Propublica, Twitter, 11/16/2019 7:31:40 AM, 216549


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Propublica_2019-11-15_23-16-17.xlsx
Propublica_2019-11-15_23-16-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 16, 2019
Short Description:
Propublica via NodeXL http://bit.ly/33TccZg
@propublica
@crewcrew
@eisingerj
@robertmaguire_
@justinelliott
@realdonaldtrump
@sensanders
@berniesanders
@davidsirota
@bells_within

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

Description:
Description
The graph represents a network of 4,883 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 Saturday, 16 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 23-hour, 51-minute period from Thursday, 14 November 2019 at 01:09 UTC to Friday, 15 November 2019 at 01:01 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 : 4883
Unique Edges : 6092
Edges With Duplicates : 1378
Total Edges : 7470
Number of Edge Types : 3
Mentions : 6186
Replies to : 340
Tweet : 944
Self-Loops : 944
Reciprocated Vertex Pair Ratio : 0.00718808831079925
Reciprocated Edge Ratio : 0.0142735768903993
Connected Components : 683
Single-Vertex Connected Components : 509
Maximum Vertices in a Connected Component : 3734
Maximum Edges in a Connected Component : 6242
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.07323
Graph Density : 0.000246866390875449
Modularity : 0.696142
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,883 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 Saturday, 16 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 23-hour, 51-minute period from Thursday, 14 November 2019 at 01:09 UTC to Friday, 15 November 2019 at 01:01 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:
[788] 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
[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
[50] https://www.propublica.org/article/trump-inc-podcast-ukraine-scandal-follow-the-money
[32] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[30] https://www.businessinsider.com/propublica-trump-tax-records-financial-fraud-2019-10
[30] https://twitter.com/propublica/status/1194940794500722688
[26] https://www.propublica.org/article/police-dont-do-a-good-job-tracking-hate-crimes-a-new-report-calls-on-congress-to-take-action
[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
[23] https://www.propublica.org/article/billionaires-keep-benefiting-from-a-tax-break-to-help-the-poor-now-congress-wants-to-investigate

Top URLs in Tweet in G1:
[52] 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
[15] 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/1194940794500722688
[4] 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
[4] https://twitter.com/propublica/status/1194919697344581632
[4] https://twitter.com/propublica/status/1194955712616636418
[3] https://twitter.com/propublica/status/1194804709367914498
[3] https://twitter.com/propublica/status/1195111595220897799
[3] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[2] https://www.sacbee.com/news/investigations/california-prisons/article237336684.html

Top URLs in Tweet in G2:
[310] 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
[20] https://www.propublica.org/article/trump-inc-podcast-ukraine-scandal-follow-the-money
[13] https://www.businessinsider.com/propublica-trump-tax-records-financial-fraud-2019-10
[11] 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/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[9] https://www.propublica.org/article/billionaires-keep-benefiting-from-a-tax-break-to-help-the-poor-now-congress-wants-to-investigate
[8] https://apple.news/A0q1tr-p5SN-Yj9Wu48HAvQ
[7] https://www.propublica.org/article/how-mike-pences-office-meddled-in-foreign-aid-to-reroute-money-to-favored-christian-groups
[7] https://www.propublica.org/article/they-are-racist-some-of-them-have-guns-inside-the-white-supremacist-group-hiding-in-plain-sight
[7] https://www.propublica.org/article/trump-inc-podcast-one-trump-tax-cut-meant-to-help-the-poor-a-billionaire-ended-up-winning-big

Top URLs in Tweet in G3:
[6] 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 G4:
[3] 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/after-budget-cuts-the-irs-work-against-tax-cheats-is-facing-collapse
[1] https://projects.propublica.org/graphics/users-guide-to-democracy
[1] https://www.propublica.org/article/secret-border-patrol-facebook-group-agents-joke-about-migrant-deaths-post-sexist-memes
[1] https://twitter.com/i/web/status/1192101856656416773
[1] https://twitter.com/i/web/status/1194799130230624260
[1] https://www.propublica.org/article/billionaires-keep-benefiting-from-a-tax-break-to-help-the-poor-now-congress-wants-to-investigate
[1] https://www.propublica.org/article/i-will-never-let-boeing-forget-her-737-max

Top URLs in Tweet in G5:
[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
[2] 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/superyacht-marina-west-palm-beach-opportunity-zone-trump-tax-break-to-help-the-poor-went-to-a-rich-gop-donor#170843
[1] https://twitter.com/i/web/status/1195102880287444992
[1] https://search.ecointernet.org/search/results?q=trump%20tax%20break%20help%20poor%20went%20rich%20gop&w=relevance
[1] https://search.ecointernet.org/search/results?q=trump%20tax%20break%20help%20poor%20went%20rich%20gop&s=web

Top URLs in Tweet in G6:
[10] 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://go.propublica.org/bigstory-social
[4] 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://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://www.propublica.org/article/trump-inc-podcast-rudy-giuliani-friends-in-ukraine
[1] https://twitter.com/i/web/status/1195051444308713474
[1] https://twitter.com/i/web/status/1195050737828540422

Top URLs in Tweet in G7:
[8] https://www.propublica.org/jobs/senior-editor-propublica-texas-tribune-initiative
[7] 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/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[5] https://twitter.com/propublica/status/1195111595220897799
[5] https://www.propublica.org/article/we-investigated-the-crisis-in-californias-jails-now-the-governor-calls-for-more-oversight
[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/new-epa-rules-aim-to-reduce-toxic-emissions-but-many-cancer-alley-chemical-plants-wont-have-to-change
[2] https://www.texastribune.org/jobs/data-reporter/
[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_source=pardot&utm_medium=email&utm_campaign=majorinvestigations
[1] https://twitter.com/i/web/status/1193906827722969088

Top URLs in Tweet in G8:
[4] https://twitter.com/propublica/status/1194955712616636418
[4] https://twitter.com/delavegalaw/status/1194771095729115138
[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
[2] https://www.propublica.org/article/giuliani-was-close-to-a-podcast-deal-with-the-news-outlet-that-spread-his-ukraine-conspiracies
[1] https://twitter.com/i/web/status/1195137282891829248
[1] https://twitter.com/i/web/status/1194095244662517763
[1] https://twitter.com/i/web/status/1195125884065394689
[1] https://features.propublica.org/medical-debt/when-medical-debt-collectors-decide-who-gets-arrested-coffeyville-kansas/
[1] https://www.propublica.org/article/trump-inc-podcast-ukraine-scandal-follow-the-money#170786
[1] https://twitter.com/i/web/status/1195054472470228993

Top URLs in Tweet in G9:
[28] 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
[16] 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
[6] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[4] https://www.propublica.org/article/how-a-tax-break-to-help-the-poor-went-to-nba-owner-dan-gilbert
[3] https://www.propublica.org/article/trump-inc-podcast-deutsche-bank-donald-trump
[3] https://www.propublica.org/article/trump-inc-podcast-ukraine-scandal-follow-the-money
[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_source=pardot&utm_medium=email&utm_campaign=dailynewsletter
[2] https://twitter.com/propublica/status/1191709349116284928
[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_source=pardot&utm_medium=email&utm_campaign=majorinvestigations

Top URLs in Tweet in G10:
[135] 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 Domains
Top Domains in Tweet in Entire Graph:
[1384] propublica.org
[341] twitter.com
[50] businessinsider.com
[34] apple.news
[8] propub.li
[7] feedpress.it
[4] texastribune.org
[3] nytimes.com
[2] is.no
[2] theguardian.com

Top Domains in Tweet in G1:
[94] propublica.org
[78] twitter.com
[6] propub.li
[2] sacbee.com
[2] apple.com
[2] routefifty.com
[1] floridapolitics.com
[1] trib.al
[1] restoringamericanow.org
[1] wikipedia.org

Top Domains in Tweet in G2:
[477] propublica.org
[67] twitter.com
[26] apple.news
[16] businessinsider.com
[2] memeorandum.com
[2] linkedin.com
[2] is.no
[1] texastribune.org
[1] swankynews.com
[1] radnorreports.com

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

Top Domains in Tweet in G4:
[8] propublica.org
[2] twitter.com

Top Domains in Tweet in G5:
[12] propublica.org
[2] ecointernet.org
[1] twitter.com

Top Domains in Tweet in G6:
[26] propublica.org
[9] twitter.com

Top Domains in Tweet in G7:
[45] propublica.org
[34] twitter.com
[2] texastribune.org
[1] propub.li
[1] substack.com
[1] blogspot.com

Top Domains in Tweet in G8:
[24] twitter.com
[10] propublica.org
[1] submittable.com
[1] sikhsiyasat.net

Top Domains in Tweet in G9:
[62] propublica.org
[25] businessinsider.com
[12] twitter.com

Top Domains in Tweet in G10:
[138] propublica.org
[7] twitter.com
[1] feedpress.it

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[117] smartnews
[38] jeopardy
[31] jeopardytoc
[22] bestjobs
[16] goptaxscam
[16] trump
[14] maga
[11] thread
[8] emmetttill
[7] chancelloraward



Top Hashtags in Tweet in G1:
[11] thread
[5] ozs
[3] jeopardy
[3] smartnews
[3] draintheswamp
[2] jeopardytoc
[2] goptaxcuts
[2] maga
[2] berniesanders2020
[2] whitesupremacist

Top Hashtags in Tweet in G2:
[91] smartnews
[7] trump
[5] gop
[3] corruption
[3] tax
[2] voteblue
[2] maga
[2] wtf
[2] trump2020
[1] netflix

Top Hashtags in Tweet in G3:
[1] rickscottisvoldemort

Top Hashtags in Tweet in G4:
[2] jeopardy
[2] jeopardytoc

Top Hashtags in Tweet in G5:
[3] jeopardy
[3] jeopardytoc
[2] trump
[1] smartnews

Top Hashtags in Tweet in G6:
[3] republicans
[1] maga
[1] thedonald

Top Hashtags in Tweet in G7:
[28] jeopardy
[22] jeopardytoc
[7] chancelloraward
[6] newnews
[1] tournamentofchampions
[1] journalismmatters
[1] chancellor
[1] bestjobs

Top Hashtags in Tweet in G8:
[5] whca
[4] quidprotrump
[4] impeachandremove
[1] metoo
[1] metoocnn
[1] epsteindidntkillhimself
[1] epsteincoverup
[1] fridayfeeling
[1] smartnews
[1] israel

Top Hashtags in Tweet in G9:
[3] hypocrisy
[2] taxrecords
[2] trumpstaxes
[2] florida
[2] money
[2] ukraine
[2] trump
[2] impeach
[2] trumpfascist
[2] trumptraitor

Top Hashtags in Tweet in G10:
[1] theopportunityzone

Top Words
Top Words in Tweet in Entire Graph:
[6387] Words in Sentiment List#1: Positive
[5257] Words in Sentiment List#2: Negative
[79] Words in Sentiment List#3: Angry/Violent
[93956] Non-categorized Words
[105601] Total Words
[2375] tax
[2167] trump
[2132] propublica
[1841] break
[1837] s

Top Words in Tweet in G1:
[1118] propublica
[518] tax
[312] won
[274] trump
[256] break
[225] gov
[206] new
[192] s
[178] t
[176] rick

Top Words in Tweet in G2:
[334] tax
[314] s
[308] poor
[307] trump
[307] break
[302] help
[283] marina
[282] went
[279] superyacht
[277] rich

Top Words in Tweet in G3:
[287] trump
[269] robertmaguire_
[256] fact
[256] organization
[256] probably
[256] violated
[256] foreign
[256] corrupt
[256] practices
[256] act

Top Words in Tweet in G4:
[291] trump
[283] tax
[283] break
[274] superyacht
[274] marina
[256] florida
[254] eisingerj
[248] rich
[247] story
[245] real

Top Words in Tweet in G5:
[267] trump
[265] tax
[265] break
[264] s
[263] superyacht
[262] poor
[262] went
[262] gop
[260] rich
[260] donor

Top Words in Tweet in G6:
[417] s
[243] justinelliott
[227] tax
[226] marina
[224] break
[223] trump
[220] superyacht
[217] opportunity
[217] poor
[216] went

Top Words in Tweet in G7:
[171] propublica
[62] new
[55] s
[51] people
[44] dicktofel
[41] newsletter
[39] gingerthomp1
[39] war
[39] journalism
[33] hiring

Top Words in Tweet in G8:
[48] propublica
[22] datagraphics
[22] interns
[21] palewire
[21] nerds
[21] college
[21] seeking
[21] summer
[21] paid
[21] jobs

Top Words in Tweet in G9:
[51] realdonaldtrump
[34] tax
[33] gop
[30] poor
[29] help
[29] trump
[27] break
[25] rich
[25] went
[23] s

Top Words in Tweet in G10:
[144] tax
[131] berniesanders
[129] few
[129] weeks
[129] ago
[129] end
[129] particular
[129] scam
[127] davidsirota
[127] declared

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1822] tax,break
[1546] superyacht,marina
[1289] trump,tax
[1255] poor,went
[1175] donor,s
[1172] gop,donor
[1172] s,superyacht
[1080] help,poor
[1034] break,help
[983] rich,gop

Top Word Pairs in Tweet in G1:
[254] tax,break
[176] rick,scott
[175] gov,rick
[160] randy,perkins
[160] perkins,donated
[160] donated,500
[160] 500,000
[160] 000,america
[160] america,first
[160] first,trump

Top Word Pairs in Tweet in G2:
[305] tax,break
[299] help,poor
[294] break,help
[281] poor,went
[279] superyacht,marina
[275] trump,tax
[272] went,rich
[271] donor,s
[271] s,superyacht
[268] gop,donor

Top Word Pairs in Tweet in G3:
[256] fact,trump
[256] trump,organization
[256] organization,probably
[256] probably,violated
[256] violated,foreign
[256] foreign,corrupt
[256] corrupt,practices
[256] practices,act
[256] act,multiple
[256] multiple,countries

Top Word Pairs in Tweet in G4:
[283] tax,break
[274] superyacht,marina
[259] trump,tax
[245] real,florida
[245] florida,man
[245] man,story
[245] story,rich
[245] rich,guy
[245] guy,lobbies
[245] lobbies,gets

Top Word Pairs in Tweet in G5:
[265] tax,break
[262] poor,went
[260] gop,donor
[260] donor,s
[260] s,superyacht
[259] break,help
[259] help,poor
[259] went,rich
[259] rich,gop
[258] trump,tax

Top Word Pairs in Tweet in G6:
[224] tax,break
[220] superyacht,marina
[216] poor,went
[210] gop,donor
[210] donor,s
[210] s,superyacht
[204] trump,s
[204] opportunity,zone
[203] new,trump
[203] s,opportunity

Top Word Pairs in Tweet in G7:
[30] propublica,president
[27] war,underway
[27] underway,against
[27] against,journalism
[27] journalism,country
[27] country,being
[27] being,fought
[27] fought,powerful
[27] powerful,people
[27] people,see

Top Word Pairs in Tweet in G8:
[21] nerds,college
[21] college,datagraphics
[21] datagraphics,seeking
[21] seeking,summer
[21] summer,interns
[21] interns,paid
[21] paid,jobs
[21] jobs,provide
[21] provide,experience
[21] experience,working

Top Word Pairs in Tweet in G9:
[29] help,poor
[27] tax,break
[26] break,help
[25] poor,went
[21] rich,gop
[20] went,rich
[20] superyacht,marina
[19] gop,donor
[19] donor,s
[19] s,superyacht

Top Word Pairs in Tweet in G10:
[129] few,weeks
[129] weeks,ago
[129] ago,berniesanders
[129] end,particular
[129] particular,tax
[129] tax,scam
[127] davidsirota,few
[127] berniesanders,declared
[127] declared,president
[127] president,end

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@realdonaldtrump
@ingrahamangle
@senrickscott
@fla_pol
@gopleader
@maryellenklas
@benadida
@bykenarmstrong
@maggieseverns

Top Replied-To in G1:
@propublica
@fla_pol
@maggieseverns
@sunsentinel
@mrdanzak
@theonion
@sacbee_news
@conarck
@pohl_jason
@javiermasvidal

Top Replied-To in G4:
@richardrubindc

Top Replied-To in G6:
@eisingerj
@justinelliott
@ronwyden
@rawstory
@propublica
@buddjenn

Top Replied-To in G7:
@bykenarmstrong
@yjtorbati
@lawrencehurley
@ivoryganja
@charlesornstein
@gingerthomp1
@davidhth
@lynnsherr
@paxmund
@dicktofel

Top Replied-To in G8:
@nopatria
@nbcnews
@daserste
@americahasballs
@juliereichwein1
@elgatoweebee
@cjr
@thekjohnston
@chrislhayes
@sofiegeorge

Top Replied-To in G9:
@realdonaldtrump
@ingrahamangle
@gopleader
@senatortimscott
@lindseygrahamsc
@repmichaelguest
@common_senzz
@steve_vladeck
@senschumer
@bklynfootdoc

Top Replied-To in G10:
@theoptionrider

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

Top Mentioned in G1:
@propublica
@turbotax
@maggieseverns
@gavinnewsom
@fla_pol
@mcclatchy
@benspielberg
@spytalker
@adam_ashton
@sacbee_news

Top Mentioned in G2:
@gkruege
@wellnessxall

Top Mentioned in G3:
@robertmaguire_
@propublica
@downriver5
@mplsme
@floridaatheist
@eisingerj
@marjespaul

Top Mentioned in G4:
@eisingerj
@propublica
@justinelliott
@kylegriffin1
@jeffernsthausen
@cindyroyal
@crewcrew
@ralphnader
@sethhanlon

Top Mentioned in G5:
@crewcrew
@psychdr100
@propublica
@megawatts55
@robertmaguire_
@justinelliott
@cindyroyal
@ecointernetdrgb
@ivoryganja
@eisingerj

Top Mentioned in G6:
@justinelliott
@propublica
@mrspanstreppon
@jeffernsthausen
@eisingerj
@markmobility
@floridaissues
@kylejeddie
@ronwyden

Top Mentioned in G7:
@propublica
@dicktofel
@gingerthomp1
@cindyroyal
@texastribune
@charlesornstein
@tracyweber
@celrae
@ericuman
@mikespiesnyc

Top Mentioned in G8:
@propublica
@datagraphics
@palewire
@odawa49
@nytimes
@washingtonpost
@npr
@msnbc
@chrislhayes
@cnn

Top Mentioned in G9:
@realdonaldtrump
@gop
@propublica
@kiresists
@aoc
@yayanan54247678
@phantom4203
@varneyco
@repadamschiff
@senschumer

Top Mentioned in G10:
@berniesanders
@davidsirota
@propublica
@gottabernnow
@jason_garcia
@sensanders
@benspielberg
@justinelliott
@crewcrew
@marieresists52

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@tomthunkitsmind
@the_news_diva
@alllibertynews
@jurylady5
@dichristine
@raymond_norman
@solutioneer72
@ez4u2say_janis
@rjber15

Top Tweeters in G1:
@solutioneer72
@ez4u2say_janis
@rxbun
@bannerite
@talkintou
@alizardx
@lechatnoire4
@kenkircher1
@billnigh
@itswanda

Top Tweeters in G2:
@occuworld
@the_news_diva
@dancas2
@schestowitz
@brontyman
@callstadt
@barbaraward235
@frecklesxx20
@kennedy81857
@callawaybot

Top Tweeters in G3:
@debilu2
@1loriking
@eddarrell
@johnczer1
@emersonfan1
@sar_oso
@ken_crichlow
@dovewoman1
@lawgirl318
@lorettabower3

Top Tweeters in G4:
@paxnostrum
@pollsstar
@sueleugers
@llama_strudel
@reneevoicebrand
@sircoach
@penneyewart
@tam_resist
@painter_nancy
@lebanon_don

Top Tweeters in G5:
@ecointernetdrgb
@purplegarter1
@penndragonart
@castonchris
@jameskthompson1
@jomajority
@vainsovain
@29361rmsm
@datagoodies
@holybullies

Top Tweeters in G6:
@phillip92321
@threadreaderapp
@nhdogmom
@samhainnight
@hardknoxfirst
@saintwalker98
@roripierpont1
@rhonda_harbison
@safiyahnoor1
@wechoosewisdom

Top Tweeters in G7:
@dichristine
@catawu
@cblazblaz
@slate
@tigerbeat
@libbyliberalnyc
@ethomas3915
@nayasala
@politeperson123
@mirabarhillel

Top Tweeters in G8:
@thehill
@guardian
@business
@sofiegeorge
@elgatoweebee
@dcexaminer
@3chicspolitico
@foxnews
@nytimes
@akeleven

Top Tweeters in G9:
@summer7570
@usatoday
@newsjunkie60
@fabucat
@elinhege
@lazcarr1342
@4tybin
@moon15116
@magaji_1
@erinsnider10

Top Tweeters in G10:
@drdaveanddee
@b1e56df9ce6549f
@bernieupstateny
@tates5a
@acobasi
@theresaschroe14
@my2meows
@madmontesaurus
@gordonkendall
@xaipe3


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