheless-facebook-and-google-cash-in-on-misleading-ads-for-garbage-health-insurance

Top URLs in Tweet in G8:
[15] https://twitter.com/propublica/status/1319380997356605440
[11] https://www.propublica.org/article/pennsylvanias-new-vote-by-mail-law-expands-access-for-everyone-except-the-poor
[3] https://www.propublica.org/article/the-elk-the-tourists-and-the-missing-coal-country-jobs
[3] https://twitter.com/propublica/status/1319084146053042181
[1] https://www.propublica.org/article/trumpcare-does-not-exist-nevertheless-facebook-and-google-cash-in-on-misleading-ads-for-garbage-health-insurance
[1] https://twitter.com/i/web/status/1318802957173985280
[1] https://twitter.com/i/web/status/1318892459125018624
[1] https://www.propublica.org/article/why-do-nonwhite-georgia-voters-have-to-wait-in-line-for-hours-their-numbers-have-soared-and-their-polling-places-have-dwindled

Top URLs in Tweet in G9:
[2] https://www.propublica.org/article/trumpcare-does-not-exist-nevertheless-facebook-and-google-cash-in-on-misleading-ads-for-garbage-health-insurance
[2] https://www.propublica.org/article/the-epa-refuses-to-reduce-pollutants-linked-to-coronavirus-deaths
[2] https://twitter.com/propublica/status/1318560643319029760
[1] https://twitter.com/i/web/status/1319366338746458113
[1] https://twitter.com/i/web/status/1319245665268944897

Top URLs in Tweet in G10:
[11] https://projects.propublica.org/graphics/lgbtq-rights-rollback
[7] https://www.propublica.org/article/trump-friends-and-family-cleared-for-millions-in-small-business-bailout
[3] https://twitter.com/propublica/status/1319084146053042181
[2] https://www.propublica.org/article/veterans-affairs-secretary-headlines-gop-fundraiser-as-covid-19-cases-surge
[1] https://twitter.com/i/web/status/1319341198356611072
[1] https://twitter.com/i/web/status/1319344413881974784
[1] https://twitter.com/i/web/status/1319326027353608193
[1] https://twitter.com/i/web/status/1319272754118455310
[1] https://twitter.com/i/web/status/1318910106411495424
[1] https://to.pbs.org/347uXuC

Top Domains
Top Domains in Tweet in Entire Graph:
[1326] propublica.org
[1127] twitter.com
[219] trib.al
[29] feedpress.com
[29] propub.li
[5] nytimes.com
[5] asu.edu
[4] youtube.com
[4] apple.news
[3] nbcnews.com

Top Domains in Tweet in G1:
[113] twitter.com
[90] trib.al
[35] propublica.org
[29] propub.li
[2] fiverr.com
[1] route-fifty.com
[1] wikipedia.org
[1] apple.news
[1] youtube.com

Top Domains in Tweet in G2:
[258] twitter.com
[5] propublica.org
[1] trib.al
[1] forensicnews.net
[1] thedailybeast.com
[1] theguardian.com

Top Domains in Tweet in G3:
[361] propublica.org
[317] twitter.com
[27] feedpress.com
[2] nbcnews.com
[1] patch.com
[1] substack.com
[1] out.com
[1] fark.com
[1] trib.al
[1] apple.news

Top Domains in Tweet in G4:
[170] propublica.org
[38] twitter.com
[2] trib.al
[2] slate.com
[2] opb.org
[1] ampproject.org

Top Domains in Tweet in G5:
[30] twitter.com
[11] propublica.org
[3] trib.al
[1] wikipedia.org
[1] medium.com

Top Domains in Tweet in G6:
[115] trib.al
[36] twitter.com
[9] propublica.org
[3] northjersey.com
[1] youtube.com

Top Domains in Tweet in G7:
[46] propublica.org
[22] twitter.com
[6] trib.al
[1] futurimedia.com
[1] indianz.com

Top Domains in Tweet in G8:
[20] twitter.com
[16] propublica.org

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

Top Domains in Tweet in G10:
[24] propublica.org
[9] twitter.com
[1] pbs.org
[1] wnycstudios.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[33] smartnews
[23] psp
[17] covid19
[17] fecfilingday
[12] corruption
[7] coronavirus
[7] trumpcrimesyndicate
[6] lgbtq
[6] trumpcrimefamily
[6] voteblue



Top Hashtags in Tweet in G1:
[5] corruption
[4] brokenpromises
[4] recession
[3] covid19
[2] ddj
[2] climatechange
[2] jobalert
[2] datos
[2] smartnews
[2] gfc2

Top Hashtags in Tweet in G2:
[2] trumpcrimefamily
[1] vaccineczarcorruption
[1] corruption
[1] trump

Top Hashtags in Tweet in G3:
[20] smartnews
[4] google
[4] draintheswamp
[3] gop
[3] corruption
[3] election2020
[3] votebidenharristosaveamerica
[3] facebook
[3] covid19
[3] epa

Top Hashtags in Tweet in G4:
[6] lgbtq
[3] corruptiondefined
[3] trumpsamerica
[2] bidenharris2020
[2] voterintimidation
[1] debate2020
[1] debatetonight
[1] presidentialdebate2020
[1] votersuppression
[1] votehimoutandlockhimup

Top Hashtags in Tweet in G5:
[1] votebluedownballot
[1] lyingliberals
[1] trump2020tosaveamerica
[1] savethechildern

Top Hashtags in Tweet in G6:
[1] trumpcrimefamily
[1] trumpcrimescommission
[1] trumpcrimesyndicate
[1] gopcorruptionovercountry
[1] gophypocrisy
[1] gopbetrayedamerica
[1] jailthemall
[1] votethemallout
[1] blameblackmen

Top Hashtags in Tweet in G7:
[1] illinois
[1] covid_19
[1] numbers
[1] smartnews

Top Hashtags in Tweet in G8:
[2] smartnews
[1] swampswamp
[1] utpol

Top Hashtags in Tweet in G9:
[2] voteblue
[1] usa

Top Hashtags in Tweet in G10:
[2] epstein
[2] barr
[1] democracy
[1] truth
[1] rudycolludy
[1] trumpfamilyfraud

Top Words
Top Words in Tweet in Entire Graph:
[3727] propublica
[2882] trump
[1055] administration
[1013] vaccine
[987] czar
[980] rules
[978] against
[974] profiting
[971] contractor
[967] personally

Top Words in Tweet in G1:
[2444] propublica
[858] trump
[828] administration
[818] vaccine
[809] czar
[808] rules
[807] against
[806] contractor
[806] sidestep
[806] personally

Top Words in Tweet in G2:
[862] trump
[779] waltshaub
[777] sickening
[777] another
[777] example
[777] needs
[777] go
[100] propublica
[85] administration
[85] labeled

Top Words in Tweet in G3:
[75] vote
[74] propublica
[63] trump
[60] refuses
[51] poor
[51] coronavirus
[50] reduce
[50] pollutants
[50] linked
[50] deaths

Top Words in Tweet in G4:
[132] trump
[85] realdonaldtrump
[73] riotwomennn
[72] corruption
[40] ivanka
[36] ivankatrump
[35] defined
[34] panama
[34] city
[33] go

Top Words in Tweet in G5:
[595] trump
[350] moizsyed
[290] tiffany
[290] trump's
[290] appearance
[290] pride
[290] campaign
[290] event
[290] trending
[290] heres

Top Words in Tweet in G6:
[299] propublica
[252] electionland
[135] mygpb
[122] voters
[117] wait
[117] line
[116] nonwhite
[116] hours
[115] georgia
[89] northjersey

Top Words in Tweet in G7:
[107] propublica
[102] illinois
[88] covid
[85] health
[77] 19
[76] charlesornstein
[71] data
[68] propublicail
[60] jodiscohen
[54] trumpcare

Top Words in Tweet in G8:
[69] voter
[68] rolls
[68] grown
[67] georgia
[67] polling
[67] places
[67] cut
[67] nonwhite
[67] voters
[67] waiting

Top Words in Tweet in G9:
[74] health
[73] trumpcare
[73] exist
[73] nevertheless
[73] facebook
[73] google
[73] cash
[73] misleading
[73] ads
[73] garbage

Top Words in Tweet in G10:
[25] propublica
[10] reveal
[9] more
[9] nbcnews
[8] buzzfeed
[7] nytimes
[7] ap
[7] senronjohnson
[7] maxseddon
[7] trump

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[998] propublica,trump
[994] trump,administration
[983] vaccine,czar
[967] rules,against
[966] contractor,sidestep
[966] sidestep,rules
[966] against,personally
[966] personally,profiting
[964] administration,labeled
[964] labeled,vaccine

Top Word Pairs in Tweet in G1:
[820] propublica,trump
[809] trump,administration
[807] vaccine,czar
[806] contractor,sidestep
[806] sidestep,rules
[806] rules,against
[806] against,personally
[806] personally,profiting
[805] administration,labeled
[805] labeled,vaccine

Top Word Pairs in Tweet in G2:
[777] sickening,another
[777] another,example
[777] example,trump
[777] trump,needs
[777] needs,go
[776] waltshaub,sickening
[85] propublica,trump
[85] trump,administration
[85] administration,labeled
[85] labeled,vaccine

Top Word Pairs in Tweet in G3:
[50] reduce,pollutants
[50] pollutants,linked
[49] refuses,reduce
[49] linked,coronavirus
[49] coronavirus,deaths
[47] epa,refuses
[43] pennsylvania,vote
[43] vote,mail
[43] mail,law
[43] law,expands

Top Word Pairs in Tweet in G4:
[35] corruption,defined
[34] ivanka,trump
[28] scams,ivankatrump
[28] ivankatrump,go
[28] go,beyond
[28] beyond,stealing
[28] stealing,work
[28] work,others
[28] others,using
[28] using,slave

Top Word Pairs in Tweet in G5:
[290] tiffany,trump's
[290] trump's,appearance
[290] appearance,trump
[290] trump,pride
[290] pride,campaign
[290] campaign,event
[290] event,trending
[290] trending,heres
[290] heres,rundown
[290] rundown,trump

Top Word Pairs in Tweet in G6:
[135] mygpb,electionland
[115] line,hours
[114] nonwhite,georgia
[114] georgia,voters
[114] voters,wait
[114] wait,line
[113] propublica,nonwhite
[113] hours,mygpb
[89] electionland,northjersey
[50] propublica,jaketapper

Top Word Pairs in Tweet in G7:
[77] covid,19
[54] facebook,google
[52] trumpcare,exist
[52] exist,nevertheless
[52] nevertheless,facebook
[52] google,cash
[52] cash,misleading
[52] misleading,ads
[52] ads,garbage
[52] garbage,health

Top Word Pairs in Tweet in G8:
[68] voter,rolls
[68] rolls,grown
[67] georgia,voter
[67] grown,polling
[67] polling,places
[67] places,cut
[67] cut,nonwhite
[67] nonwhite,voters
[67] voters,waiting
[67] waiting,line

Top Word Pairs in Tweet in G9:
[73] trumpcare,exist
[73] exist,nevertheless
[73] nevertheless,facebook
[73] facebook,google
[73] google,cash
[73] cash,misleading
[73] misleading,ads
[73] ads,garbage
[73] garbage,health
[73] health,insurance

Top Word Pairs in Tweet in G10:
[7] senronjohnson,buzzfeed
[7] buzzfeed,maxseddon
[6] lesleyabravanel,senronjohnson
[6] trump,administration
[5] wait,more
[5] more,propublica
[5] propublica,discovered
[5] discovered,pilf
[5] pilf,made
[5] made,another

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@richardgrenell
@oldglorysgirl
@sammyinseattle
@realdonaldtrump
@tiffanyatrump
@gedawei
@motherjones
@teamtrump
@pskonez1

Top Replied-To in G1:
@propublica
@richardgrenell
@jbcarmody
@girlfrmempanada
@cindiwins
@namaste_40
@neoavatara
@tomlobianco
@emanuelgrantuva
@carlglobal1

Top Replied-To in G2:
@propublica
@waltshaub
@smilingoutloud2
@milestaylorusa
@nolancoe

Top Replied-To in G4:
@realdonaldtrump
@tiffanyatrump
@teamtrump
@donaldjtrumpjr
@realjameswoods
@whitehouse
@gop
@davidshafer
@mollyjongfast
@propublica

Top Replied-To in G5:
@oldglorysgirl
@sammyinseattle
@sanguinerepose
@palliddh
@cbird34
@onceuponalucky
@concernedya
@sensualidaddy
@deelee1424
@propublica

Top Replied-To in G6:
@propublica
@sonik0909
@sulliview
@colorblindk1d
@jonnykmusic
@doktor_x
@joshua_eaton
@allenemiesfore1
@alexorourke16
@avgusergirl

Top Replied-To in G7:
@propublicail
@iarnsdorf
@propublica
@smmills1960
@charlesornstein
@hannahmleone
@mmelacrooz
@timbartik
@jaketapper
@nilesgapol

Top Replied-To in G10:
@newsweek
@mascnhung
@lulu82824
@davhq
@reuters
@bostonglobe
@politico
@bbcnews
@npr
@kylebjorrey

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@waltshaub
@richardgrenell
@moizsyed
@electionland
@mygpb
@therealhoarse
@northjersey
@realdonaldtrump
@charlesornstein

Top Mentioned in G1:
@propublica
@richardgrenell
@electionland
@girlfrmempanada
@senatorloeffler
@carolineylchen
@propublicail
@carlglobal1
@cnsumerhorror
@danaschase

Top Mentioned in G2:
@waltshaub
@propublica
@livhoppe_
@jentaub
@megeconley
@ibrake4ants
@rickresisted
@actionsprout
@wallyboo99
@mcbyrne

Top Mentioned in G3:
@mdp4202
@librehash
@rking78708
@sherrirosen
@gwendoccid575

Top Mentioned in G4:
@riotwomennn
@realdonaldtrump
@ivankatrump
@realjameswoods
@propublica
@tiffanyatrump
@gop
@joebiden
@lizard817
@donaldjtrumpjr

Top Mentioned in G5:
@moizsyed
@propublica
@palliddh
@wishfulwriter
@sanguinerepose
@sammyinseattle
@realdonaldtrump
@oldglorysgirl
@ctyankee007
@waltshaub

Top Mentioned in G6:
@electionland
@propublica
@mygpb
@northjersey
@jaketapper
@washingtonpost
@elaijuh
@bostonglobe
@akjohnson1922
@riogringa

Top Mentioned in G7:
@propublica
@charlesornstein
@propublicail
@jodiscohen
@jsmithrichards
@smmills1960
@chicagotribune
@taliabuford
@hannahmleone
@ngusletter

Top Mentioned in G8:
@thetnholler
@neeratanden
@safetypindaily
@waltshaub
@propublica
@charlesornstein
@magichands34
@motherjones

Top Mentioned in G9:
@darlin
@jasonzweigwsj
@propublica
@316alco
@ogrady_texas
@waltshaub
@joebiden
@charlesornstein

Top Mentioned in G10:
@propublica
@reveal
@nbcnews
@buzzfeed
@ap
@maxseddon
@nytimes
@lesleyabravanel
@senronjohnson
@projectlincoln

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@dichristine
@jojokejohn
@threadreaderapp
@bella623
@tinamarie_80s
@littlebytesnews
@solutioneer72
@1denmadrid
@phillip92321

Top Tweeters in G1:
@1denmadrid
@phillip92321
@thereal_rebel
@backstorymom1
@mkues65
@joannecangal
@mitchiepoo46
@mayirmamay14
@starcoreone02
@alizardx

Top Tweeters in G2:
@solutioneer72
@bannerite
@talkintou
@justwhatnowwhy
@rebellegrrl
@auntsophie1
@jcr914
@multijo1
@chuckw12
@politeperson123

Top Tweeters in G3:
@occuworld
@schestowitz
@bellesapepper37
@tgradous
@alaskarebel
@nobiggovduh
@macbeestje
@edwardarowe1
@enfuegoinc
@pameladrew

Top Tweeters in G4:
@theresamax
@riskyliberal
@sheiladecker19
@sherrikuczeryk
@emersonfan1
@jocowboys87
@wismiss3
@cathleenkucz
@publico_es
@nypost

Top Tweeters in G5:
@manmet80
@new_narrative
@buffaloon
@deeloralei
@beccanalia
@lindyloo515
@mig30m6
@bandislife2004
@mykiwitwit
@sailorpsy

Top Tweeters in G6:
@dichristine
@russelltim151
@mjgarciakcmo
@cnbsnana
@redboybroken
@bostonglobe
@neolithicsheep
@washingtonpost
@blerdmommy
@lee_in_iowa

Top Tweeters in G7:
@femtech_
@jjj5819
@tinamorphis
@deathtocrazy
@tax_free
@janesepmeier
@hollaka_hollala
@johnnydee62
@kevinrns
@socratic1

Top Tweeters in G8:
@rhiles2760
@safetypindaily
@colourbars
@gurrdygirl
@ballerinax
@realdavidcarter
@4030lisa
@watershed_ltd
@mjoehlerich
@mucketymucks

Top Tweeters in G9:
@littlebytesnews
@jodotcom
@mrkalman
@ncfarmer321
@vernapolitics
@1feralkat
@cynicalvision50
@comeonnoles
@fbonacci
@itsilverback

Top Tweeters in G10:
@serendipitysays
@thehill
@reuters
@el_pais
@huffpost
@bbcnews
@skynews
@reforma
@nytimes
@time


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