Propublica, Twitter, 11/15/2019 7:33:07 AM, 216501


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Propublica_2019-11-14_23-16-16.xlsx
Propublica_2019-11-14_23-16-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 15, 2019
Short Description:
Propublica via NodeXL http://bit.ly/2qPyyw1
@propublica
@robertmaguire_
@eisingerj
@justinelliott
@sensanders
@realdonaldtrump
@berniesanders
@safetypindaily
@ericuman
@bayougeauxreal1

Top hashtags:
#smartnews
#jeopardy
#jeopardytoc
#bestjobs
#trump

Description:
Description
The graph represents a network of 5,038 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 November 2019 at 07:17 UTC.

The requested start date was Friday, 15 November 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 1-day, 10-hour, 37-minute period from Wednesday, 13 November 2019 at 14:23 UTC to Friday, 15 November 2019 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 : 5038
Unique Edges : 6506
Edges With Duplicates : 1880
Total Edges : 8386
Number of Edge Types : 3
Mentions : 6844
Replies to : 486
Tweet : 1056
Self-Loops : 1056
Reciprocated Vertex Pair Ratio : 0.00902184235517569
Reciprocated Edge Ratio : 0.0178823529411765
Connected Components : 752
Single-Vertex Connected Components : 561
Maximum Vertices in a Connected Component : 3612
Maximum Edges in a Connected Component : 6807
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.959274
Graph Density : 0.0002512176074106
Modularity : 0.666079
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 5,038 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 November 2019 at 07:17 UTC.

The requested start date was Friday, 15 November 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 1-day, 10-hour, 37-minute period from Wednesday, 13 November 2019 at 14:23 UTC to Friday, 15 November 2019 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[757] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[109] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[79] https://www.propublica.org/article/trump-inc-podcast-ukraine-scandal-follow-the-money
[58] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor?utm_content=buffer18327&utm_medium=social&utm_source=twitter&utm_campaign=buffer#170843
[36] https://www.businessinsider.com/propublica-trump-tax-records-financial-fraud-2019-10
[30] https://twitter.com/propublica/status/1194940794500722688
[28] https://www.propublica.org/article/police-dont-do-a-good-job-tracking-hate-crimes-a-new-report-calls-on-congress-to-take-action
[28] https://www.propublica.org/article/the-way-america-votes-is-broken-in-one-rural-county-a-nonprofit-showed-a-way-forward
[25] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor/amp?__twitter_impression=true
[23] https://twitter.com/propublica/status/1194955712616636418

Top URLs in Tweet in G1:
[53] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor?utm_content=buffer18327&utm_medium=social&utm_source=twitter&utm_campaign=buffer#170843
[30] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[5] https://twitter.com/propublica/status/1194919697344581632
[5] https://twitter.com/propublica/status/1194940794500722688
[4] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[4] https://twitter.com/propublica/status/1194955712616636418
[3] https://podcasts.apple.com/us/podcast/trump-inc/id1344894187?i=1000456676912
[3] http://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[2] https://twitter.com/alecmacgillis/status/1193873631912382464
[2] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies?utm_content=buffer8a329&utm_medium=social&utm_source=twitter&utm_campaign=buffer

Top URLs in Tweet in G2:
[302] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[33] https://www.propublica.org/article/trump-inc-podcast-ukraine-scandal-follow-the-money
[25] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[20] https://www.businessinsider.com/propublica-trump-tax-records-financial-fraud-2019-10
[12] https://www.propublica.org/article/police-dont-do-a-good-job-tracking-hate-crimes-a-new-report-calls-on-congress-to-take-action
[9] https://www.propublica.org/article/the-way-america-votes-is-broken-in-one-rural-county-a-nonprofit-showed-a-way-forward
[9] https://www.propublica.org/article/billionaires-keep-benefiting-from-a-tax-break-to-help-the-poor-now-congress-wants-to-investigate
[8] https://www.propublica.org/article/how-one-employer-stuck-a-new-mom-with-a-bill-for-her-premature-baby?utm_content=buffere789c&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[8] https://apple.news/A0q1tr-p5SN-Yj9Wu48HAvQ
[7] https://www.propublica.org/article/they-are-racist-some-of-them-have-guns-inside-the-white-supremacist-group-hiding-in-plain-sight

Top URLs in Tweet in G3:
[11] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[5] https://www.propublica.org/article/billionaires-keep-benefiting-from-a-tax-break-to-help-the-poor-now-congress-wants-to-investigate
[4] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor#170843
[2] https://go.propublica.org/bigstory-social
[2] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[2] https://twitter.com/ericliptonnyt/status/1194996059409469440
[2] https://www.propublica.org/article/secret-border-patrol-facebook-group-agents-joke-about-migrant-deaths-post-sexist-memes
[1] https://www.propublica.org/people/justin-elliott
[1] https://projects.propublica.org/graphics/users-guide-to-democracy
[1] https://twitter.com/i/web/status/1195051444308713474

Top URLs in Tweet in G4:
[11] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[1] https://www.propublica.org/article/the-myths-of-the-genius-behind-trumps-reelection-campaign
[1] https://www.propublica.org/article/trump-inc-podcast-attempted-moscow-tower-other-partners
[1] https://twitter.com/i/web/status/1195042136120537095
[1] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[1] https://www.propublica.org/article/trump-inc-podcast-ukraine-scandal-follow-the-money

Top URLs in Tweet in G5:
[38] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[17] https://www.texastribune.org/jobs/data-reporter/
[8] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[7] https://www.propublica.org/jobs/senior-editor-propublica-texas-tribune-initiative
[5] https://www.propublica.org/article/we-investigated-the-crisis-in-californias-jails-now-the-governor-calls-for-more-oversight
[4] https://twitter.com/propublica/status/1195111595220897799
[4] https://www.propublica.org/article/the-way-america-votes-is-broken-in-one-rural-county-a-nonprofit-showed-a-way-forward
[3] https://www.propublica.org/article/how-mike-pences-office-meddled-in-foreign-aid-to-reroute-money-to-favored-christian-groups
[2] https://www.propublica.org/article/police-dont-do-a-good-job-tracking-hate-crimes-a-new-report-calls-on-congress-to-take-action
[2] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor?utm_content=buffer18327&utm_medium=social&utm_source=twitter&utm_campaign=buffer#170843

Top URLs in Tweet in G6:
[5] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[5] https://twitter.com/propublica/status/1194955712616636418
[4] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[4] https://twitter.com/delavegalaw/status/1194771095729115138
[3] https://nytv.to/wrQB6
[3] https://nytv.to/ZnMMM
[2] https://www.propublica.org/article/how-mike-pences-office-meddled-in-foreign-aid-to-reroute-money-to-favored-christian-groups
[1] https://twitter.com/i/web/status/1195137282891829248
[1] https://twitter.com/i/web/status/1194095244662517763
[1] https://twitter.com/i/web/status/1195125884065394689

Top URLs in Tweet in G7:
[26] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[15] https://www.businessinsider.com/propublica-trump-tax-records-financial-fraud-2019-10
[8] https://amp.businessinsider.com/propublica-trump-tax-records-financial-fraud-2019-10?__twitter_impression=true
[7] https://features.propublica.org/trump-inc-podcast/trump-family-business-panama-city-khafif/
[6] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[5] https://www.propublica.org/article/trump-inc-podcast-ukraine-scandal-follow-the-money
[4] https://www.propublica.org/article/how-a-tax-break-to-help-the-poor-went-to-nba-owner-dan-gilbert
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=213395
[3] https://www.propublica.org/article/trump-appointees-used-whistleblower-protection-law-to-target-whistleblowers-review-finds
[3] https://www.propublica.org/article/trump-inc-podcast-deutsche-bank-donald-trump

Top URLs in Tweet in G8:
[132] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor
[6] https://twitter.com/propublica/status/1194940794500722688
[2] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor/amp?__twitter_impression=true
[1] https://www.propublica.org/article/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor?utm_content=buffer18327&utm_medium=social&utm_source=twitter&utm_campaign=buffer#170843
[1] http://tracking.feedpress.it/link/9499/12973851
[1] https://twitter.com/propublica/status/1191709349116284928?s=20

Top URLs in Tweet in G9:
[1] https://twitter.com/propublica/status/1191709349116284928
[1] https://www.propublica.org/article/how-one-employer-stuck-a-new-mom-with-a-bill-for-her-premature-baby

Top URLs in Tweet in G10:
[2] https://www.propublica.org/article/how-a-veteran-reporter-worked-with-giuliani-associates-to-launch-the-ukraine-conspiracy/amp

Top Domains
Top Domains in Tweet in Entire Graph:
[1549] propublica.org
[423] twitter.com
[57] businessinsider.com
[36] apple.news
[20] texastribune.org
[6] propub.li
[6] nytv.to
[5] feedpress.it
[5] ycombinator.com
[4] nodexlgraphgallery.org

Top Domains in Tweet in G1:
[116] propublica.org
[113] twitter.com
[5] propub.li
[3] apple.com
[2] routefifty.com
[2] wnycstudios.org
[2] columbia.edu
[1] texastribune.org
[1] floridapolitics.com
[1] restoringamericanow.org

Top Domains in Tweet in G2:
[531] propublica.org
[77] twitter.com
[26] apple.news
[24] businessinsider.com
[2] ycombinator.com
[2] memeorandum.com
[2] linkedin.com
[2] is.no
[1] latimes.com
[1] texastribune.org

Top Domains in Tweet in G3:
[29] propublica.org
[10] twitter.com

Top Domains in Tweet in G4:
[15] propublica.org
[1] twitter.com

Top Domains in Tweet in G5:
[85] propublica.org
[38] twitter.com
[17] texastribune.org
[2] ecointernet.org
[1] blogspot.com
[1] miamiherald.com
[1] substack.com
[1] buff.ly

Top Domains in Tweet in G6:
[37] twitter.com
[18] propublica.org
[6] nytv.to
[1] submittable.com
[1] sikhsiyasat.net
[1] niemanlab.org
[1] thegreenspotlight.com

Top Domains in Tweet in G7:
[77] propublica.org
[24] businessinsider.com
[15] twitter.com
[4] nodexlgraphgallery.org
[2] apple.news
[1] portlandmercury.com

Top Domains in Tweet in G8:
[135] propublica.org
[7] twitter.com
[1] feedpress.it

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[116] smartnews
[37] jeopardy
[30] jeopardytoc
[23] bestjobs
[14] trump
[13] impeachmenthearings
[12] maga
[10] thread
[8] emmetttill
[7] breaking



Top Hashtags in Tweet in G1:
[10] thread
[6] chancelloraward
[6] ozs
[4] florida
[3] jeopardy
[3] doctors
[3] smartnews
[3] impeachmenthearings
[3] draintheswamp
[3] whitesupremacist

Top Hashtags in Tweet in G2:
[87] smartnews
[8] trump
[5] gop
[3] corruption
[3] tax
[3] maga
[2] voteblue
[2] trumptaxscam
[1] draintheswamp
[1] podcast

Top Hashtags in Tweet in G3:
[3] jeopardy
[3] jeopardytoc
[2] republicans

Top Hashtags in Tweet in G4:
[1] smartnews

Top Hashtags in Tweet in G5:
[30] jeopardy
[24] jeopardytoc
[6] newnews
[2] trump
[1] tournamentofchampions
[1] journalismmatters
[1] bestjobs
[1] igorfruman

Top Hashtags in Tweet in G6:
[5] whca
[4] quidprotrump
[4] impeachandremove
[4] israel
[4] israelicrimes
[4] gazaunderattack
[4] gaza
[1] fridayfeeling
[1] smartnews
[1] apartheidisrael

Top Hashtags in Tweet in G7:
[3] hypocrisy
[3] trumpbribed
[3] trumpcrimesyndicate
[2] taxrecords
[2] trumpstaxes
[2] money
[2] ukraine
[2] trump
[2] impeach
[2] trumpfascist

Top Hashtags in Tweet in G8:
[1] theopportunityzone

Top Hashtags in Tweet in G9:
[1] votelabour2019
[1] nhs

Top Words
Top Words in Tweet in Entire Graph:
[5330] Words in Sentiment List#1: Positive
[4470] Words in Sentiment List#2: Negative
[90] Words in Sentiment List#3: Angry/Violent
[90737] Non-categorized Words
[100538] Total Words
[2320] propublica
[1965] tax
[1897] trump
[1451] break
[1328] s

Top Words in Tweet in G1:
[1134] propublica
[520] tax
[310] won
[294] trump
[273] break
[238] gov
[192] new
[185] t
[177] day
[173] rick

Top Words in Tweet in G2:
[331] tax
[308] trump
[307] s
[304] poor
[297] break
[294] help
[280] marina
[276] went
[274] superyacht
[272] rich

Top Words in Tweet in G3:
[450] trump
[450] tax
[444] break
[432] marina
[426] superyacht
[349] s
[258] rich
[257] eisingerj
[254] florida
[252] story

Top Words in Tweet in G4:
[351] trump
[330] robertmaguire_
[318] fact
[318] organization
[318] probably
[318] violated
[318] foreign
[318] corrupt
[318] practices
[318] act

Top Words in Tweet in G5:
[253] propublica
[136] new
[71] mikespiesnyc
[68] s
[61] news
[61] texastribune
[59] hiring
[47] investigative
[47] davidmcswane
[44] tax

Top Words in Tweet in G6:
[81] propublica
[35] nytimes
[28] datagraphics
[27] palewire
[26] interns
[25] msnbc
[25] nerds
[25] college
[25] seeking
[25] summer

Top Words in Tweet in G7:
[56] realdonaldtrump
[35] trump
[30] gop
[27] tax
[26] help
[26] poor
[25] propublica
[24] break
[22] went
[21] rich

Top Words in Tweet in G8:
[140] tax
[128] berniesanders
[126] few
[126] weeks
[126] ago
[126] end
[126] particular
[126] scam
[124] davidsirota
[124] declared

Top Words in Tweet in G9:
[113] mother
[112] kind
[112] nearly
[112] 1
[112] million
[112] employer
[111] society
[111] live
[111] charged
[111] based

Top Words in Tweet in G10:
[2] conspiracy
[2] kgo2016
[2] michaelsanewman
[2] peaceisactive
[2] pwhitaker62
[2] david_magausa
[2] tenn_guy
[2] jimbo_always
[2] hikernc
[2] ccinthemiddle

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1449] tax,break
[1204] superyacht,marina
[997] trump,tax
[915] poor,went
[834] donor,s
[832] s,superyacht
[830] gop,donor
[774] help,poor
[749] break,help
[697] rich,gop

Top Word Pairs in Tweet in G1:
[273] tax,break
[173] rick,scott
[172] gov,rick
[161] randy,perkins
[161] perkins,donated
[161] donated,500
[161] 500,000
[161] 000,america
[161] america,first
[161] first,trump

Top Word Pairs in Tweet in G2:
[295] tax,break
[292] help,poor
[287] break,help
[276] poor,went
[274] superyacht,marina
[270] trump,tax
[267] went,rich
[267] donor,s
[266] s,superyacht
[263] rich,gop

Top Word Pairs in Tweet in G3:
[444] tax,break
[426] superyacht,marina
[268] trump,tax
[244] real,florida
[244] florida,man
[244] man,story
[244] story,rich
[244] rich,guy
[244] guy,lobbies
[244] lobbies,gets

Top Word Pairs in Tweet in G4:
[318] fact,trump
[318] trump,organization
[318] organization,probably
[318] probably,violated
[318] violated,foreign
[318] foreign,corrupt
[318] corrupt,practices
[318] practices,act
[318] act,multiple
[318] multiple,countries

Top Word Pairs in Tweet in G5:
[35] now,settle
[35] settle,slightly
[35] slightly,less
[35] less,1200
[35] 1200,word
[35] word,story
[35] story,unearthed
[35] unearthed,photo
[34] mikespiesnyc,now
[34] photo,ht

Top Word Pairs in Tweet in G6:
[25] nerds,college
[25] college,datagraphics
[25] datagraphics,seeking
[25] seeking,summer
[25] summer,interns
[25] interns,paid
[25] paid,jobs
[25] jobs,provide
[25] provide,experience
[25] experience,working

Top Word Pairs in Tweet in G7:
[25] help,poor
[24] tax,break
[23] break,help
[22] poor,went
[18] rich,gop
[17] went,rich
[17] gop,donor
[17] donor,s
[17] s,superyacht
[17] superyacht,marina

Top Word Pairs in Tweet in G8:
[126] few,weeks
[126] weeks,ago
[126] ago,berniesanders
[126] end,particular
[126] particular,tax
[126] tax,scam
[124] davidsirota,few
[124] berniesanders,declared
[124] declared,president
[124] president,end

Top Word Pairs in Tweet in G9:
[112] nearly,1
[112] 1,million
[111] kind,society
[111] society,live
[111] live,mother
[111] mother,charged
[111] charged,nearly
[111] million,employer
[111] employer,based
[111] based,insurance

Top Word Pairs in Tweet in G10:
[2] kgo2016,michaelsanewman
[2] michaelsanewman,peaceisactive
[2] peaceisactive,pwhitaker62
[2] pwhitaker62,david_magausa
[2] david_magausa,tenn_guy
[2] tenn_guy,jimbo_always
[2] jimbo_always,hikernc
[2] hikernc,ccinthemiddle

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@realdonaldtrump
@davidmcswane
@mikespiesnyc
@ingrahamangle
@fla_pol
@gopleader
@johnwlaw
@dancow
@maryellenklas

Top Replied-To in G1:
@propublica
@fla_pol
@maryellenklas
@senrickscott
@maggieseverns
@jswanesquire
@dbwheels
@sunsentinel
@huffpost
@gingerthomp1

Top Replied-To in G3:
@eisingerj
@justinelliott
@propublica
@ronwyden
@buddjenn

Top Replied-To in G5:
@mikespiesnyc
@davidmcswane
@dancow
@bykenarmstrong
@propublica
@yjtorbati
@lawrencehurley
@schwanksta
@ivoryganja
@charlesornstein

Top Replied-To in G6:
@motherjones
@rightpalestine
@nopatria
@palewire
@nytimes
@nbcnews
@cjr
@daserste
@ajcglobal
@elgatoweebee

Top Replied-To in G7:
@realdonaldtrump
@ingrahamangle
@gopleader
@seanhannity
@gop
@senatortimscott
@lindseygrahamsc
@repmichaelguest
@stevescalise
@common_senzz

Top Replied-To in G8:
@theoptionrider

Top Replied-To in G9:
@propublica

Top Replied-To in G10:
@searchingforth8
@kgo2016

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@robertmaguire_
@eisingerj
@justinelliott
@berniesanders
@davidsirota
@turbotax
@sensanders
@ericuman

Top Mentioned in G1:
@propublica
@turbotax
@maggieseverns
@senrickscott
@fla_pol
@cheathwftv
@mcclatchy
@gavinnewsom
@spytalker
@benspielberg

Top Mentioned in G2:
@jimcavallaro
@wellnessxall

Top Mentioned in G3:
@eisingerj
@justinelliott
@propublica
@mrspanstreppon
@jeffernsthausen
@markmobility
@ronwyden
@kylejeddie
@cindyroyal

Top Mentioned in G4:
@robertmaguire_
@propublica
@megawatts55
@downriver5
@mplsme
@eisingerj
@marjespaul
@justinelliott

Top Mentioned in G5:
@propublica
@texastribune
@mikespiesnyc
@dicktofel
@davidmcswane
@cindyroyal
@documenthate
@jakepearsonprop
@riogringa
@usccrgov

Top Mentioned in G6:
@propublica
@nytimes
@datagraphics
@msnbc
@palewire
@politico
@washingtonpost
@npr
@motherjones
@odawa49

Top Mentioned in G7:
@realdonaldtrump
@gop
@propublica
@aoc
@yayanan54247678
@phantom4203
@varneyco
@justinelliott
@repadamschiff
@gtconway3d

Top Mentioned in G8:
@berniesanders
@davidsirota
@propublica
@gottabernnow
@jason_garcia
@sensanders
@benspielberg
@justinelliott
@ida_v_e

Top Mentioned in G9:
@sensanders
@propublica
@jeremycorbyn
@uklabour
@peoplesmomentum
@chunkymark
@nhsmillion
@novaramedia
@itv
@channel4news

Top Mentioned in G10:
@michaelsanewman
@peaceisactive
@pwhitaker62
@david_magausa
@tenn_guy
@jimbo_always
@hikernc
@ccinthemiddle
@someotherperso3
@larry007legend

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@tomthunkitsmind
@oldlady12345
@the_news_diva
@alllibertynews
@jurylady5
@dichristine
@odio_nao
@raymond_norman
@solutioneer72

Top Tweeters in G1:
@solutioneer72
@ez4u2say_janis
@rxbun
@bannerite
@talkintou
@alizardx
@lechatnoire4
@kenkircher1
@jhamby
@micjojd

Top Tweeters in G2:
@occuworld
@the_news_diva
@schestowitz
@brontyman
@callstadt
@barbaraward235
@frecklesxx20
@kennedy81857
@taterpie
@callawaybot

Top Tweeters in G3:
@phillip92321
@paxnostrum
@threadreaderapp
@sueleugers
@nhdogmom
@hardknoxfirst
@llama_strudel
@roripierpont1
@reneevoicebrand
@rhonda_harbison

Top Tweeters in G4:
@debilu2
@1loriking
@eddarrell
@johnczer1
@emersonfan1
@sar_oso
@dovewoman1
@lawgirl318
@lorettabower3
@jjohnson2u

Top Tweeters in G5:
@dichristine
@odio_nao
@1denmadrid
@ecointernetdrgb
@catawu
@rowast
@pollsstar
@huffpost
@cblazblaz
@ken_crichlow

Top Tweeters in G6:
@oldlady12345
@thehill
@guardian
@business
@sofiegeorge
@reuters
@elgatoweebee
@dcexaminer
@3chicspolitico
@foxnews

Top Tweeters in G7:
@summer7570
@pdp00000001
@usatoday
@newsjunkie60
@fabucat
@rhapsodynbloom
@lazcarr1342
@4tybin
@moon15116
@doglovingfool

Top Tweeters in G8:
@drdaveanddee
@b1e56df9ce6549f
@bernieupstateny
@tates5a
@acobasi
@theresaschroe14
@my2meows
@madmontesaurus
@gordonkendall
@xaipe3

Top Tweeters in G9:
@jurylady5
@pingachoo
@lalitapetila
@skynews
@chunkymark
@irisstylosa
@josmirek
@pamgriffa
@dallas4bernie
@robert_veres

Top Tweeters in G10:
@003a04f8c2054b7
@misterdish69
@runpattirun
@larryputt
@brialalexi
@crossbearer1956
@mcginnkeven
@mineisc
@tenn_guy
@pjcobbrocks5


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