Propublica, Twitter, 1/15/2021 4:27:06 PM, 245683
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Propublica_2021-01-15_05-50-07.xlsx
Propublica_2021-01-15_05-50-07.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2021
Short Description:
Propublica via NodeXL https://bit.ly/3nOwOLa
@propublica
@iarnsdorf
@joyannreid
@jbsapien
@justinhendrix
@loisbeckett
@mollyjongfast
@jaketapper
@eisingerj
@charlesmblow

Top hashtags:
#smartnews
#nypd
#capitolcoup
#insurrectionists
#propublica
#stopthesteal
#trump

Description:
Description
The graph represents a network of 7,173 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, 15 January 2021 at 14:01 UTC.

The requested start date was Friday, 15 January 2021 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, 5-hour, 39-minute period from Tuesday, 12 January 2021 at 11:28 UTC to Thursday, 14 January 2021 at 17:08 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 : 7173
Unique Edges : 2764
Edges With Duplicates : 12900
Total Edges : 15664
Number of Edge Types : 5
Tweet : 1070
Retweet : 6049
MentionsInRetweet : 6922
Replies to : 479
Mentions : 1144
Self-Loops : 1088
Reciprocated Vertex Pair Ratio : 0.00492930341159684
Reciprocated Edge Ratio : 0.00981024912869498
Connected Components : 799
Single-Vertex Connected Components : 537
Maximum Vertices in a Connected Component : 5715
Maximum Edges in a Connected Component : 13686
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.802895
Graph Density : 0.000150588720840663
Modularity : 0.4494
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 7,173 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, 15 January 2021 at 14:01 UTC.

The requested start date was Friday, 15 January 2021 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, 5-hour, 39-minute period from Tuesday, 12 January 2021 at 11:28 UTC to Thursday, 14 January 2021 at 17:08 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:
[702] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years
[456] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years#1042091
[76] https://www.propublica.org/article/national-debt-trump
[64] https://www.propublica.org/article/new-york-city-paid-an-nba-star-millions-after-an-nypd-officer-broke-his-leg.-the-officer-paid-little-price
[64] https://trib.al/GCla3ua
[55] https://www.propublica.org/article/trump-administration-says-the-inconvenience-of-rescheduling-executions-outweighs-the-harm-to-prisoners-set-to-die
[49] https://www.propublica.org/article/whistleblower-wall-street-has-engaged-in-widespread-manipulation-of-mortgage-funds
[32] https://twitter.com/propublica/status/1349665662717800448
[30] https://www.propublica.org/nerds/she-photographed-police-abuse-at-a-2014-blm-march-then-watched-the-image-go-viral-during-capitol-riot
[28] https://trib.al/YTeNoKy

Top URLs in Tweet in G1:
[59] https://trib.al/GCla3ua
[25] https://trib.al/YTeNoKy
[12] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years
[8] https://trib.al/miRh7NX
[7] https://mymilitia.com/
[5] https://trib.al/CGO8TSM
[5] https://www.propublica.org/article/capitol-rioters-planned-for-weeks-in-plain-sight-the-police-werent-ready
[5] https://twitter.com/propublica/status/1349665662717800448
[3] https://www.propublica.org/article/new-york-city-paid-an-nba-star-millions-after-an-nypd-officer-broke-his-leg.-the-officer-paid-little-price
[3] https://www.pbs.org/wgbh/frontline/article/several-well-known-hate-groups-identified-at-capitol-riot/?utm_campaign=frontline&utm_content=1610213186&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G2:
[18] https://www.propublica.org/article/trump-administration-says-the-inconvenience-of-rescheduling-executions-outweighs-the-harm-to-prisoners-set-to-die
[5] https://www.propublica.org/article/inside-trump-and-barrs-last-minute-killing-spree
[1] https://twitter.com/iarnsdorf/status/1348842735546019848?s=20
[1] https://twitter.com/quasimado/status/1349229002125430784?s=20
[1] https://twitter.com/TaliaBuford/status/1349382643050311682
[1] https://www.propublica.org/jobs/voting-and-platforms-reporter
[1] https://www.propublica.org/getinvolved/help-propublica-find-the-most-important-stories-of-2021
[1] https://twitter.com/KarineOmry/status/1349614861806952448
[1] https://twitter.com/RDunhamDPIC/status/1348742278681161732
[1] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years

Top URLs in Tweet in G3:
[175] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years
[37] https://www.propublica.org/article/national-debt-trump
[33] https://www.propublica.org/article/new-york-city-paid-an-nba-star-millions-after-an-nypd-officer-broke-his-leg.-the-officer-paid-little-price
[18] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[16] https://www.propublica.org/nerds/she-photographed-police-abuse-at-a-2014-blm-march-then-watched-the-image-go-viral-during-capitol-riot
[14] https://www.propublica.org/article/trump-administration-says-the-inconvenience-of-rescheduling-executions-outweighs-the-harm-to-prisoners-set-to-die
[10] https://www.propublica.org/article/before-mob-stormed-the-capitol-days-of-security-planning-involved-cabinet-officials-and-president-trump
[9] https://twitter.com/propublica/status/1348992031272661000
[9] https://www.propublica.org/article/the-sec-undermined-a-powerful-weapon-against-white-collar-crime
[9] https://twitter.com/propublica/status/1349665662717800448

Top URLs in Tweet in G4:
[435] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years#1042091
[21] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years
[3] https://www.propublica.org/article/fedex-prioritizes-packages-over-employee-safety-workers-and-experts-say
[2] https://twitter.com/propublica/status/1348992031272661000
[1] https://trib.al/miRh7NX
[1] https://twitter.com/i/web/status/1348981806763151361
[1] https://trib.al/GCla3ua
[1] https://projects.propublica.org/climate-migration/

Top URLs in Tweet in G5:
[181] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years
[4] https://www.propublica.org/getinvolved/help-propublica-find-the-most-important-stories-of-2021
[3] https://www.propublica.org/article/new-york-city-paid-an-nba-star-millions-after-an-nypd-officer-broke-his-leg.-the-officer-paid-little-price
[3] https://twitter.com/propublica/status/1349659435942215681
[3] https://www.propublica.org/article/how-covid-19-hollowed-out-a-generation-of-young-black-men
[2] https://www.propublica.org/article/trump-administration-says-the-inconvenience-of-rescheduling-executions-outweighs-the-harm-to-prisoners-set-to-die
[1] https://offscreen.com/view/american-masters-and-monsters-jefferson-in-paris-and-the-golden-bowl
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DXLDUJOBwsQ0&q=EgS4SO-bGJ68hoAGIhkA8aeDSwZzV6sPLSgiiwdU3bZ1Viyqd14wMgFy
[1] https://observer.com/2018/10/robert-mercer-bankrolled-pac-ali-alexander/
[1] https://twitter.com/propublica/status/1349146748002967556

Top URLs in Tweet in G6:
[10] https://www.propublica.org/article/officer-brian-sicknick-capitol
[8] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years
[4] https://www.propublica.org/article/national-debt-trump
[3] https://www.propublica.org/article/he-built-a-privately-funded-border-wall-its-already-at-risk-of-falling-down-if-not-fixed
[3] https://www.propublica.org/article/domestic-terrorism-a-more-urgent-threat-but-weaker-laws
[2] https://www.propublica.org/article/trump-administration-says-the-inconvenience-of-rescheduling-executions-outweighs-the-harm-to-prisoners-set-to-die
[2] https://www.propublica.org/article/new-york-city-paid-an-nba-star-millions-after-an-nypd-officer-broke-his-leg.-the-officer-paid-little-price
[2] https://projects.propublica.org/politwoops/user/laurenboebert#
[2] https://www.propublica.org/article/several-well-known-hate-groups-identified-at-capitol-riot
[2] https://www.propublica.org/nerds/she-photographed-police-abuse-at-a-2014-blm-march-then-watched-the-image-go-viral-during-capitol-riot

Top URLs in Tweet in G7:
[10] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years
[2] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years/amp?__twitter_impression=true
[2] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years#1042091
[1] https://www.propublica.org/article/trump-administration-says-the-inconvenience-of-rescheduling-executions-outweighs-the-harm-to-prisoners-set-to-die#1041572
[1] https://www.propublica.org/article/inside-the-fall-of-the-cdc?utm_source=twitter&utm_medium=social

Top URLs in Tweet in G8:
[16] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years
[1] https://www.propublica.org/article/national-debt-trump
[1] https://trib.al/GCla3ua

Top URLs in Tweet in G9:
[3] https://observer.com/2018/10/robert-mercer-bankrolled-pac-ali-alexander/
[2] https://mymilitia.com/
[1] https://www.propublica.org/article/new-york-lawmakers-demand-nypd-halt-undercover-sex-trade-stings
[1] https://twitter.com/i/web/status/1347583199409532931
[1] https://twitter.com/i/web/status/1347576064621633536
[1] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years#1042091
[1] https://twitter.com/i/web/status/1348973063757586433
[1] https://www.propublica.org/article/national-debt-trump
[1] https://www.nytimes.com/2019/10/01/us/politics/white-supremacy-homeland-security.html
[1] https://www.propublica.org/article/secret-border-patrol-facebook-group-agents-joke-about-migrant-deaths-post-sexist-memes

Top URLs in Tweet in G10:
[2] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years
[1] https://www.propublica.org/article/new-york-city-paid-an-nba-star-millions-after-an-nypd-officer-broke-his-leg.-the-officer-paid-little-price
[1] https://www.propublica.org/article/the-kushners-freddie-mac-loan-wasnt-just-massive-it-came-with-unusually-good-terms-too

Top Domains
Top Domains in Tweet in Entire Graph:
[1919] propublica.org
[369] twitter.com
[155] trib.al
[25] propub.li
[11] apple.news
[11] feedpress.com
[10] pbs.org
[10] mymilitia.com
[8] linkedin.com
[4] observer.com

Top Domains in Tweet in G1:
[144] trib.al
[70] twitter.com
[56] propublica.org
[25] propub.li
[8] pbs.org
[7] mymilitia.com
[2] businessinsider.com
[1] hcn.org
[1] david-stone-writer.blog
[1] canvas8.com

Top Domains in Tweet in G2:
[28] propublica.org
[6] twitter.com

Top Domains in Tweet in G3:
[423] propublica.org
[150] twitter.com
[11] feedpress.com
[7] apple.news
[6] linkedin.com
[2] fastcompany.com
[2] justthenews.com
[2] co.uk
[2] businessinsider.com
[2] vanityfair.com

Top Domains in Tweet in G4:
[460] propublica.org
[3] twitter.com
[2] trib.al

Top Domains in Tweet in G5:
[194] propublica.org
[14] twitter.com
[2] trib.al
[1] offscreen.com
[1] google.com
[1] observer.com
[1] theintercept.com
[1] theguardian.com
[1] pbs.org
[1] esquire.com

Top Domains in Tweet in G6:
[50] propublica.org
[11] twitter.com
[1] trib.al
[1] youtube.com
[1] tenor.com
[1] pbs.org
[1] rawstory.com
[1] international-adviser.com

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

Top Domains in Tweet in G8:
[17] propublica.org
[1] trib.al

Top Domains in Tweet in G9:
[8] twitter.com
[4] propublica.org
[3] observer.com
[2] mymilitia.com
[1] nytimes.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[38] smartnews
[11] nypd
[11] capitolcoup
[7] insurrectionists
[7] propublica
[7] stopthesteal
[6] trump
[6] texas
[6] sedition
[6] gopsedition



Top Hashtags in Tweet in G1:
[10] capitolcoup
[6] stopthesteal
[3] covid19tests
[2] groundwater
[2] nypd
[2] blacklivesmatter
[2] covid19
[2] propublica
[2] exposekoreanorganizedcrime
[2] boycottanythingkorea

Top Hashtags in Tweet in G2:
[3] coreyjohnson
[3] deathpenalty
[1] lisamontgomery
[1] dustinhiggs
[1] imlivingproof
[1] executions

Top Hashtags in Tweet in G3:
[25] smartnews
[5] feedly
[4] capitolpolice
[4] press
[3] nypd
[3] racism
[2] deathpenalty
[2] 4ir
[2] automazione
[2] digitale

Top Hashtags in Tweet in G5:
[2] covid19
[1] policereform
[1] endpolicebrutality
[1] endracism

Top Hashtags in Tweet in G6:
[6] sedition
[6] gopsedition
[6] seditioncaucus
[6] insurrectionists
[6] blowthewhistle
[3] boycottfoxnews
[2] teaparty
[2] capitol
[2] capitolriots
[2] republicans

Top Hashtags in Tweet in G9:
[1] abolishvice
[1] whitesupremacy
[1] seeds
[1] incitement
[1] insurrection
[1] faithadviser
[1] separation
[1] church
[1] state
[1] stopthesteal

Top Words
Top Words in Tweet in Entire Graph:
[3986] propublica
[2444] black
[1832] capitol
[1790] police
[1586] cops
[1439] officers
[1269] years
[1178] one
[1064] racist
[993] people

Top Words in Tweet in G1:
[2959] propublica
[441] review
[432] found
[404] black
[399] people
[336] capitol
[329] over
[294] several
[288] year
[274] asked

Top Words in Tweet in G2:
[585] iarnsdorf
[443] execution
[424] trump
[363] appeal
[361] johnson
[360] higgs
[346] today's
[342] admin
[340] proceed
[340] corey

Top Words in Tweet in G3:
[204] capitol
[195] police
[177] black
[175] years
[172] officers
[163] cops
[162] one
[151] took
[150] racist
[146] warned

Top Words in Tweet in G4:
[437] black
[437] later
[436] people
[435] listen
[435] ll
[435] avoid
[435] lot
[435] problems
[434] joyannreid
[18] midwincharles

Top Words in Tweet in G5:
[283] officers
[272] black
[242] police
[234] capitol
[232] cops
[220] one
[211] racist
[205] years
[183] jbsapien
[179] seriously

Top Words in Tweet in G6:
[60] propublica
[50] sulliview
[31] washingtonpost
[26] thanks
[25] dicktofel
[25] remembering
[25] recognizing
[25] never
[25] forget
[25] forgive

Top Words in Tweet in G7:
[348] black
[344] cops
[175] police
[175] years
[174] capitol
[174] officers
[173] one
[173] racist
[172] took
[172] seriously

Top Words in Tweet in G8:
[149] capitol
[149] police
[132] officers
[130] loisbeckett
[117] white
[115] within
[115] called
[115] huk
[115] lovers
[115] fogs

Top Words in Tweet in G9:
[120] propublica
[110] ali
[96] banksresearcher
[68] told
[68] guys
[68] keep
[68] eyes
[68] last
[68] month
[68] saved

Top Words in Tweet in G10:
[111] racism
[110] always
[110] problem
[110] inadequate
[110] response
[110] made
[110] significantly
[110] worse
[109] mollyjongfast
[14] good

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1488] capitol,police
[1465] black,cops
[1031] police,officers
[971] cops,warned
[970] one,took
[969] warned,racist
[968] racist,capitol
[962] took,seriously
[957] officers,years
[950] seriously,black

Top Word Pairs in Tweet in G1:
[292] propublica,people
[256] held,accountable
[256] propublica,review
[255] people,going
[255] going,held
[255] accountable,asked
[255] asked,nba
[255] nba,guard
[255] guard,thabo
[255] thabo,sefolosha

Top Word Pairs in Tweet in G2:
[346] today's,execution
[342] trump,admin
[339] iarnsdorf,trump
[338] admin,won
[338] won,appeal
[338] appeal,proceed
[338] proceed,today's
[338] execution,corey
[338] corey,johnson
[338] johnson,tomorrow's

Top Word Pairs in Tweet in G3:
[159] capitol,police
[158] black,cops
[146] one,took
[146] cops,warned
[145] took,seriously
[145] officers,years
[144] police,officers
[144] warned,racist
[142] seriously,black
[142] racist,capitol

Top Word Pairs in Tweet in G4:
[435] listen,black
[435] black,people
[435] people,ll
[435] ll,avoid
[435] avoid,lot
[435] lot,problems
[435] problems,later
[434] joyannreid,listen
[4] worker,died
[4] died,job

Top Word Pairs in Tweet in G5:
[227] capitol,police
[187] police,officers
[185] black,cops
[176] one,took
[176] took,seriously
[176] officers,years
[175] seriously,black
[175] cops,warned
[175] warned,racist
[175] racist,capitol

Top Word Pairs in Tweet in G6:
[25] sulliview,washingtonpost
[25] washingtonpost,thanks
[25] thanks,remembering
[25] remembering,recognizing
[25] recognizing,sulliview
[25] sulliview,never
[25] never,forget
[25] forget,forgive
[24] dicktofel,sulliview
[17] tuckercarlson,seanhannity

Top Word Pairs in Tweet in G7:
[343] black,cops
[174] capitol,police
[172] one,took
[172] took,seriously
[172] seriously,black
[172] cops,warned
[172] warned,racist
[172] racist,capitol
[172] police,officers
[172] officers,years

Top Word Pairs in Tweet in G8:
[132] capitol,police
[115] within,capitol
[115] police,white
[115] white,officers
[115] officers,called
[115] called,huk
[115] huk,lovers
[115] lovers,fogs
[115] fogs,short
[115] short,friends

Top Word Pairs in Tweet in G9:
[68] told,guys
[68] guys,keep
[68] keep,eyes
[68] eyes,ali
[68] ali,last
[68] last,month
[68] month,propublica
[68] propublica,saved
[68] saved,screenshot
[68] screenshot,december

Top Word Pairs in Tweet in G10:
[110] racism,always
[110] always,problem
[110] problem,inadequate
[110] inadequate,response
[110] response,made
[110] made,significantly
[110] significantly,worse
[109] mollyjongfast,racism
[13] tick,tock
[13] tock,kushners

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@rollingstone
@banksresearcher
@jbsapien
@chitownpirate
@frontlinepbs
@jsb16
@wazoush
@ericuman
@louisekiernan

Top Replied-To in G1:
@propublica
@chitownpirate
@jsb16
@wazoush
@louisekiernan
@frontlinepbs
@ohohorganic
@seven_eight_ass
@finefrenzee
@wfinvesting

Top Replied-To in G2:
@sethabramson

Top Replied-To in G3:
@allison59798116

Top Replied-To in G5:
@jbsapien
@ericuman
@phxfrank
@hari
@queencreo
@propublica
@michaelhayes

Top Replied-To in G6:
@propublica
@oann
@anneapplebaum
@themaxburns
@sulliview
@msnbc
@thejordanrachel
@gop
@speakerpelosi
@quitafor

Top Replied-To in G9:
@banksresearcher
@stephanie_in_sd
@fbi
@sybil4america
@parker_talks
@dojph
@debrobertsabc
@abulafialives
@dwnews

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@iarnsdorf
@joyannreid
@jbsapien
@justinhendrix
@loisbeckett
@mollyjongfast
@ali
@jaketapper
@banksresearcher

Top Mentioned in G1:
@propublica
@frontlinepbs
@remove_trumpnow
@luminous_thumbs
@louisekiernan
@dwaynecamacho6
@reptomcoleman
@juliaioffe
@jkbjournalist
@ariana_tobin

Top Mentioned in G2:
@iarnsdorf
@propublica
@taliabuford
@rdunhamdpic
@dpinfoctr
@barbaralaubent1
@stuntbox
@joebiden
@hannahsbirch
@freerodneyreed

Top Mentioned in G3:
@taraderogatis
@zombificazione
@writeaursimcoe
@jordankwilsonjr

Top Mentioned in G4:
@joyannreid
@midwincharles
@propublica
@iarnsdorf
@mattmurph24
@pjournalismnews
@usedtobgop

Top Mentioned in G5:
@jbsapien
@propublica
@ericuman
@michaelhayes
@js_kaplan
@charlesornstein
@thabosefolosha
@hari
@megmccloskey

Top Mentioned in G6:
@propublica
@washingtonpost
@dicktofel
@sulliview
@foxnews
@tuckercarlson
@seanhannity
@oann
@newsmax
@gop

Top Mentioned in G7:
@justinhendrix
@uzionmain
@cdcgov
@joyannreid
@propublica
@grrlscientist
@ericuman
@davewiner

Top Mentioned in G8:
@loisbeckett
@joshuahol
@propublica
@js_kaplan
@jbsapien
@ericuman
@justinhendrix

Top Mentioned in G9:
@propublica
@ali
@banksresearcher
@malcolmnance
@fbi
@realdonaldtrump
@diamond61845143
@ideagov
@sybil4america

Top Mentioned in G10:
@mollyjongfast
@propublica
@2021_free
@loisbeckett
@hammerdaily
@justinhendrix

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@jurylady5
@mattmurph24
@cloudwanderer3
@1denmadrid
@gottalaff
@thereal_rebel
@_redfrog
@manmet80
@caligirlleftie

Top Tweeters in G1:
@dichristine
@1denmadrid
@thereal_rebel
@bannerite
@joni_looking
@cheezwitham
@russelltim151
@rosenchild
@ungubunugu1274
@1loriking

Top Tweeters in G2:
@menabster
@liverpotlian
@donotgiveuphope
@multijo1
@msochubbard
@soaprookie
@jamesisaak2
@4tybin
@orchidlady303
@wendys_garden

Top Tweeters in G3:
@coopmike48
@rxbun
@solusnan1
@bmangh
@augusteve2012
@unrulynarrator
@dihoppy
@spanishcountry
@miss_candis
@imma_gene_us

Top Tweeters in G4:
@mattmurph24
@manmet80
@meidas_damon
@sheiladecker19
@saintwalker98
@mistergeezy
@margaritateresa
@amadii
@straitarrow10
@rodneyclaeys

Top Tweeters in G5:
@_redfrog
@cnbsnana
@sba1211
@publicoutcrysy
@janiecestaton
@suzanneinlgb
@muumidou
@vainsovain
@avocalistsrival
@odoylecharlotte

Top Tweeters in G6:
@mharvey816
@sophialamar1
@rockyintx
@janesepmeier
@jjmplsmn
@foxnews
@nytimes
@memeburk
@cnbc
@washingtonpost

Top Tweeters in G7:
@jjj5819
@xingkais
@btkrth
@kowaiyoukai
@rise804
@ragnell
@magicmorgiejay
@nerdyhussle
@vtknitboy
@other95

Top Tweeters in G8:
@electricboyo
@scopedbylarry
@devans00
@sponson
@mork1215
@ladyinlksd
@kaysey17
@byjenamiller
@manish_vij
@flamingogrrl

Top Tweeters in G9:
@morgfair
@kmontenegro
@kimpy123
@jomajority
@bbcnews
@leticia17922167
@feinberg_linda
@ubervaper
@sonokocentral
@tenshiakari12

Top Tweeters in G10:
@kimvie
@lorettabower3
@stacymichelleb
@hellblazerarts
@morr_1980
@karolcummins
@jwomack
@redskin_girlnm
@arthurwyatt
@buttasw


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