Propublica, Twitter, 8/7/2020 12:58:23 PM, 232086


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Propublica_2020-08-07_05-26-25.xlsx
Propublica_2020-08-07_05-26-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 07, 2020
Short Description:
Propublica via NodeXL https://bit.ly/31wuEGT
@propublica
@texastribune
@richardhine
@lomikriel
@bykenarmstrong
@charlesornstein
@miafarrow
@univboy9
@alexberenson
@fbi

Top hashtags:
#wherearethechildren
#covid19
#trump
#coronavirus
#nypdfiles
#smartnews
#jobalert

Description:
Description
The graph represents a network of 7,187 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, 07 August 2020 at 12:32 UTC.

The requested start date was Friday, 07 August 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, 3-hour, 19-minute period from Monday, 03 August 2020 at 22:11 UTC to Thursday, 06 August 2020 at 01:31 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 : 7187
Unique Edges : 3952
Edges With Duplicates : 13839
Total Edges : 17791
Number of Edge Types : 5
Retweet : 5969
MentionsInRetweet : 7660
Mentions : 2478
Tweet : 764
Replies to : 920
Self-Loops : 782
Reciprocated Vertex Pair Ratio : 0.00876349257240568
Reciprocated Edge Ratio : 0.0173747218985062
Connected Components : 568
Single-Vertex Connected Components : 346
Maximum Vertices in a Connected Component : 5890
Maximum Edges in a Connected Component : 15937
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.116592
Graph Density : 0.000182764199407417
Modularity : 0.427243
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 7,187 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, 07 August 2020 at 12:32 UTC.

The requested start date was Friday, 07 August 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, 3-hour, 19-minute period from Monday, 03 August 2020 at 22:11 UTC to Thursday, 06 August 2020 at 01:31 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:
[118] https://www.propublica.org/article/nobody-accurately-tracks-health-care-workers-lost-to-covid-19-so-she-stays-up-at-night-cataloging-the-dead
[108] https://www.propublica.org/article/trump-inc-podcast-never-before-seen-trump-tax-documents-show-major-inconsistencies
[81] https://www.propublica.org/article/her-rapist-threatened-to-make-her-disappear-instead-of-asylum-ice-put-her-in-a-hotel-and-sent-her-back
[54] https://www.propublica.org/article/after-a-year-of-investigation-the-border-patrol-has-little-to-say-about-agents-misogynistic-and-racist-facebook-group
[32] https://www.propublica.org/article/what-happened-when-a-public-institute-became-a-de-facto-lobbying-arm-of-the-timber-industry
[26] https://twitter.com/propublica/status/1291038779625611265
[26] https://www.propublica.org/article/how-a-covid-19-test-led-to-charges
[25] https://twitter.com/propublica/status/1290425077767561216
[22] https://www.propublica.org/article/how-many-people-in-the-us-are-hospitalized-with-covid-19-who-knows
[21] https://features.propublica.org/weirton/police-shooting-lethal-force-cop-fired-west-virginia/

Top URLs in Tweet in G1:
[8] https://projects.propublica.org/nypd-ccrb/officer/9671-patrick-craig
[8] https://nytv.to/ZM0Pz
[5] https://twitter.com/propublica/status/1290425077767561216
[4] https://www.propublica.org/article/how-to-understand-covid-19-numbers
[4] https://twitter.com/propublica/status/1290434745533378560
[3] https://www.propublica.org/article/the-disinfomercial-how-larry-king-got-duped-into-starring-in-chinese-propaganda
[3] https://www.propublica.org/article/after-a-year-of-investigation-the-border-patrol-has-little-to-say-about-agents-misogynistic-and-racist-facebook-group
[3] https://www.propublica.org/article/nobody-accurately-tracks-health-care-workers-lost-to-covid-19-so-she-stays-up-at-night-cataloging-the-dead
[3] https://www.propublica.org/article/the-cares-act-sent-you-a-1-200-check-but-gave-millionaires-and-billionaires-far-more
[3] https://www.propublica.org/article/what-happened-when-a-public-institute-became-a-de-facto-lobbying-arm-of-the-timber-industry

Top URLs in Tweet in G2:
[3] https://twitter.com/propublica/status/1290831008376512515
[2] https://www.propublica.org/article/her-rapist-threatened-to-make-her-disappear-instead-of-asylum-ice-put-her-in-a-hotel-and-sent-her-back
[1] https://www.texastribune.org/2020/08/04/border-migrant-children-hotels/?utm_campaign=trib-social&utm_content=1596586474&utm_medium=social&utm_source=twitter
[1] https://bit.ly/33pk0Ev
[1] https://bit.ly/30oC6om
[1] https://www.texastribune.org/2020/07/30/texas-coronavirus-hispanic/?utm_campaign=trib-social&utm_content=1596476922&utm_medium=social&utm_source=twitter
[1] https://www.propublica.org/article/the-cares-act-sent-you-a-1-200-check-but-gave-millionaires-and-billionaires-far-more
[1] https://twitter.com/propublica/status/1291155098987528193
[1] https://www.independent.co.uk/news/world/americas/trump-border-crisis-nazis-nuremberg-trial-ben-ferencz-family-separation-migrants-un-a8485606.html
[1] https://immigrationforum.org/article/fact-sheet-immigrants-and-public-benefits/

Top URLs in Tweet in G3:
[18] https://www.propublica.org/article/her-rapist-threatened-to-make-her-disappear-instead-of-asylum-ice-put-her-in-a-hotel-and-sent-her-back
[4] https://www.propublica.org/article/defendant-shall-not-attend-protests-in-portland-getting-out-of-jail-requires-relinquishing-constitutional-rights
[3] https://www.propublica.org/article/2020-journalists-of-color-apply-for-propublicas-emerging-reporters-program
[2] https://www.propublica.org/article/nobody-accurately-tracks-health-care-workers-lost-to-covid-19-so-she-stays-up-at-night-cataloging-the-dead
[2] https://www.propublica.org/article/after-a-year-of-investigation-the-border-patrol-has-little-to-say-about-agents-misogynistic-and-racist-facebook-group
[2] https://www.propublica.org/article/they-sued-thousands-of-borrowers-during-the-pandemic-until-we-started-asking-questions
[2] https://www.propublica.org/article/portland-protesters-no-longer-being-banned-from-attending-protests-to-win-release-from-jail
[2] https://davemarash.com/2020/08/04/jeremy-schwartz-texas-tribune-free-border-wall-problems/
[2] https://www.propublica.org/article/at-this-trump-favored-charity-financial-reporting-is-questionable-and-insiders-are-cashing-in
[1] https://www.propublica.org/atpropublica/propublica-wins-six-malofiej-awards

Top URLs in Tweet in G4:
[28] https://www.propublica.org/article/her-rapist-threatened-to-make-her-disappear-instead-of-asylum-ice-put-her-in-a-hotel-and-sent-her-back
[25] https://www.propublica.org/article/after-a-year-of-investigation-the-border-patrol-has-little-to-say-about-agents-misogynistic-and-racist-facebook-group
[15] https://www.propublica.org/article/nobody-accurately-tracks-health-care-workers-lost-to-covid-19-so-she-stays-up-at-night-cataloging-the-dead
[12] https://twitter.com/propublica/status/1290425077767561216
[12] https://www.propublica.org/article/what-happened-when-a-public-institute-became-a-de-facto-lobbying-arm-of-the-timber-industry
[12] https://twitter.com/propublica/status/1291162519923458053
[9] https://twitter.com/propublica/status/1290801689327435777
[8] https://twitter.com/propublica/status/1290352378030563328
[8] https://www.propublica.org/article/how-a-covid-19-test-led-to-charges
[8] https://twitter.com/propublica/status/1290434745533378560

Top URLs in Tweet in G5:
[5] https://features.propublica.org/trump-inc-podcast/trump-family-business-panama-city-khafif/
[1] https://www.propublica.org/article/here-are-the-trump-projects-where-ivanka-and-her-dad-misled-buyers
[1] https://www.propublica.org/article/trumps-company-paid-bribes-to-reduce-property-taxes-assessors-say
[1] https://www.propublica.org/article/companies-owned-by-this-billionaire-governor-received-up-to-24-million-in-bailout-loans
[1] https://twitter.com/propublica/status/1290801689327435777
[1] https://twitter.com/propublica/status/1290200167879077888

Top URLs in Tweet in G6:
[2] https://projects.propublica.org/protest-police-videos/
[1] https://www.propublica.org/article/her-rapist-threatened-to-make-her-disappear-instead-of-asylum-ice-put-her-in-a-hotel-and-sent-her-back
[1] https://twitter.com/propublica/status/1291155098987528193
[1] https://twitter.com/propublica/status/1290766231872643080

Top URLs in Tweet in G7:
[4] https://twitter.com/propublica/status/1290425077767561216?s=21
[3] https://www.propublica.org/article/her-rapist-threatened-to-make-her-disappear-instead-of-asylum-ice-put-her-in-a-hotel-and-sent-her-back
[3] https://apple.news/A2EyuxDnGRfi8eruyshKxog
[2] https://www.axios.com/propublica-nypd-disciplinary-records-fce5813c-f6a3-4dac-b50e-d1a0e3321add.html?utm_source=twitter&utm_medium=social&utm_campaign=organic&utm_content=1100
[2] https://projects.propublica.org/politwoops/user/AOC
[2] https://www.propublica.org/article/after-a-year-of-investigation-the-border-patrol-has-little-to-say-about-agents-misogynistic-and-racist-facebook-group?utm_source=sailthru&utm_medium=email&utm_campaign=dailynewsletter&utm_content=feature
[1] https://twitter.com/freeyourmindkid/status/1291170823018106884
[1] https://twitter.com/mark_riedl/status/1290985570571886592
[1] https://ncdj.org/contest/
[1] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud

Top URLs in Tweet in G8:
[13] https://twitter.com/propublica/status/1291038779625611265
[5] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[5] https://www.propublica.org/article/we-found-a-staggering-281-lobbyists-whove-worked-in-the-trump-administration
[5] https://www.propublica.org/article/her-rapist-threatened-to-make-her-disappear-instead-of-asylum-ice-put-her-in-a-hotel-and-sent-her-back
[3] https://slate.com/news-and-politics/2018/10/ivanka-trump-in-panama-propublica-report-reveals-she-was-dishonest-in-condo-sales.html
[2] https://www.propublica.org/article/what-happened-when-a-public-institute-became-a-de-facto-lobbying-arm-of-the-timber-industry
[2] https://www.propublica.org/article/the-cares-act-sent-you-a-1-200-check-but-gave-millionaires-and-billionaires-far-more
[2] https://twitter.com/propublica/status/1290728087710322690?s=21
[2] https://twitter.com/propublica/status/1290728087710322690
[2] https://www.propublica.org/article/ike-perlmutter-bruce-moskowitz-marc-sherman-shadow-rulers-of-the-va

Top URLs in Tweet in G9:
[5] https://www.opb.org/article/2020/08/04/oregon-forest-resources-institute-osu-timber-industry-investigation-lobbying/
[2] https://www.opb.org/news/article/oregon-investigation-timber-logging-forests-policy-taxes-spotted-owl/
[1] https://www.propublica.org/article/outright-lies-voting-misinformation-flourishes-on-facebook?utm_source=twitter&utm_medium=social
[1] https://projects.oregonlive.com/timber/
[1] https://www.propublica.org/article/what-happened-when-a-public-institute-became-a-de-facto-lobbying-arm-of-the-timber-industry
[1] https://twitter.com/propublica/status/1290772556962816002

Top URLs in Tweet in G10:
[1] https://twitter.com/kevinmkruse/status/1291116000231002113
[1] https://twitter.com/realdonaldtrump/status/837989835818287106?s=21

Top Domains
Top Domains in Tweet in Entire Graph:
[951] propublica.org
[379] twitter.com
[54] propub.li
[35] trib.al
[11] apple.news
[10] nytv.to
[9] bit.ly
[8] opb.org
[7] npr.org
[5] ampproject.org

Top Domains in Tweet in G1:
[57] propublica.org
[54] propub.li
[37] twitter.com
[33] trib.al
[10] nytv.to
[2] washingtonpost.com
[2] routefifty.com
[1] ijnet.org
[1] statnews.com
[1] time.com

Top Domains in Tweet in G2:
[11] twitter.com
[7] propublica.org
[2] texastribune.org
[2] bit.ly
[2] nytimes.com
[1] co.uk
[1] immigrationforum.org
[1] apnews.com

Top Domains in Tweet in G3:
[44] propublica.org
[2] twitter.com
[2] davemarash.com
[1] bit.ly

Top Domains in Tweet in G4:
[209] propublica.org
[139] twitter.com
[4] apple.news
[4] feedpress.com
[2] politicalwire.com
[1] texastribune.org
[1] trib.al
[1] everydayactivism.net
[1] huffpost.com
[1] bbc.com

Top Domains in Tweet in G5:
[8] propublica.org
[2] twitter.com

Top Domains in Tweet in G6:
[3] propublica.org
[2] twitter.com

Top Domains in Tweet in G7:
[23] twitter.com
[19] propublica.org
[3] apple.news
[2] axios.com
[1] ncdj.org
[1] reuters.com
[1] ny.gov

Top Domains in Tweet in G8:
[47] propublica.org
[32] twitter.com
[4] slate.com
[1] fec.gov
[1] thehill.com
[1] thememoryhole2.org
[1] pogo.org

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

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[30] wherearethechildren
[24] covid19
[11] trump
[9] coronavirus
[8] nypdfiles
[7] smartnews
[6] jobalert
[5] masonicpolice
[5] kochnetwork
[5] maga



Top Hashtags in Tweet in G1:
[8] nypdfiles
[4] covid19
[3] neveragainisnow
[2] demandjustice
[2] portlandprotests
[2] trumptraffickschildren
[2] nypd
[2] ccrb
[2] koch
[2] gambling

Top Hashtags in Tweet in G2:
[2] impeachbarr
[2] impeachtrump
[2] traitortrump
[2] trumporamerica
[2] freethemall
[2] 150kdead
[1] adrenochromeharvesting
[1] childtraffickingexposed
[1] borderwall
[1] wewillvoteblue

Top Hashtags in Tweet in G3:
[1] rgv
[1] looter
[1] malofiej28

Top Hashtags in Tweet in G4:
[5] smartnews
[3] covid19
[3] coronavirus
[2] westvirginia
[2] defundthepolice
[2] trumpcrimesyndicate
[2] gopcorruptionovercountry
[2] facebook
[2] haiti
[2] freegrace

Top Hashtags in Tweet in G5:
[1] corruption
[1] trumpcrimefamily

Top Hashtags in Tweet in G7:
[4] trump
[2] gop
[2] republicans
[2] moscowmitch
[2] covid19
[2] maga
[2] trump2020
[1] gapol
[1] trumprussia
[1] onev1

Top Hashtags in Tweet in G8:
[3] covid19
[2] trumpbodycount
[2] trumphasnoplan
[2] votebluetoendthisnightmare
[2] swump
[1] trumphatesveterans
[1] smallbusinesses
[1] ppp
[1] golf
[1] youaretheswamp

Top Hashtags in Tweet in G9:
[2] deletefacebook
[1] riotribs
[1] votebymail

Top Hashtags in Tweet in G10:
[1] trumpliesamericansdie

Top Words
Top Words in Tweet in Entire Graph:
[4864] propublica
[1666] trump
[870] under
[801] million
[796] police
[790] children
[749] thousands
[740] expelled
[728] show
[716] officers

Top Words in Tweet in G1:
[3127] propublica
[638] million
[637] police
[626] officers
[616] departments
[573] videos
[569] violence
[565] 68
[565] during
[564] show

Top Words in Tweet in G2:
[578] texastribune
[441] trump
[423] children
[409] expelled
[408] migrant
[406] thousands
[405] march
[352] under
[351] health
[351] order

Top Words in Tweet in G3:
[261] propublica
[240] lomikriel
[232] migrant
[232] expelled
[230] thousands
[211] under
[208] lawyers
[206] order
[197] months
[189] found

Top Words in Tweet in G4:
[49] propublica
[34] covid
[31] 19
[29] facebook
[28] little
[27] make
[26] trump
[26] back
[26] border
[26] ice

Top Words in Tweet in G5:
[418] trump
[404] former
[404] city
[203] pay
[202] icymi
[202] five
[202] employees
[202] organization
[202] employee
[202] used

Top Words in Tweet in G6:
[194] bykenarmstrong
[192] children
[191] private
[190] under
[187] moved
[187] hundreds
[187] clandestine
[187] network
[187] hotels
[187] watch

Top Words in Tweet in G7:
[72] propublica
[11] million
[11] texastribune
[11] projectlincoln
[11] maddow
[11] joebiden
[10] against
[10] thousands
[10] gop
[10] trump

Top Words in Tweet in G8:
[61] propublica
[47] trump
[41] realdonaldtrump
[34] senatorcollins
[30] ajdelgado13
[30] bill
[28] going
[27] human
[27] rights
[26] hey

Top Words in Tweet in G9:
[310] opb
[223] propublica
[192] oregonian
[137] oregon
[130] investigation
[126] tax
[125] institute
[124] forest
[120] resources
[119] funded

Top Words in Tweet in G10:
[188] alexberenson
[138] propublica
[106] used
[56] tell
[56] trick
[54] such
[53] little
[53] belong
[53] exclusively
[53] tabloids

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[664] thousands,migrant
[636] violence,during
[629] 68,videos
[627] escalating,violence
[621] police,officers
[619] videos,show
[619] show,clear
[619] clear,apparent
[619] apparent,instances
[619] instances,police

Top Word Pairs in Tweet in G1:
[565] 68,videos
[564] escalating,violence
[558] videos,show
[558] show,clear
[558] clear,apparent
[558] apparent,instances
[558] instances,police
[558] police,officers
[558] officers,escalating
[558] violence,during

Top Word Pairs in Tweet in G2:
[406] migrant,children
[405] thousands,migrant
[404] children,expelled
[351] health,order
[350] expelled,march
[350] march,under
[350] under,emergency
[350] emergency,health
[350] order,trump
[349] texastribune,thousands

Top Word Pairs in Tweet in G3:
[207] thousands,migrant
[196] expelled,under
[185] found,three
[185] three,dozen
[184] months,lawyers
[184] lawyers,searched
[184] searched,thousands
[184] migrant,kids
[184] kids,expelled
[184] under,order

Top Word Pairs in Tweet in G4:
[31] covid,19
[24] sent,back
[23] rapist,threatened
[23] threatened,make
[23] make,disappear
[23] disappear,instead
[23] instead,asylum
[23] asylum,ice
[23] ice,put
[23] put,hotel

Top Word Pairs in Tweet in G5:
[202] icymi,five
[202] five,former
[202] former,city
[202] city,employees
[202] employees,former
[202] former,trump
[202] trump,organization
[202] organization,employee
[202] employee,trump
[202] trump,used

Top Word Pairs in Tweet in G6:
[187] moved,hundreds
[187] hundreds,children
[187] children,clandestine
[187] clandestine,network
[187] network,hotels
[187] hotels,under
[187] under,watch
[187] watch,private
[186] bykenarmstrong,moved
[186] private,contracto

Top Word Pairs in Tweet in G7:
[9] texastribune,propublica
[7] thousands,migrant
[6] west,virginia
[6] virginia,gov
[6] gov,jim
[6] jim,justice
[6] justice,family
[6] family,received
[6] received,between
[6] between,11

Top Word Pairs in Tweet in G8:
[27] human,rights
[25] rights,violation
[25] violation,hey
[25] hey,senatorcollins
[25] senatorcollins,going
[24] tiffanybond,human
[22] hmm,come
[22] come,trump
[22] trump,campaign's
[22] campaign's,june

Top Word Pairs in Tweet in G9:
[120] resources,institute
[119] opb,propublica
[119] tax,funded
[119] institute,created
[118] oregonian,opb
[117] investigation,oregonian
[117] oregon,forest
[117] forest,resources
[116] propublica,reveals
[116] reveals,tax

Top Word Pairs in Tweet in G10:
[135] alexberenson,propublica
[53] tell,little
[53] little,trick
[53] trick,used
[53] used,belong
[53] belong,exclusively
[53] exclusively,tabloids
[53] tabloids,days
[53] days,used
[53] used,such

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@texastribune
@alexberenson
@realandrewdaub
@opb
@diannahunt
@groundedcommon
@mvthomster
@realdonaldtrump
@davidfrum

Top Replied-To in G1:
@propublica
@realandrewdaub
@carodjah
@tracyweber
@motherjones
@rutledgemj
@carolineylchen
@chuckheard2
@gregwildsmith
@reynoldfinnegan

Top Replied-To in G2:
@texastribune
@morgana_sss
@sodathirteen
@smith22056097
@calizoetwenty88
@nicholson3737
@daddytr55070819
@propublica
@imyourtarget
@ri_designs

Top Replied-To in G3:
@diannahunt
@kiahcollier
@jinatx
@wwg1wga_female
@charlesornstein
@marcduvoisin
@perla_trevizo
@alisoncook
@chronsnyder
@sandrasantos

Top Replied-To in G5:
@philkabler
@propublica
@rdengstrom

Top Replied-To in G6:
@bykenarmstrong
@propublica

Top Replied-To in G7:
@propublica
@texastribune
@senjoniernst
@joebiden
@freeyourmindkid
@loudobbs
@halmarshall2309
@stevenmnuchin1
@thisisgettingr3
@mollyjongfast

Top Replied-To in G8:
@realdonaldtrump
@propublica
@ajdelgado13
@uclabruin1998
@ivankatrump
@whitehouse
@senatemajldr
@robcore3
@donaldjtrumpjr
@cjcmichel

Top Replied-To in G9:
@opb
@loggerm2
@rednfiery
@dhstokyo
@kaylafromwa
@gofishlynn
@braedalibby
@oregonian
@pinchemacha
@chelzzzp

Top Replied-To in G10:
@alexberenson
@groundedcommon
@mvthomster
@gop_u
@debaucheryking
@therealgremlich
@adrianashkenazy
@mrcollinsopus
@jimsignorile
@dkbgeek

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@texastribune
@lomikriel
@bykenarmstrong
@richardhine
@tracyweber
@oregonian
@opb
@alexberenson
@alivelshi

Top Mentioned in G1:
@propublica
@tracyweber
@carolineylchen
@merrittcorrigan
@motherjones
@bykenarmstrong
@nypdmaskwatch
@statnews
@timobrien
@lomikriel

Top Mentioned in G2:
@texastribune
@propublica
@margare41562515
@christo41978344
@gop
@thesmokeishere
@amzam
@kerry98198
@priusjames
@effinggrim

Top Mentioned in G3:
@lomikriel
@propublica
@charlesornstein
@kiahcollier
@texastribune
@renlarson_
@dlind
@jinatx
@perla_trevizo
@mike_hixenbaugh

Top Mentioned in G4:
@athens4cannabis
@peintre
@mitigatepartner
@robinskyleigh
@walnutparkpeace
@dennisp101155

Top Mentioned in G5:
@richardhine
@propublica
@espiers
@leisuregoddess
@rdengstrom
@karolcummins
@charlesornstein
@texastribune
@dhstokyo
@mollymotoole

Top Mentioned in G6:
@bykenarmstrong
@propublica
@moizsyed
@lomikriel
@texastribune
@charlesornstein
@thomas_chips
@norahodonnell
@gayleking
@davidmuir

Top Mentioned in G7:
@propublica
@projectlincoln
@maddow
@cnn
@nytimes
@speakerpelosi
@joebiden
@nbcnews
@texastribune
@realdonaldtrump

Top Mentioned in G8:
@propublica
@senatorcollins
@realdonaldtrump
@ajdelgado13
@tiffanybond
@ivankatrump
@opensecretsdc
@carrollisforme
@donaldjtrumpjr
@vp

Top Mentioned in G9:
@propublica
@oregonian
@opb
@phillyturtleguy
@dhstokyo
@kaylafromwa
@rednfiery
@oregongovbrown
@orsendemocrats
@orhousedems

Top Mentioned in G10:
@alexberenson
@propublica
@kevinmkruse
@therealgremlich
@mvthomster
@dkbgeek
@gop_u
@shaxperjack
@adamweinstein
@corneliusmary

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@the_news_diva
@dichristine
@rk70534
@monicasloves
@1denmadrid
@phillip92321
@jjauthor
@thereal_rebel
@bkindngood

Top Tweeters in G1:
@occuworld
@dichristine
@1denmadrid
@phillip92321
@bkindngood
@derekjohnbryant
@backstorymom1
@russelltim151
@kenkircher1
@b1e56df9ce6549f

Top Tweeters in G2:
@rxbun
@cheezwitham
@ungubunugu1274
@greeeneyedwhwom
@sar_oso
@amyayers16
@gregmroscoe
@mstepczyk
@llstudent08
@jsnyder555

Top Tweeters in G3:
@faby_nava77
@lisakbromley
@patta47cake
@blogdiva
@geegeebythesea
@reneevoicebrand
@hockeyfangirl12
@mariacabadas
@painter_nancy
@royaleight

Top Tweeters in G4:
@iam__network
@gus_802
@kstreet111
@ken_crichlow
@deesbarbara
@kegan05
@yananous
@terrigreenusa
@takhar_
@kentbottles

Top Tweeters in G5:
@monicasloves
@paulstewartii
@jjj5819
@rrnunez
@burnettcynthia
@karolcummins
@glpiman
@deeloralei
@avonan
@aplemkseriously

Top Tweeters in G6:
@sophialamar1
@fight4freedom72
@uchihahunter
@crystalrose126
@jaykelly26
@ricardoharvin
@pkmonaghan
@anne_tappe
@bradgallaway
@kingdomofwench

Top Tweeters in G7:
@thehill
@guardian
@ecclesias
@huffpost
@docrocktex26
@drwavesportcd1
@skynews
@reforma
@colourbars
@nytimes

Top Tweeters in G8:
@jjauthor
@npsusa
@tigerbeat
@courageousgirl2
@henrygalvin88
@papaesoco
@carrollisforme
@sharonvt75
@jo_kwanghee_07
@queenphillippa

Top Tweeters in G9:
@skepmi
@jrtomlinauthor
@digyoursoul
@persistentpengn
@1feralkat
@bofflespoffle
@txmattie
@matthewcronin9
@tagsitqaf
@mjcaswell

Top Tweeters in G10:
@cblazblaz
@cheri_kentucky
@4annegs
@dvanhook822
@shayne571
@digino69
@dog2purple
@luigi_warren
@lisaetter1
@skohayes


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