Propublica, Twitter, 3/25/2022 1:01:34 PM, 273706
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Propublica_2022-03-25_05-35-12.xlsx
Propublica_2022-03-25_05-35-12.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
March 25, 2022
Short Description:
Propublica via NodeXL https://bit.ly/36PuuRz
@propublica
@nbcnews
@texastribune
@bykenarmstrong
@jeffreyasachs
@jinatx
@keribla
@sewellchan
@perla_trevizo
@charlesornstein

Top hashtags:
#operationlonestar
#maga
#gop
#autopilot
#2yrs
#abbottfailedtexas
#dshea
#cuomo

Description:
Description
The graph represents a network of 6,763 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, 25 March 2022 at 12:39 UTC.

The requested start date was Friday, 25 March 2022 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, 21-hour, 20-minute period from Monday, 21 March 2022 at 18:15 UTC to Thursday, 24 March 2022 at 15:35 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 : 6763
Unique Edges : 7774
Edges With Duplicates : 15438
Total Edges : 23212
Number of Edge Types : 5
Retweet : 5748
MentionsInRetweet : 10993
Mentions : 4750
Replies to : 1046
Tweet : 675
Self-Loops : 714
Reciprocated Vertex Pair Ratio : 0.0098489336492891
Reciprocated Edge Ratio : 0.0195057563980348
Connected Components : 501
Single-Vertex Connected Components : 316
Maximum Vertices in a Connected Component : 5790
Maximum Edges in a Connected Component : 21909
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.238966
Graph Density : 0.000298197698098327
Modularity : 0.390115
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,763 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, 25 March 2022 at 12:39 UTC.

The requested start date was Friday, 25 March 2022 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, 21-hour, 20-minute period from Monday, 21 March 2022 at 18:15 UTC to Thursday, 24 March 2022 at 15:35 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:
[348] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up
[313] https://www.propublica.org/article/were-going-to-be-conservative-official-orders-books-removed-from-schools-targeting-titles-about-transgender-people
[144] https://www.propublica.org/article/st.-jude-fights-donors-families-in-court-for-share-of-estates
[47] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[40] https://www.propublica.org/article/how-the-red-cross-raised-half-a-billion-dollars-for-haiti-and-built-6-homes
[25] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[25] https://www.propublica.org/article/lights-out-profitable-utility-company-shut-off-electricity-to-homes-hundreds-of-thousands-of-times
[23] https://www.propublica.org/article/national-debt-trump
[21] https://www.propublica.org/atpropublica/tracy-weber-named-propublica-managing-editor
[21] https://www.propublica.org/article/st-jude-hoards-billions-while-many-of-its-families-drain-their-savings

Top URLs in Tweet in G1:
[37] https://www.propublica.org/article/st.-jude-fights-donors-families-in-court-for-share-of-estates
[19] https://www.propublica.org/atpropublica/tracy-weber-named-propublica-managing-editor
[18] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up
[13] https://www.propublica.org/article/were-going-to-be-conservative-official-orders-books-removed-from-schools-targeting-titles-about-transgender-people
[12] https://www.propublica.org/jobs/
[10] https://www.propublica.org/article/congress-opens-investigation-into-fdas-handling-of-a-problematic-heart-device
[5] https://www.propublica.org/article/the-extortion-economy-podcast-exploring-the-secret-world-of-ransomware
[5] https://www.propublica.org/article/lights-out-profitable-utility-company-shut-off-electricity-to-homes-hundreds-of-thousands-of-times
[4] https://twitter.com/propublica/status/1505847600477573120
[4] https://journalistsresource.org/health/propublica-air-pollution-investigation/

Top URLs in Tweet in G2:
[185] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up
[4] https://www.propublica.org/getinvolved/help-us-investigate-texas-border-security-initiatives?utm_source=sailthru&utm_medium=email&utm_campaign=dailynewsletter&utm_content=river
[2] https://www.propublica.org/article/were-going-to-be-conservative-official-orders-books-removed-from-schools-targeting-titles-about-transgender-people
[2] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up?utm_source=newsletter&utm_medium=email&utm_campaign=newsletter_axioslocal_dallas&stream=top
[1] https://texaspolitics.utexas.edu/blog/second-reading-podcast-conversation-perla-trevizo-and-andrew-calder%C3%B3n-about-operation-lone-star#.YjyK21Wt3lY.twitter
[1] https://twitter.com/i/web/status/1505955600915697664
[1] https://texaspolitics.utexas.edu/blog/elephant-room-texas-republicans-were-pretty-trumpy-trump
[1] https://twitter.com/Perla_Trevizo/status/1505928589262303232
[1] https://www.propublica.org/article/women-to-one-side-men-to-the-other-how-the-border-patrol-new-powers-and-old-carelessness-separated-a-family
[1] https://www.texastribune.org/2022/03/21/operation-lone-star-lacks-clear-metrics-measure-accomplishments/?utm_campaign=trib-social-buttons&utm_source=twitter&utm_medium=social

Top URLs in Tweet in G3:
[5] https://www.propublica.org/article/national-debt-trump
[3] https://trib.al/qlAp23r
[3] https://www.propublica.org/article/infamous-russian-troll-farm-appears-to-be-source-of-anti-ukraine-propaganda
[2] https://trib.al/jAGLO65
[2] https://trib.al/d6N9ka1
[2] https://trib.al/x89JtbE
[2] https://www.nbcnews.com/news/us-news/texas-superintendent-librarians-books-sexuality-transgender-rcna20992
[2] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up
[1] https://trib.al/xDUgXT7
[1] https://www.hli.org/resources/apa-on-homosexuality/

Top URLs in Tweet in G4:
[24] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up
[8] https://twitter.com/betomedia/status/1505964496824807432
[3] https://www.texastribune.org/2022/03/21/operation-lone-star-lacks-clear-metrics-measure-accomplishments/
[3] https://apple.news/AMskDwZ4ETRqwyHMv1GHfXQ
[2] https://www.propublica.org/article/were-going-to-be-conservative-official-orders-books-removed-from-schools-targeting-titles-about-transgender-people
[2] https://www.propublica.org/article/racial-profiling-ice-immigration-enforcement-pennsylvania
[2] https://www.propublica.org/events/inside-louisianas-harshest-juvenile-lockup
[2] https://www.axios.com/local/dallas/2022/03/22/texas-border-operations-questions
[2] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up?utm_source=sailthru&utm_medium=email&utm_campaign=dailynewsletter&utm_content=feature
[2] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up?s=09

Top URLs in Tweet in G5:
[6] https://www.propublica.org/article/national-debt-trump
[2] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[2] https://www.propublica.org/article/illinois-school-restraints
[2] https://twitter.com/propublica/status/1506076233867702274
[2] https://gijn.org/2022/03/21/investigating-the-rising-threat-of-selfie-propaganda-campaigns/
[1] https://twitter.com/i/web/status/1506079448793333767
[1] https://twitter.com/i/web/status/1506184226860843011
[1] https://twitter.com/i/web/status/1506185435911012354
[1] https://twitter.com/i/web/status/1506038796902621185
[1] https://twitter.com/i/web/status/1506040275944230914

Top URLs in Tweet in G6:
[65] https://www.propublica.org/article/st.-jude-fights-donors-families-in-court-for-share-of-estates
[59] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up
[30] https://www.propublica.org/article/were-going-to-be-conservative-official-orders-books-removed-from-schools-targeting-titles-about-transgender-people
[13] https://www.texastribune.org/2022/03/21/operation-lone-star-lacks-clear-metrics-measure-accomplishments/
[10] https://www.propublica.org/article/st-jude-hoards-billions-while-many-of-its-families-drain-their-savings
[9] https://www.propublica.org/article/lights-out-profitable-utility-company-shut-off-electricity-to-homes-hundreds-of-thousands-of-times
[8] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[8] https://www.propublica.org/article/congress-opens-investigation-into-fdas-handling-of-a-problematic-heart-device
[7] https://www.propublica.org/article/infamous-russian-troll-farm-appears-to-be-source-of-anti-ukraine-propaganda
[6] https://www.propublica.org/article/shackles-and-solitary-inside-louisianas-harshest-juvenile-lockup

Top URLs in Tweet in G7:
[4] https://www.propublica.org/article/st.-jude-fights-donors-families-in-court-for-share-of-estates
[2] https://www.propublica.org/article/black-children-were-jailed-for-a-crime-that-doesnt-exist
[1] https://www.propublica.org/article/were-going-to-be-conservative-official-orders-books-removed-from-schools-targeting-titles-about-transgender-people
[1] https://twitter.com/i/web/status/1500963104472977408
[1] https://www.texastribune.org/2022/03/23/north-texas-superintendent-targets-books-about-transgender-people/
[1] https://www.propublica.org/getinvolved/help-us-investigate-texas-border-security-initiatives?utm_source=sailthru&utm_medium=email&utm_campaign=dailynewsletter&utm_content=river
[1] https://www.propublica.org/article/shackles-and-solitary-inside-louisianas-harshest-juvenile-lockup
[1] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party
[1] https://twitter.com/propublica/status/1506496743709552643

Top URLs in Tweet in G8:
[244] https://www.propublica.org/article/were-going-to-be-conservative-official-orders-books-removed-from-schools-targeting-titles-about-transgender-people
[9] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up

Top URLs in Tweet in G9:
[2] https://twitter.com/propublica/status/1505847600477573120
[1] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up

Top URLs in Tweet in G10:
[1] https://twitter.com/andrewpduncan2/status/1506985003955146767
[1] https://twitter.com/danpriceseattle/status/1505947035647852544
[1] https://twitter.com/AndrewPDuncan2/status/1506923359644401667
[1] https://www.reuters.com/article/us-usa-trade-boeing-idUSKBN2BN30A
[1] https://twitter.com/danpriceseattle/status/1505979853081821189
[1] https://twitter.com/emmareillytweet/status/1506896345902235648
[1] https://twitter.com/ashleygjovik/status/1506813156211019789
[1] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up
[1] https://mariamiret.substack.com/p/trauma-reporting-can-result-in-mental
[1] https://twitter.com/ScottforFlorida/status/1501282405579112449

Top Domains
Top Domains in Tweet in Entire Graph:
[1382] propublica.org
[359] twitter.com
[59] trib.al
[34] texastribune.org
[21] govtrack.us
[9] apple.news
[6] youtube.com
[6] themarshallproject.org
[6] c-span.org
[5] washingtonpost.com

Top Domains in Tweet in G1:
[153] propublica.org
[85] twitter.com
[45] trib.al
[4] texastribune.org
[4] journalistsresource.org
[3] propub.li
[2] pbs.org
[2] tandfonline.com
[2] fda.gov
[2] apple.news

Top Domains in Tweet in G2:
[196] propublica.org
[25] twitter.com
[3] texastribune.org
[2] utexas.edu

Top Domains in Tweet in G3:
[12] propublica.org
[10] trib.al
[3] twitter.com
[2] nbcnews.com
[1] hli.org
[1] go.com
[1] texastribune.org
[1] youtube.com
[1] washingtonpost.com

Top Domains in Tweet in G4:
[49] twitter.com
[39] propublica.org
[7] texastribune.org
[5] themarshallproject.org
[4] bit.ly
[3] apple.news
[2] youtube.com
[2] axios.com
[1] jewishwikipedia.info
[1] nbcnews.com

Top Domains in Tweet in G5:
[57] twitter.com
[15] propublica.org
[2] gijn.org
[1] justice.gov
[1] texastribune.org
[1] youtube.com
[1] pbs.org
[1] usnews.com
[1] apnews.com
[1] citizensforethics.org

Top Domains in Tweet in G6:
[301] propublica.org
[73] twitter.com
[21] govtrack.us
[15] texastribune.org
[6] c-span.org
[4] apple.news
[3] congress.gov
[3] td.org
[3] chronlaw.com
[2] linkedin.com

Top Domains in Tweet in G7:
[10] propublica.org
[2] twitter.com
[1] texastribune.org

Top Domains in Tweet in G8:
[253] propublica.org

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

Top Domains in Tweet in G10:
[7] twitter.com
[1] reuters.com
[1] propublica.org
[1] substack.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[41] operationlonestar
[29] maga
[28] gop
[27] autopilot
[16] 2yrs
[13] abbottfailedtexas
[12] dshea
[12] cuomo
[10] texans
[9] votersuppression



Top Hashtags in Tweet in G1:
[18] operationlonestar
[4] theambies
[4] podcastawards
[3] factsmatter
[3] trumpisarussianasset
[3] journalismjobs
[2] journalism
[2] journojobs
[2] secretirsfiles
[1] 1a

Top Hashtags in Tweet in G2:
[6] operationlonestar
[5] abbottfailedtexas
[4] txlege
[2] betoforgovernor
[2] border
[1] republiklan
[1] gopfascists
[1] operationfailedstar
[1] immigration
[1] votehimout

Top Hashtags in Tweet in G3:
[1] trump
[1] toxicworkplaces
[1] books
[1] gophypocrisy
[1] cancelculture
[1] gop
[1] maga
[1] censorship
[1] gopbetrayedamerica
[1] trumpcoupattempt

Top Hashtags in Tweet in G4:
[6] abbottfailedtexas
[5] operationlonestar
[3] nomoreprisons
[3] act1225
[3] solitaryconfinement
[3] gopliesabouteverything
[2] leadwiththetruth
[2] texghanistan
[2] zuckbucks
[2] betoforgovernor

Top Hashtags in Tweet in G5:
[28] maga
[27] autopilot
[27] gop
[16] 2yrs
[12] dshea
[12] cuomo
[2] stopthedelaysandcoverups
[2] hr3474
[1] blackcivilrightsmatter
[1] stopthecoverups

Top Hashtags in Tweet in G6:
[6] propublica
[6] smartnews
[4] stjude
[3] uslaw
[3] jurisprudence
[3] news
[3] law
[3] attorney
[3] lawyer
[2] mckinseygate

Top Hashtags in Tweet in G7:
[2] books
[2] abbottfailedtexas

Top Hashtags in Tweet in G10:
[1] pandemic
[1] journalists
[1] trauma

Top Words
Top Words in Tweet in Entire Graph:
[3725] propublica
[1732] texastribune
[1552] texas
[1457] books
[1431] school
[1181] librarians
[1076] border
[1056] perla_trevizo
[1031] nbcnews
[998] leaked

Top Words in Tweet in G1:
[1472] propublica
[277] editor
[263] health
[263] work
[261] global
[246] come
[246] carolineylchen
[244] putting
[231] st
[231] team

Top Words in Tweet in G2:
[967] perla_trevizo
[858] propublica
[824] texastribune
[799] marshallproject
[642] months
[642] trying
[642] accomplished
[641] figure
[640] unde
[310] keribla

Top Words in Tweet in G3:
[1080] books
[893] nbcnews
[573] texas
[560] school
[552] sex
[545] librarians
[539] recording
[539] told
[538] leaked
[538] remove

Top Words in Tweet in G4:
[430] texastribune
[414] propublica
[353] border
[292] operation
[273] sewellchan
[262] abbott
[248] gov
[237] greg
[235] jinatx
[235] marshallproj

Top Words in Tweet in G5:
[193] propublica
[67] washingtonpost
[47] potus
[45] cnn
[44] ap
[43] vp
[43] nyclu
[38] npr
[35] foxnews
[33] watchthecops

Top Words in Tweet in G6:
[85] propublica
[77] texas
[72] border
[71] st
[70] jude
[68] data
[66] families
[63] governor
[62] initiative
[61] brags

Top Words in Tweet in G7:
[318] school
[317] librarians
[310] texas
[308] leaked
[308] recording
[307] superintendent
[305] bykenarmstrong
[303] paragraph
[303] talks
[303] group

Top Words in Tweet in G8:
[242] jesus
[242] hell
[242] lede
[241] jeffreyasachs
[24] people
[23] projection
[23] wingnuts
[23] cancel
[23] culture
[23] making

Top Words in Tweet in G9:
[124] smuggling
[119] net
[119] gain
[119] don
[119] think
[119] zero
[119] really
[119] haven
[119] significant
[119] impact

Top Words in Tweet in G10:
[14] propublica
[6] icijorg
[6] crewcrew
[5] border
[4] pressfreedom
[4] arrests
[4] citizens
[4] hundreds
[4] miles
[4] claiming

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1262] propublica,texastribune
[1019] texas,school
[991] leaked,recording
[871] texastribune,marshallproject
[706] months,propublica
[706] marshallproject,trying
[706] trying,figure
[706] figure,accomplished
[705] perla_trevizo,months
[705] accomplished,unde

Top Word Pairs in Tweet in G1:
[260] global,health
[243] come,work
[215] putting,together
[215] together,team
[215] team,cover
[215] cover,global
[215] health,propublica
[215] propublica,come
[215] work,editor
[214] carolineylchen,putting

Top Word Pairs in Tweet in G2:
[799] propublica,texastribune
[799] texastribune,marshallproject
[641] months,propublica
[641] marshallproject,trying
[641] trying,figure
[641] figure,accomplished
[640] perla_trevizo,months
[640] accomplished,unde
[162] andrewrcalderon,keribla
[162] read,story

Top Word Pairs in Tweet in G3:
[537] leaked,recording
[537] texas,school
[536] told,librarians
[536] librarians,remove
[536] remove,books
[536] books,sex
[529] nbcnews,leaked
[503] recording,texas
[503] school,leader
[503] leader,told

Top Word Pairs in Tweet in G4:
[234] lone,star
[233] operation,lone
[232] greg,abbott
[231] gov,greg
[188] propublica,marshallproj
[165] abbott,operation
[164] gt,tx
[164] tx,gov
[164] star,disrupted
[164] disrupted,drug

Top Word Pairs in Tweet in G5:
[32] propublica,washingtonpost
[31] potus,vp
[30] louisrbridgema3,harrylitman
[30] harrylitman,washingtonpost
[30] washingtonpost,thank
[30] thank,chance
[30] chance,maga
[30] maga,needs
[30] needs,stop
[30] stop,screaming

Top Word Pairs in Tweet in G6:
[70] st,jude
[62] border,initiative
[61] governor,brags
[61] initiative,data
[60] texas,governor
[60] brags,border
[60] data,doesn
[59] doesn,back
[58] fights,donors
[58] donors,families

Top Word Pairs in Tweet in G7:
[309] texas,school
[308] leaked,recording
[303] paragraph,texas
[303] school,superintendent
[303] superintendent,leaked
[303] recording,talks
[303] talks,group
[303] group,librarians
[302] bykenarmstrong,paragraph
[9] school,librarians

Top Word Pairs in Tweet in G8:
[242] jesus,hell
[242] hell,lede
[241] jeffreyasachs,jesus
[23] projection,wingnuts
[23] wingnuts,cancel
[23] cancel,culture
[23] culture,making
[23] making,people
[23] people,self
[23] self,censor

Top Word Pairs in Tweet in G9:
[119] net,gain
[119] gain,don
[119] don,think
[119] think,zero
[119] zero,really
[119] really,haven
[119] haven,significant
[119] significant,impact
[119] impact,migrant
[119] migrant,smuggling

Top Word Pairs in Tweet in G10:
[4] propublica,icijorg
[4] arrests,citizens
[4] citizens,hundreds
[4] hundreds,miles
[4] miles,border
[4] border,claiming
[4] claiming,drug
[4] drug,busts
[4] busts,state
[4] state,changing

Top Replied-To
Top Replied-To in Entire Graph:
@nbcnews
@propublica
@sewellchan
@perla_trevizo
@texastribune
@bykenarmstrong
@congressvotesbt
@charlesornstein
@mim9830
@newyorkstateag

Top Replied-To in G1:
@propublica
@carolineylchen
@charlesornstein
@petralalamer
@momnovavax
@refereepac
@table4oneplease
@davidsonhogley
@stuntbox
@sexyjewtx

Top Replied-To in G2:
@perla_trevizo
@lomikriel
@augustaphifer
@gregabbott_tx
@austexican
@moivtx
@opsteropp
@jackposobiec
@carolineylchen
@mhp_1776

Top Replied-To in G3:
@nbcnews
@mim9830
@rhonda_harbison
@texastribune
@mprounoun
@realist_ron
@propublica
@musesandmalise
@reallltallllk
@pillznarry

Top Replied-To in G4:
@sewellchan
@bykenarmstrong
@texastribune
@charlesornstein
@gregabbott_tx
@propublica
@mike_hixenbaugh
@ibtomj
@govabbott
@nbcnews

Top Replied-To in G5:
@newyorkstateag
@vp
@propublica
@thehill
@potus
@equalityalec
@legalaidnyc
@cbsnews
@theappeal
@frontlinepbs

Top Replied-To in G6:
@congressvotesbt

Top Replied-To in G8:
@nbcnews

Top Replied-To in G9:
@themorrancave
@nikki_sumrow

Top Replied-To in G10:
@propublica
@sethabramson
@fbinewark
@isaaccp
@senwhitehouse
@tobecb

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@texastribune
@perla_trevizo
@marshallproject
@nbcnews
@bykenarmstrong
@keribla
@lomikriel
@jinatx
@marshallproj

Top Mentioned in G1:
@propublica
@carolineylchen
@charlesornstein
@frontlinepbs
@themorrancave
@texastribune
@bandler_james
@us_fda
@tracyweber
@_neilbedi

Top Mentioned in G2:
@perla_trevizo
@propublica
@texastribune
@marshallproject
@keribla
@gregabbott_tx
@lomikriel
@andrewrcalderon
@jsmcc
@moivtx

Top Mentioned in G3:
@nbcnews
@propublica
@texastribune
@maddowblog
@gop
@timblackmore777
@texasgop
@dharmabum1974
@earlbosemanusa
@marshallproj

Top Mentioned in G4:
@propublica
@texastribune
@marshallproj
@jinatx
@sewellchan
@mike_hixenbaugh
@nbcnews
@txdps
@govabbott
@lomikriel

Top Mentioned in G5:
@propublica
@washingtonpost
@cnn
@ap
@nyclu
@potus
@npr
@foxnews
@watchthecops
@abc

Top Mentioned in G6:
@1progressivism
@slaterdorie
@mnboss1
@blazondenise
@carlark3
@cwilly4
@kennethlukasie1
@eggnog44
@bellayelin

Top Mentioned in G7:
@bykenarmstrong
@propublica
@jinatx
@texastribune
@nbcnews
@perla_trevizo
@marshallproject
@charlesornstein
@deenafaywinter
@sewellchan

Top Mentioned in G8:
@jeffreyasachs
@joshuahol
@timnitgebru
@propublica
@juanlozano70
@texastribune
@perla_trevizo
@marshallproject
@bykenarmstrong
@nbcnews

Top Mentioned in G9:
@zachdespart
@propublica
@perla_trevizo
@texastribune
@marshallproject
@sewellchan
@keribla
@nbcnews
@nikki_sumrow
@gregabbott_tx

Top Mentioned in G10:
@propublica
@icijorg
@crewcrew
@pressfreedom
@issgovernance
@glasslewis
@reveal
@publicintegrity
@bizroundtable
@uschamber

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@threadreaderapp
@dichristine
@monicasloves
@cagney1991
@1denmadrid
@_redfrog
@yarosisnancy
@phillip92321
@sddphoto

Top Tweeters in G1:
@missb62
@dichristine
@1denmadrid
@_redfrog
@phillip92321
@bannerite
@lizditz
@mharvey816
@pollsstar
@jjj5819

Top Tweeters in G2:
@threadreaderapp
@yarosisnancy
@sddphoto
@marthalynneowe1
@mayirmamay14
@tadrow
@linda1746
@manchuriandevil
@whirledcitizen_
@barbiewithatude

Top Tweeters in G3:
@real_infinity95
@theresamax
@morgfair
@carolmaewy
@lindacollins11
@sallyagale
@rebellegrrl
@alllwftopic
@rhonda_harbison
@tallyannae

Top Tweeters in G4:
@monicasloves
@kenkircher1
@rhiles2760
@stockguy61
@79topper
@samhainnight
@girlzinger
@cheryl_marlin
@beverlyfolkers
@teckiegirl

Top Tweeters in G5:
@thehill
@reuters
@guardian
@melissajpeltier
@bbcnews
@nytimes
@nypost
@foxnews
@washingtonpost
@rosemariebrown3

Top Tweeters in G6:
@chronlaw
@solusnan1
@new_narrative
@gregmroscoe
@hardknoxfirst
@rosenthalellery
@shehzadyounis
@msdixiediva8253
@mobygrapefan
@charlierichmond

Top Tweeters in G7:
@radlein
@overunderclover
@ae4ca
@evcoc54
@jackhutton
@ceciliaannh
@corinneam
@sponson
@kat_missouri
@chloedancer

Top Tweeters in G8:
@watermelondriia
@n7irl
@wise_diva
@nitenitemelissa
@arthur_affect
@weskusgogga
@sampson_elaine
@sds_sunlight
@jwomack
@mumbly_joe

Top Tweeters in G9:
@smilan317
@magsmom7
@peace1
@50smag
@gailwaldby
@kymburleigh
@gri1161
@angierrv
@bret_hitch
@yaya17017

Top Tweeters in G10:
@laura78703
@cherijacobus
@jaketapper
@billtruthfinder
@novelpachyderm
@sethabramson
@will_bunch
@cinderoak
@jayrosen_nyu
@crewcrew


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