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Propublica_2021-02-21_05-50-07.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 22, 2021
Short Description:
Propublica via NodeXL https://bit.ly/3pIvvyi
@propublica
@ercot_iso
@nerdpyle
@dicktofel
@hoodcommunist
@derekwillis
@gregggonsalves
@bombshelldaily
@ericuman
@portiegal

Top hashtags:
#maga
#gop
#gopq
#covid19
#capitol
#insurrection
#uniqtweets
#covid
#irs

Description:
Description
The graph represents a network of 7,155 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 Sunday, 21 February 2021 at 14:01 UTC.

The requested start date was Friday, 19 February 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, 10-hour, 53-minute period from Tuesday, 16 February 2021 at 14:06 UTC to Friday, 19 February 2021 at 01:00 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 : 7155
Unique Edges : 4246
Edges With Duplicates : 13206
Total Edges : 17452
Number of Edge Types : 5
Replies to : 843
Mentions : 2601
Retweet : 5586
MentionsInRetweet : 7355
Tweet : 1067
Self-Loops : 1105
Reciprocated Vertex Pair Ratio : 0.00599818922589407
Reciprocated Edge Ratio : 0.0119248509393633
Connected Components : 839
Single-Vertex Connected Components : 554
Maximum Vertices in a Connected Component : 5594
Maximum Edges in a Connected Component : 15494
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.254319
Graph Density : 0.000173657814982631
Modularity : 0.433538
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,155 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 Sunday, 21 February 2021 at 14:01 UTC.

The requested start date was Friday, 19 February 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, 10-hour, 53-minute period from Tuesday, 16 February 2021 at 14:06 UTC to Friday, 19 February 2021 at 01:00 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:
[121] https://projects.propublica.org/climate-migration/
[111] https://www.propublica.org/article/i-dont-trust-the-people-above-me-riot-squad-cops-open-up-about-disastrous-response-to-capitol-insurrection
[84] https://www.propublica.org/article/the-irs-cashed-her-check-then-the-late-notices-started-coming
[80] https://www.propublica.org/article/a-federal-appeals-court-has-ruled-in-favor-of-releasing-nypd-discipline-records
[73] https://www.propublica.org/article/dying-on-the-waitlist
[62] https://trib.al/Q5n5qyJ
[44] https://www.propublica.org/article/people-over-75-are-first-in-line-to-be-vaccinated-against-covid-19-the-average-black-person-doesnt-live-that-long
[42] https://www.propublica.org/article/fire-through-dry-grass-andrew-cuomo-saw-covid-19-threat-to-nursing-homes-then-he-risked-adding-to-it
[38] https://www.al.com/news/2021/02/alabama-medical-worker-arrested-in-dc-riot-witnessed-ashli-babbitts-fatal-shooting.html
[37] https://twitter.com/propublica/status/1362009068211167232

Top URLs in Tweet in G1:
[52] https://trib.al/Q5n5qyJ
[37] https://www.al.com/news/2021/02/alabama-medical-worker-arrested-in-dc-riot-witnessed-ashli-babbitts-fatal-shooting.html
[37] https://www.propublica.org/article/fire-through-dry-grass-andrew-cuomo-saw-covid-19-threat-to-nursing-homes-then-he-risked-adding-to-it
[20] https://trib.al/Z7rkWf4
[20] https://nytv.to/BmOXA
[10] https://trib.al/sezBmxG
[5] https://www.propublica.org/article/dying-on-the-waitlist
[5] https://www.propublica.org/article/i-dont-trust-the-people-above-me-riot-squad-cops-open-up-about-disastrous-response-to-capitol-insurrection
[4] https://trib.al/g9mcoly
[4] https://twitter.com/propublica/status/1361840067531182081

Top URLs in Tweet in G2:
[25] https://www.propublica.org/atpropublica/richard-tofel-to-retire-as-propublica-president-board-launches-search-for-successor
[12] https://www.propublica.org/article/dying-on-the-waitlist
[7] https://www.propublica.org/article/people-over-75-are-first-in-line-to-be-vaccinated-against-covid-19-the-average-black-person-doesnt-live-that-long
[7] https://www.propublica.org/article/the-irs-cashed-her-check-then-the-late-notices-started-coming
[7] https://www.propublica.org/jobs/president-and-co-chief-executive-officer
[6] https://trib.al/Q5n5qyJ
[4] https://twitter.com/dicktofel/status/1362085143389872129
[3] https://www.propublica.org/article/no-one-took-us-seriously-black-cops-warned-about-racist-capitol-police-officers-for-years
[2] https://trib.al/sezBmxG
[2] https://projects.propublica.org/itemizer/committee/C00361758/reports/FEB%20MONTHLY

Top URLs in Tweet in G3:
[65] https://www.propublica.org/article/i-dont-trust-the-people-above-me-riot-squad-cops-open-up-about-disastrous-response-to-capitol-insurrection
[51] https://www.propublica.org/article/the-irs-cashed-her-check-then-the-late-notices-started-coming
[44] https://www.propublica.org/article/a-federal-appeals-court-has-ruled-in-favor-of-releasing-nypd-discipline-records
[39] https://www.propublica.org/article/dying-on-the-waitlist
[27] https://apple.news/AZa7aY1HUTPyfOiXnbaey4Q
[21] https://www.propublica.org/article/people-over-75-are-first-in-line-to-be-vaccinated-against-covid-19-the-average-black-person-doesnt-live-that-long
[16] https://twitter.com/propublica/status/1361840067531182081
[15] https://twitter.com/propublica/status/1362009068211167232
[7] https://projects.propublica.org/climate-migration/
[7] https://www.propublica.org/article/dying-on-the-waitlist?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature

Top URLs in Tweet in G4:
[3] https://www.propublica.org/article/a-federal-appeals-court-has-ruled-in-favor-of-releasing-nypd-discipline-records
[2] https://projects.propublica.org/nonprofits/organizations/742587416
[2] https://www.propublica.org/article/dying-on-the-waitlist
[1] https://projects.propublica.org/nonprofits/display_990/742587416/01_2020_prefixes_72-74%2F742587416_201812_990O_2020012717072100
[1] https://twitter.com/i/web/status/1361882145019420680
[1] https://twitter.com/i/web/status/1361885942471008258
[1] https://projects.propublica.org/nonprofits/organizations/742587416?fbclid=IwAR01blaJ0zfbmL4QI1GNTOMn2P4f0g45Ya8AmvSoVBJmcgAcNWVzR3HNBUA
[1] https://twitter.com/i/web/status/1361538054662553601
[1] https://twitter.com/propublica/status/1361840067531182081
[1] https://twitter.com/i/web/status/1361700128453713920

Top URLs in Tweet in G5:
[7] https://projects.propublica.org/parler-capitol-videos/
[4] https://www.propublica.org/article/rick-perrys-ukrainian-dream
[4] https://twitter.com/propublica/status/1362176479497498624
[3] https://www.propublica.org/article/i-dont-trust-the-people-above-me-riot-squad-cops-open-up-about-disastrous-response-to-capitol-insurrection
[3] https://twitter.com/dicktofel/status/1362085143389872129
[3] https://twitter.com/propublica/status/965368585253212161
[3] https://www.theatlantic.com/ideas/archive/2020/02/what-happened-delhi-was-pogrom/607198/
[2] https://www.propublica.org/article/ice-guards-systematically-sexually-assault-detainees-in-an-el-paso-detention-center-lawyers-say
[2] https://lawandcrime.com/high-profile/like-an-experimental-concentration-camp-whistleblower-complaint-alleges-mass-hysterectomies-at-ice-detention-center/
[2] https://www.propublica.org/article/two-coasts-one-virus-how-new-york-suffered-nearly-10-times-the-number-of-deaths-as-california

Top URLs in Tweet in G6:
[3] https://twitter.com/propublica/status/1362124867815022602
[1] https://tracking.feedpress.com/link/9499/14292610/dying-on-the-waitlist
[1] https://tracking.feedpress.com/link/9499/14291186/a-federal-appeals-court-has-ruled-in-favor-of-releasing-nypd-discipline-records
[1] https://features.propublica.org/medical-debt/when-medical-debt-collectors-decide-who-gets-arrested-coffeyville-kansas/
[1] https://trib.al/Q5n5qyJ
[1] https://trib.al/Z7rkWf4
[1] https://www.propublica.org/article/the-woman-propositioned-by-alaskas-former-lieutenant-governor-tells-her-story-for-the-first-time
[1] https://twitter.com/i/web/status/1362168255671005185
[1] https://twitter.com/i/web/status/1362173054483316740
[1] https://twitter.com/i/web/status/1362168819137925121

Top URLs in Tweet in G7:
[14] https://twitter.com/propublica/status/1362009068211167232
[4] https://twitter.com/propublica/status/1361028879817785344
[3] https://www.telegraph.co.uk/global-health/climate-and-people/finlands-secret-weapon-fight-against-fake-news-kindergarten/?fbclid=IwAR0j9Xs2EnRt2EZYjXKhElcw7yLfcq8lXVeD5Om3u8ZP-VH-ve6t2OvVoLs
[2] https://twitter.com/propublica/status/1361883895046819842
[1] https://twitter.com/propublica/status/1360886458991730690
[1] https://www.propublica.org/article/i-dont-trust-the-people-above-me-riot-squad-cops-open-up-about-disastrous-response-to-capitol-insurrection
[1] https://www.propublica.org/article/emails-reveal-chaos-as-meatpacking-companies-fought-health-agencies-over-covid-19-outbreaks-in-their-plants
[1] https://twitter.com/i/web/status/1362036869530193924
[1] https://twitter.com/i/web/status/1361897982979956737
[1] https://twitter.com/i/web/status/1362003344009666564

Top URLs in Tweet in G8:
[12] https://projects.propublica.org/nonprofits/organizations/742587416
[4] https://abovethelaw.com/2021/01/what-ginni-thomas-yes-wife-of-clarence-really-did-to-support-the-siege-on-the-capital/
[4] https://projects.propublica.org/parler-capitol-videos/
[1] https://twitter.com/propublica/status/1361396574174257154
[1] https://twitter.com/i/web/status/1362213305692151810
[1] https://twitter.com/i/web/status/1361770797837205506
[1] https://twitter.com/i/web/status/1361691911833194496
[1] https://projects.propublica.org/nonprofits/organizations/237042029
[1] https://twitter.com/i/web/status/1076902253334716416
[1] https://projects.propublica.org/nonprofits/organizations/273352652/201712799349300306/IRS990

Top URLs in Tweet in G9:
[96] https://projects.propublica.org/climate-migration/
[1] https://trib.al/Q5n5qyJ

Top URLs in Tweet in G10:
[4] https://projects.propublica.org/itemizer/committee/C00361758/reports/FEB%20MONTHLY
[1] https://projects.propublica.org/itemizer/filing/1316440/schedule/sb
[1] https://projects.propublica.org/itemizer/filing/1500139/schedule/sb
[1] https://projects.propublica.org/itemizer/filing/1500317/schedule/sb
[1] https://projects.propublica.org/itemizer/committee/C00365122/reports/FEB%20MONTHLY
[1] https://projects.propublica.org/itemizer/committee/C00033969/reports/FEB%20MONTHLY
[1] https://projects.propublica.org/itemizer/committee/C00325332/reports/FEB%20MONTHLY
[1] https://projects.propublica.org/itemizer/committee/C00227744/reports/FEB%20MONTHLY
[1] https://projects.propublica.org/itemizer/committee/C00113811/reports/FEB%20MONTHLY
[1] https://projects.propublica.org/itemizer/committee/C00034405/reports/FEB%20MONTHLY

Top Domains
Top Domains in Tweet in Entire Graph:
[1342] propublica.org
[643] twitter.com
[164] trib.al
[38] al.com
[36] apple.news
[20] propub.li
[20] nytv.to
[12] co.uk
[10] feedpress.com
[10] nytimes.com

Top Domains in Tweet in G1:
[146] trib.al
[90] twitter.com
[87] propublica.org
[37] al.com
[20] nytv.to
[19] propub.li
[4] pbs.org
[2] soundcloud.com
[2] fiverr.com
[1] mediapost.com

Top Domains in Tweet in G2:
[83] propublica.org
[48] twitter.com
[10] trib.al
[2] co.uk
[1] propub.li
[1] irs.gov
[1] zoom.us
[1] chicagotribune.com
[1] mountainstatespotlight.org
[1] wbez.org

Top Domains in Tweet in G3:
[426] propublica.org
[167] twitter.com
[28] apple.news
[8] feedpress.com
[2] linkedin.com
[2] wordpress.com
[1] google.com
[1] childrenshealthdefense.org
[1] upflow.co
[1] thefederalist.com

Top Domains in Tweet in G4:
[12] twitter.com
[9] propublica.org

Top Domains in Tweet in G5:
[75] twitter.com
[42] propublica.org
[3] theatlantic.com
[2] lawandcrime.com
[1] nyti.ms
[1] politicalanimalnews.com
[1] trib.al
[1] co.uk
[1] apple.news
[1] kashmirobserver.net

Top Domains in Tweet in G6:
[9] twitter.com
[3] propublica.org
[2] feedpress.com
[2] trib.al

Top Domains in Tweet in G7:
[26] twitter.com
[3] co.uk
[2] propublica.org

Top Domains in Tweet in G8:
[21] propublica.org
[8] twitter.com
[4] abovethelaw.com
[1] searchppp.com

Top Domains in Tweet in G9:
[96] propublica.org
[1] trib.al

Top Domains in Tweet in G10:
[21] propublica.org
[8] twitter.com
[1] bit.ly
[1] cuny.edu
[1] themarshallproject.org
[1] thecrimereport.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[20] maga
[19] gop
[18] gopq
[16] covid19
[10] capitol
[10] insurrection
[10] uniqtweets
[9] covid
[8] irs
[6] capitolriots



Top Hashtags in Tweet in G1:
[2] scotus
[2] ncpol
[2] ncgop
[1] extradition
[1] torture
[1] covidkim
[1] climatechange
[1] lent
[1] gagrant
[1] gastate

Top Hashtags in Tweet in G2:
[6] covid
[5] vaccines
[5] coronavirus
[3] covid19
[1] m4a
[1] smashcapitalism
[1] vaccinations

Top Hashtags in Tweet in G3:
[5] irs
[4] nypd
[3] covid19
[3] smartnews
[2] capitolriots
[2] taxes
[2] blacklivesmatter
[1] sendcharliekirk2school
[1] blitzkrieguscapitol
[1] louisiana

Top Hashtags in Tweet in G5:
[20] maga
[19] gop
[18] gopq
[4] trump
[4] nothingnormalinkashmir
[3] oann
[3] indiaquitkashmir
[2] sober
[2] candidates
[2] jackposobiec

Top Hashtags in Tweet in G8:
[1] oops

Top Words
Top Words in Tweet in Entire Graph:
[4985] propublica
[813] officers
[718] black
[702] police
[676] capitol
[641] one
[635] people
[604] years
[595] more
[539] paid

Top Words in Tweet in G1:
[3158] propublica
[464] one
[457] officers
[452] black
[375] police
[368] capitol
[343] debt
[291] officer
[266] more
[259] obtained

Top Words in Tweet in G2:
[588] propublica
[223] dicktofel
[140] years
[133] president
[124] court
[117] 14
[116] amazing
[115] news
[109] retire
[106] successor

Top Words in Tweet in G3:
[112] propublica
[104] people
[89] irs
[71] late
[70] capitol
[70] check
[70] coming
[69] cashed
[69] notices
[69] started

Top Words in Tweet in G4:
[515] ercot_iso
[283] propublica
[258] miyashay
[256] made
[254] ceo
[254] bill
[253] magness
[249] grid
[248] oh
[248] texas

Top Words in Tweet in G5:
[187] propublica
[84] cnn
[44] washingtonpost
[43] ggreenwald
[41] nytimes
[38] latimes
[37] news
[33] top
[32] add
[32] list

Top Words in Tweet in G6:
[230] officers
[219] more
[216] paid
[213] years
[212] billion
[212] nerdpyle
[211] york
[211] recent
[211] settle
[211] suits

Top Words in Tweet in G7:
[62] dataremixed
[57] public
[56] need
[56] against
[56] thinking
[56] covered
[55] required
[55] reading
[55] innoculatue
[55] conspiratorial

Top Words in Tweet in G8:
[56] propublica
[18] nonprofit
[15] ercot
[15] 501
[13] derwouter
[12] one
[11] turned
[11] dirkschwenk
[11] oddly
[11] federally

Top Words in Tweet in G9:
[95] please
[95] understand
[95] plan
[95] save
[94] hoodcommunist
[5] propublica
[3] debt
[2] show

Top Words in Tweet in G10:
[110] loan
[65] derekwillis
[58] approved
[57] database
[57] includes
[54] updated
[54] ppp
[54] approvals
[54] loads
[54] info

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[310] capitol,police
[295] propublica,obtained
[264] oh,look
[263] police,officers
[261] bill,magness
[258] covid,19
[253] look,president
[253] president,ceo
[253] ceo,texas
[253] texas,grid

Top Word Pairs in Tweet in G1:
[259] propublica,obtained
[219] private,executioners
[219] executioners,paid
[219] paid,cash
[218] cash,middle
[218] middle,night
[218] night,killings
[218] killings,false
[218] false,incomplete
[218] incomplete,justifications

Top Word Pairs in Tweet in G2:
[115] 14,years
[103] news,14
[103] years,retire
[103] retire,president
[103] president,propublica
[103] propublica,once
[103] once,successor
[103] successor,place
[103] place,amazing
[102] dicktofel,news

Top Word Pairs in Tweet in G3:
[69] cashed,check
[69] late,notices
[68] check,late
[68] notices,started
[68] started,coming
[65] irs,cashed
[58] don,trust
[58] discipline,records
[57] trust,people
[57] people,above

Top Word Pairs in Tweet in G4:
[253] bill,magness
[247] oh,look
[246] look,president
[246] president,ceo
[246] ceo,texas
[246] texas,grid
[246] grid,operator
[246] operator,ercot_iso
[246] ercot_iso,bill
[246] magness,made

Top Word Pairs in Tweet in G5:
[34] nytimes,latimes
[34] latimes,washingtonpost
[32] add,propublica
[32] propublica,list
[32] list,prestige
[32] prestige,news
[32] news,orgs
[32] orgs,top
[32] top,job
[32] job,fill

Top Word Pairs in Tweet in G6:
[211] york,paid
[211] paid,more
[211] more,billion
[211] billion,recent
[211] recent,years
[211] years,settle
[211] settle,suits
[211] suits,against
[211] against,officers
[211] officers,rarely

Top Word Pairs in Tweet in G7:
[55] required,reading
[55] reading,need
[55] need,innoculatue
[55] innoculatue,public
[55] public,against
[55] against,conspiratorial
[55] conspiratorial,thinking
[55] thinking,covered
[54] dataremixed,required
[42] greatest,health

Top Word Pairs in Tweet in G8:
[11] dirkschwenk,ercot
[11] ercot,oddly
[11] oddly,501
[11] 501,federally
[11] federally,registered
[11] registered,nonprofit
[10] oh,look
[10] derwouter,dirkschwenk
[9] look,one
[9] one,organizers

Top Word Pairs in Tweet in G9:
[95] please,understand
[95] understand,plan
[95] plan,save
[94] hoodcommunist,please

Top Word Pairs in Tweet in G10:
[54] updated,database
[54] database,ppp
[54] ppp,loan
[54] loan,approvals
[54] approvals,loads
[54] loads,info
[54] info,includes
[54] includes,approved
[54] approved,loan
[54] loan,recipient

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@miyashay
@dicktofel
@bykenarmstrong
@luciusfgrant
@potus
@donaldjtrumpjr
@timodc
@dataremixed
@seditiontrack

Top Replied-To in G1:
@propublica
@seditiontrack
@jayrosen_nyu
@motherjones
@frontlinepbs
@longform
@jimboston2014
@lo_vvriter
@lcrhapsody
@rjdomos

Top Replied-To in G2:
@dicktofel
@bykenarmstrong
@propublica
@ericuman
@momwithans
@smmills1960
@sulliview
@lydiadepillis
@voteearlynow
@emilyarosenbaum

Top Replied-To in G4:
@miyashay
@jmontforttx
@justinr85276203
@propublica
@tplohetski
@teamcavuto
@texastribune
@junior_miller
@joaquincastrotx
@l___kent

Top Replied-To in G5:
@timodc
@propublica
@potus
@twinmom22413
@ggreenwald
@houstonchron
@ap
@maddow
@dicktofel
@msnbc

Top Replied-To in G6:
@jackinthe202
@theleftyanalyst
@propublica
@crytrumper
@nerdpyle
@thruthseekr1
@sweightmanjr

Top Replied-To in G7:
@dataremixed
@westcoastsal
@propublica
@kimreynoldsia
@diasporaonline
@grassleypress
@iagovernor
@connorperrett

Top Replied-To in G8:
@propublica
@bywillpollock
@carrybeyond
@100froglegs
@twornout
@laurastuart
@dirkschwenk
@ninaandtito
@lawcrimenews
@amandionair

Top Replied-To in G10:
@sturmovikdragon
@decarboxy
@alba_ks
@alexisevelyn42
@derekwillis

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@ercot_iso
@byjayroot
@miyashay
@dicktofel
@nerdpyle
@hoodcommunist
@ericuman
@davidarmstrongx
@derekwillis

Top Mentioned in G1:
@propublica
@frontlinepbs
@seditiontrack
@drewholden360
@motherjones
@olganyc1211
@bethlynch2020
@glennkesslerwp
@umsl
@bearflash

Top Mentioned in G2:
@propublica
@dicktofel
@ericuman
@davidarmstrongx
@lydiadepillis
@charlesornstein
@marshall_allen
@sulliview
@bykenarmstrong
@turbotax

Top Mentioned in G3:
@sorrynancy
@ttgourmet
@blusayfu
@ann_neels
@lennyesq
@mjmull01
@taizun_tapia
@saabelieves
@vacaysover

Top Mentioned in G4:
@ercot_iso
@propublica
@byjayroot
@miyashay
@livingbluetx
@georges06840894
@notjackkemp
@jpat1eco
@awolfeful
@chrismosser

Top Mentioned in G5:
@propublica
@cnn
@washingtonpost
@nytimes
@ggreenwald
@latimes
@emmacarew
@abc
@ap
@wsj

Top Mentioned in G6:
@nerdpyle
@propublica
@thruthseekr1
@sweightmanjr
@dangillmor
@billpascrell
@crytrumper
@ericuman
@theleftyanalyst
@jackinthe202

Top Mentioned in G7:
@dataremixed
@propublica
@owillis
@connorperrett
@iagovernor
@erinkarfin
@charlesornstein
@iowagop
@nerdpyle
@grassleyworks

Top Mentioned in G8:
@propublica
@derwouter
@ericgarland
@dirkschwenk
@mikewin62444122
@belltolls4trump
@kristenkfromga
@jenniferhouse15
@carrybeyond
@bywillpollock

Top Mentioned in G9:
@hoodcommunist
@propublica

Top Mentioned in G10:
@derekwillis
@propublica
@naacp_ldf
@louisekiernan
@michig
@mstodaynews
@dicktofel
@lesliepeaton
@opensecretsdc
@l18cp

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@dichristine
@jurylady5
@threadreaderapp
@tinamarie_80s
@1denmadrid
@ez4u2say_janis
@pparzival
@phillip92321
@thereal_rebel

Top Tweeters in G1:
@missb62
@dichristine
@1denmadrid
@phillip92321
@thereal_rebel
@_redfrog
@homegypsy
@kenkircher1
@rosenchild
@pollsstar

Top Tweeters in G2:
@threadreaderapp
@bannerite
@b1e56df9ce6549f
@jhamby
@samhainnight
@reneevoicebrand
@cnbsnana
@billieo2
@tigerbeat
@deathtocrazy

Top Tweeters in G3:
@rxbun
@foggybottomgal
@npsusa
@estarianne
@purplegarter1
@drpatfarrell
@mrkalman
@markburgerenerg
@courageousgirl2
@criticalanglez

Top Tweeters in G4:
@ez4u2say_janis
@ubathediplomat
@iamvega1982
@radseed
@ancientbob
@lovealaska1105
@juliettetorrez
@outnow45
@zeena4kids
@vivs1man

Top Tweeters in G5:
@thehill
@ntelevisa_com
@guardian
@reuters
@cwharlow
@itswanda
@el_pais
@huffpost
@wwf
@dcexaminer

Top Tweeters in G6:
@1loriking
@sba1211
@nikhil_p_b
@janesepmeier
@murfad
@nitenitemelissa
@leoluminary
@masky_jay_hoody
@toniragusa
@bigforkgirl

Top Tweeters in G7:
@tinamarie_80s
@miss_placed_
@new_narrative
@johnnydee62
@nayasala
@sundene
@suelouises
@randolphgibbs
@trollprincess
@so_treu

Top Tweeters in G8:
@carrybeyond
@dwinfrey72
@abramson1234
@rleas
@clayreintucson
@laurendownsouth
@aliadair22
@dollymad1812
@ubervaper
@therickwilson

Top Tweeters in G9:
@missnisha6849
@faketitojohnson
@thatladyj
@wolfnw
@thephatcyde
@_dailasoul_
@qiqi_26
@wondercunt
@veeiz_nuts
@ddm91

Top Tweeters in G10:
@talkintou
@cultiv8hope
@sammysettanni
@endtheoligarch
@mattzollerseitz
@swmstn2
@digiphile
@hamlindebbi
@repairrestores1
@mickie_in_hd


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