Propublica, Twitter, 9/2/2022 1:28:37 PM, 281155
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Propublica_2022-09-02_06-05-14.xlsx
Propublica_2022-09-02_06-05-14.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
September 02, 2022
Short Description:
Propublica via NodeXL https://bit.ly/3TwvIVH
@propublica
@craigsilverman
@no2hitting
@gopchairwoman
@solomonmissouri
@potus
@empathyisbrave
@senategop
@charlesornstein
@patmalo28822361

Top hashtags:
#gop
#journalism
#maga
#impact
#atlanticcity
#casinos
#instagram

Description:
Description
The graph represents a network of 7,454 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, 02 September 2022 at 13:10 UTC.

The requested start date was Friday, 02 September 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 2-day, 23-hour, 25-minute period from Monday, 29 August 2022 at 16:10 UTC to Thursday, 01 September 2022 at 15:36 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 : 7454
Unique Edges : 6529
Edges With Duplicates : 12908
Total Edges : 19437
Number of Edge Types : 5
Retweet : 5138
MentionsInRetweet : 8623
Tweet : 1310
Mentions : 3392
Replies to : 974
Self-Loops : 1367
Reciprocated Vertex Pair Ratio : 0.00980841507012559
Reciprocated Edge Ratio : 0.0194262890341322
Connected Components : 1039
Single-Vertex Connected Components : 675
Maximum Vertices in a Connected Component : 5142
Maximum Edges in a Connected Component : 16378
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.985499
Graph Density : 0.000198291189315489
Modularity : 0.488002
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 7,454 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, 02 September 2022 at 13:10 UTC.

The requested start date was Friday, 02 September 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 2-day, 23-hour, 25-minute period from Monday, 29 August 2022 at 16:10 UTC to Thursday, 01 September 2022 at 15:36 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:
[376] https://www.propublica.org/article/instagram-spotify-verified-fake-musicians
[311] https://www.propublica.org/article/colorado-river-water-shortage-jay-famiglietti
[131] https://www.propublica.org/article/documents-covid-meatpacking-tyson-smithfield-trump
[118] https://www.propublica.org/article/national-debt-trump
[96] https://www.propublica.org/article/atlantic-city-casinos-tax-breaks-law
[90] https://www.propublica.org/article/dark-money-leonard-leo-barre-seid
[86] https://www.propublica.org/article/bluestone-jim-justice-north-birmingham
[67] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[59] https://projects.propublica.org/coronavirus/bailouts/
[48] https://www.propublica.org/article/texas-mexico-border-town-approves-air-pollution-monitoring-following-propublica-and-texas-tribune-investigation

Top URLs in Tweet in G1:
[76] https://www.propublica.org/article/instagram-spotify-verified-fake-musicians
[15] https://www.propublica.org/article/the-students-left-behind-by-remote-learning
[13] https://www.propublica.org/article/bluestone-jim-justice-north-birmingham
[9] https://www.propublica.org/article/colorado-river-water-shortage-jay-famiglietti
[6] https://thisis50.com:443/
[6] https://twitter.com/CraigSilverman/status/1564963802810130432
[6] https://www.propublica.org/article/dark-money-leonard-leo-barre-seid
[4] https://twitter.com/craigsilverman/status/1564963802810130432
[4] https://trib.al/MUm2KxA
[4] https://projects.propublica.org/coronavirus/bailouts/

Top URLs in Tweet in G2:
[9] https://www.propublica.org/article/instagram-spotify-verified-fake-musicians
[2] https://twitter.com/propublica/status/1565005093447114752?t=VOxYyGxpRMDi9U_Q-gtmXg&s=19
[2] https://www.propublica.org/article/instagram-spotify-verified-fake-musicians?curator=MediaREDEF
[1] https://twitter.com/IDMO_it/status/1565246578658611200
[1] https://www.propublica.org/article/atlantic-city-casinos-tax-breaks-law
[1] https://twitter.com/propublica/status/1565005093447114752
[1] https://twitter.com/i/web/status/1564983861452341249
[1] https://twitter.com/CraigSilverman/status/1564963802810130432
[1] https://www.propublica.org/article/documents-covid-meatpacking-tyson-smithfield-trump
[1] https://datalab.luiss.it/news-e-eventi/beyond-fake-news/

Top URLs in Tweet in G3:
[54] https://www.propublica.org/article/atlantic-city-casinos-tax-breaks-law
[19] https://www.propublica.org/article/bluestone-jim-justice-north-birmingham
[16] https://www.propublica.org/article/instagram-spotify-verified-fake-musicians
[15] https://www.propublica.org/article/texas-mexico-border-town-approves-air-pollution-monitoring-following-propublica-and-texas-tribune-investigation
[5] https://www.propublica.org/article/colorado-hoa-management-companies-investigation
[4] https://mountainstatespotlight.org/2022/09/01/the-tragedy-of-north-birmingham/
[4] https://www.rmpbs.org/blogs/news/colorado-hoa-management-company-investigation/
[4] https://www.propublica.org/article/safer-storm-drains-after-ida-flood-deaths
[3] https://www.propublica.org/article/colorado-river-water-shortage-jay-famiglietti
[3] https://www.propublica.org/article/documents-covid-meatpacking-tyson-smithfield-trump

Top URLs in Tweet in G4:
[183] https://www.propublica.org/article/instagram-spotify-verified-fake-musicians
[107] https://www.propublica.org/article/colorado-river-water-shortage-jay-famiglietti
[36] https://www.propublica.org/article/dark-money-leonard-leo-barre-seid
[29] https://twitter.com/propublica/status/1565005093447114752
[27] https://www.propublica.org/article/bluestone-jim-justice-north-birmingham
[24] https://www.propublica.org/article/colorado-hoa-management-companies-investigation
[22] https://www.propublica.org/article/texas-mexico-border-town-approves-air-pollution-monitoring-following-propublica-and-texas-tribune-investigation
[19] https://www.propublica.org/article/atlantic-city-casinos-tax-breaks-law
[17] https://www.propublica.org/article/colorado-river-water-shortage-jay-famiglietti?utm_source=pocket-newtab
[14] https://www.propublica.org/article/safer-storm-drains-after-ida-flood-deaths

Top URLs in Tweet in G5:
[41] https://www.propublica.org/article/national-debt-trump
[37] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[19] https://nymag.com/intelligencer/2018/10/irs-the-gop-propublica-budget-cuts-enforcement-billions.html
[11] https://www.propublica.org/article/how-the-irs-was-gutted
[9] https://www.propublica.org/article/trump-friends-and-family-cleared-for-millions-in-small-business-bailout
[6] https://www.propublica.org/article/national-debt-trump/amp
[4] https://projects.propublica.org/coronavirus/bailouts/
[4] https://www.msn.com/en-us/news/politics/the-gop-turns-against-the-league-of-women-voters/ar-AA10NAQh?ocid=msedgntp&cvid=e8c0eb99b11247898f7c33a11b8a0ce1
[4] https://www.forbes.com/sites/christianweller/2020/01/29/trumps-wasteful-tax-cuts-lead-to-continued-trillion-dollar-deficits-in-expanding-economy/
[4] https://www.forbes.com/sites/christianweller/2020/01/29/trumps-wasteful-tax-cuts-lead-to-continued-trillion-dollar-deficits-in-expanding-economy/?sh=53b10a8c66c4

Top URLs in Tweet in G6:
[1] https://www.propublica.org/article/how-the-irs-was-gutted
[1] https://www.propublica.org/article/we-found-a-staggering-281-lobbyists-whove-worked-in-the-trump-administration
[1] https://www.propublica.org/article/national-debt-trump/amp
[1] https://www.propublica.org/article/pharmaceuticals-pay-doctors-drugs
[1] https://projects.propublica.org/parler-capitol-videos/
[1] https://www.propublica.org/article/polio-virus-us-new-york-vaccine
[1] https://www.propublica.org/article/inside-the-cell-where-a-sick-16-year-old-boy-died-in-border-patrol-care
[1] https://www.propublica.org/article/national-debt-trump

Top URLs in Tweet in G7:
[6] https://www.propublica.org/article/dark-money-leonard-leo-barre-seid
[3] https://www.propublica.org/article/national-debt-trump
[2] https://www.propublica.org/article/a-right-wing-think-tank-claimed-to-be-a-church-now-members-of-congress-want-to-investigate
[2] https://www.propublica.org/article/fact-checking-feinstein-on-the-assault-weapons-ban
[2] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[2] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[1] https://twitter.com/k12ssdb/status/1565316541213683714
[1] https://twitter.com/no2hitting/status/1565037005158899715
[1] https://twitter.com/thetnholler/status/1565090962510315520
[1] https://twitter.com/i/web/status/1564800955400454144

Top URLs in Tweet in G8:
[116] https://www.propublica.org/article/documents-covid-meatpacking-tyson-smithfield-trump
[3] https://www.propublica.org/article/instagram-spotify-verified-fake-musicians
[2] https://outliermedia.org/dte-energy-customer-debt-sales/
[1] https://www.propublica.org/article/dems-obama-broke-pledge-to-force-banks-to-help-homeowners
[1] https://twitter.com/LHSummers/status/1562083355365081088
[1] https://www.propublica.org/article/texas-mexico-border-town-approves-air-pollution-monitoring-following-propublica-and-texas-tribune-investigation
[1] https://www.propublica.org/article/what-happened-when-health-officials-wanted-to-close-a-meatpacking-plant-but-the-governor-said-no
[1] https://outliermedia.org/detroits-heavy-burden-high-electric-rates-tens-of-thousands-of-shut-offs-and-a-looming-price-hike/
[1] https://www.propublica.org/article/how-cops-who-use-force-and-even-kill-can-hide-their-names-from-the-public
[1] https://bit.ly/3QKI6iT

Top URLs in Tweet in G9:
[3] https://www.propublica.org/article/big-lie-trump-stolen-election-inside-creation
[1] https://twitter.com/RonFilipkowski/status/1515489633345449985
[1] https://www.propublica.org/article/any-half-decent-hacker-could-break-into-mar-a-lago
[1] https://twitter.com/i/web/status/1515501531994345475
[1] https://twitter.com/i/web/status/1515527148479475719
[1] https://www.propublica.org/nerds/visualizing-toxic-air
[1] https://www.propublica.org/article/work-opportunity-tax-credit-temp-permanent-employment
[1] https://www.propublica.org/article/dark-money-leonard-leo-barre-seid
[1] https://www.propublica.org/article/the-invisible-hand-of-steve-twist

Top URLs in Tweet in G10:
[8] https://mobile.twitter.com/propublica/status/1292567662778875905
[7] https://www.propublica.org/article/trumps-new-spy-chief-used-to-work-for-a-foreign-politician-the-us-accused-of-corruption
[7] https://www.propublica.org/article/the-bailout-was-11-years-ago-were-still-tracking-every-penny
[6] https://www.propublica.org/article/national-debt-trump
[4] https://www.newsjustin.press/how-to-investigate-your-next-new-york-apartment-like-a-reporter/?utm_campaign=nyc
[3] https://www.businessinsider.com/american-billionaires-tax-avoidance-income-wealth-borrow-money-propublica-2021-6
[2] https://projects.propublica.org/parler-capitol-videos/
[2] https://www.propublica.org/article/trumps-new-spy-chief-used-to-work-for-a-foreign-politician-the-us-accused-of-corruption/amp
[1] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[1] https://nymag.com/intelligencer/2020/02/richard-grenell-director-national-intelligence.html

Top Domains
Top Domains in Tweet in Entire Graph:
[2232] propublica.org
[527] twitter.com
[50] trib.al
[39] tweetedtimes.com
[28] nymag.com
[12] ycombinator.com
[12] texastribune.org
[10] forbes.com
[8] youtube.com
[7] paper.li

Top Domains in Tweet in G1:
[169] propublica.org
[127] twitter.com
[48] trib.al
[6] youtube.com
[6] thisis50.com
[4] levernews.com
[3] propub.li
[3] tweetedtimes.com
[2] outliermedia.org
[2] paper.li

Top Domains in Tweet in G2:
[13] propublica.org
[6] twitter.com
[1] luiss.it

Top Domains in Tweet in G3:
[136] propublica.org
[57] twitter.com
[7] texastribune.org
[4] mountainstatespotlight.org
[4] rmpbs.org
[2] bit.ly
[2] trib.al
[2] pressofatlanticcity.com
[1] miamiherald.com
[1] coloradosun.com

Top Domains in Tweet in G4:
[689] propublica.org
[131] twitter.com
[36] tweetedtimes.com
[12] ycombinator.com
[5] apple.news
[3] texastribune.org
[3] tdquery.com
[3] amazonaws.com
[2] theguardian.com
[2] techmeme.com

Top Domains in Tweet in G5:
[130] propublica.org
[19] nymag.com
[9] forbes.com
[5] twitter.com
[4] msn.com

Top Domains in Tweet in G6:
[8] propublica.org

Top Domains in Tweet in G7:
[24] twitter.com
[23] propublica.org
[1] nbcnews.com

Top Domains in Tweet in G8:
[124] propublica.org
[3] outliermedia.org
[1] twitter.com
[1] bit.ly

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

Top Domains in Tweet in G10:
[35] twitter.com
[29] propublica.org
[4] newsjustin.press
[3] businessinsider.com
[1] nymag.com
[1] texastribune.org
[1] youtube.com
[1] wnycstudios.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[32] gop
[27] journalism
[27] maga
[25] impact
[17] atlanticcity
[17] casinos
[15] instagram
[13] trump
[12] alabama
[12] ppploans



Top Hashtags in Tweet in G1:
[5] nvgov
[5] instagram
[4] meta
[3] medialiteracy
[2] polycrisis
[2] butnoclimatechange
[2] verified
[2] megadrought
[2] rutgerslaw
[2] studentloanforgiveness

Top Hashtags in Tweet in G2:
[1] google

Top Hashtags in Tweet in G3:
[26] journalism
[25] impact
[15] atlanticcity
[15] casinos
[5] trumpcoupattempt
[5] seditionhunters
[2] journalismmatters
[2] ccp
[1] alabama
[1] environmentaljustice

Top Hashtags in Tweet in G4:
[6] climatecrisis
[4] water
[4] watercrisis
[3] coloradoriver
[3] instagram
[3] technology
[3] redmaskguy
[3] mississippi
[3] msnbc
[2] scotus

Top Hashtags in Tweet in G5:
[3] gop
[2] gopliars
[2] voteblue
[2] irs
[2] gopliesabouteverything
[2] taxscam
[1] gopbetrayedamerica
[1] gophypocrisy
[1] gophypocricy
[1] muddymarsha

Top Hashtags in Tweet in G7:
[4] autopilot
[2] 3yrs2long
[1] dutyofcare
[1] sparetherodinschools
[1] 3yrswhy
[1] dshea

Top Hashtags in Tweet in G8:
[1] bluewave
[1] unionyes
[1] roevemberiscoming
[1] defendblackvoters

Top Hashtags in Tweet in G9:
[1] scammarket
[1] bbig
[1] scam

Top Hashtags in Tweet in G10:
[27] gop
[27] maga
[7] nobillionaireleftbehind
[1] donaldtrump
[1] trumpcrimefamily

Top Words
Top Words in Tweet in Entire Graph:
[3098] propublica
[993] craigsilverman
[860] spotify
[826] profiles
[814] musician
[804] apple
[798] goody
[794] articles
[791] google
[791] songs

Top Words in Tweet in G1:
[1435] propublica
[207] people
[191] levernews
[177] andykroll
[155] davidsirota
[133] state
[126] don
[125] instagram
[124] donation
[118] good

Top Words in Tweet in G2:
[909] craigsilverman
[741] spotify
[740] musician
[739] profiles
[739] google
[739] articles
[738] meet
[738] goody
[738] sells
[738] jewelry

Top Words in Tweet in G3:
[809] propublica
[314] texastribune
[227] laredo
[214] state
[199] air
[174] monitoring
[158] charlesornstein
[119] pollution
[118] court
[112] texas

Top Words in Tweet in G4:
[181] instagram
[172] verification
[171] scheme
[158] million
[157] propublica
[155] dollar
[145] inside
[112] fake
[95] water
[94] musicians

Top Words in Tweet in G5:
[329] irs
[189] republicans
[170] go
[139] trump
[134] gutted
[129] gopchairwoman
[128] rich
[115] lie
[112] ultra
[111] empathyisbrave

Top Words in Tweet in G6:
[5] trump
[4] itisjustmebabe
[3] vincegottalotta
[3] mjb24681
[3] angryfleas
[3] rosegar17673310
[2] pledged
[2] drain
[2] swamp
[2] white

Top Words in Tweet in G7:
[49] potus
[49] 1994
[49] evidence
[48] check
[47] pro
[47] publica
[47] fact
[47] assault
[47] weapons
[47] ban

Top Words in Tweet in G8:
[138] propublica
[117] solomonmissouri
[116] plants
[115] plot
[115] keep
[115] meatpacking
[115] open
[115] during
[115] covid
[115] 19

Top Words in Tweet in G9:
[44] fbi
[39] aaron_5021
[39] dojph
[39] newyorkfbi
[39] fbiwfo
[39] dojcrimdiv
[39] statedept
[39] theproblem
[39] jonstewart
[24] bbig

Top Words in Tweet in G10:
[59] propublica
[43] foxnews
[33] accountablegop
[29] abc
[29] npr
[27] #gop
[27] #maga
[27] aarp
[27] nro
[27] ndn

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[802] spotify,apple
[787] profiles,spotify
[778] musician,profiles
[773] meet,goody
[773] goody,sells
[773] sells,jewelry
[773] jewelry,miami
[773] miami,musician
[773] apple,google
[773] google,articles

Top Word Pairs in Tweet in G1:
[114] levernews,propublica
[107] health,insurance
[106] good,people
[106] people,propublica
[106] propublica,putting
[106] putting,together
[106] together,project
[106] project,health
[106] insurance,denials
[106] denials,collecting

Top Word Pairs in Tweet in G2:
[738] meet,goody
[738] goody,sells
[738] sells,jewelry
[738] jewelry,miami
[738] miami,musician
[738] musician,profiles
[738] profiles,spotify
[738] spotify,apple
[738] apple,google
[738] google,articles

Top Word Pairs in Tweet in G3:
[151] propublica,texastribune
[101] air,pollution
[94] approves,air
[94] pollution,monitoring
[92] state,law
[80] air,monitoring
[77] following,propublica
[76] texas,mexico
[76] mexico,border
[76] border,town

Top Word Pairs in Tweet in G4:
[169] verification,scheme
[167] instagram,verification
[155] million,dollar
[153] dollar,instagram
[143] inside,million
[92] fake,musicians
[80] musicians,inside
[74] money,fake
[69] colorado,river
[63] teeters,brink

Top Word Pairs in Tweet in G5:
[132] gutted,irs
[113] republicans,lie
[113] lie,irs
[113] irs,trump
[113] trump,gutted
[113] irs,go
[112] gopchairwoman,republicans
[112] go,ultra
[112] ultra,rich
[110] empathyisbrave,gopchairwoman

Top Word Pairs in Tweet in G6:
[2] trump,pledged
[2] pledged,drain
[2] drain,swamp
[2] swamp,white
[2] white,house
[2] house,lobbyists
[2] lobbyists,came
[2] came,knocking
[2] knocking,trump
[2] trump,door

Top Word Pairs in Tweet in G7:
[47] pro,publica
[47] publica,fact
[47] fact,check
[47] check,1994
[47] 1994,assault
[47] assault,weapons
[47] weapons,ban
[47] ban,evidence
[47] evidence,saved
[47] saved,lives

Top Word Pairs in Tweet in G8:
[115] plot,keep
[115] keep,meatpacking
[115] meatpacking,plants
[115] plants,open
[115] open,during
[115] during,covid
[115] covid,19
[115] 19,propublica
[114] solomonmissouri,plot
[5] dte,sold

Top Word Pairs in Tweet in G9:
[39] dojph,fbi
[39] fbi,newyorkfbi
[39] newyorkfbi,fbiwfo
[39] fbiwfo,dojcrimdiv
[39] dojcrimdiv,statedept
[39] statedept,theproblem
[39] theproblem,jonstewart
[23] bbig,muln
[23] muln,cei
[23] cei,amc

Top Word Pairs in Tweet in G10:
[27] #gop,#maga
[27] #maga,aarp
[27] aarp,nro
[27] nro,ndn
[27] ndn,abc
[27] abc,ap
[27] ap,foxnews
[27] foxnews,wearesinclair
[27] wearesinclair,accountablegop
[27] accountablegop,senategop

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@marshablackburn
@andykroll
@gopchairwoman
@texastribune
@sentedcruz
@jim_jordan
@housegop
@defunctup
@512josephjames

Top Replied-To in G1:
@propublica
@andykroll
@dglaucomflecken
@harucoryne
@alecmacgillis
@strombo
@ovolynn
@levernews
@pierrebalian
@davidsirota

Top Replied-To in G2:
@craigsilverman
@biancafortis
@jamesvgrimaldi
@propublica
@texastribune

Top Replied-To in G3:
@propublica
@texastribune
@defunctup
@512josephjames
@charlesornstein
@evanasmith
@kenwardjr
@newsburd
@wbur
@themorrancave

Top Replied-To in G5:
@marshablackburn
@jim_jordan
@housegop
@gopchairwoman
@gop
@johncornyn
@senategop
@mikepompeo
@senatorlankford
@ronnyjacksontx

Top Replied-To in G6:
@nolifebob
@calvine43701301
@curfewx
@scottstocker4
@wokeninjaet
@pennell10dan
@q_estrada

Top Replied-To in G7:
@no2hitting
@hrw
@shannonrwatts
@nypdpc
@propublica
@joebiden
@houstonchron
@icarsbanrands
@jamesfloveiv
@invisiblepeople

Top Replied-To in G8:
@mty917
@solomonmissouri
@jeremypeppas
@alexanzalone34

Top Replied-To in G9:
@aaron_5021
@bighomiecoffee
@pugzrtough
@visionsurreal
@optimismprime01
@staciburk
@rockstar_stocks
@sethabramson
@gdh_youngheart
@scottygirl2014

Top Replied-To in G10:
@foxnews
@seanhannity
@gopchairwoman
@donaldjtrumpjr
@axios
@propublica
@richardgrenell
@boomerbob18
@mmpadellan
@juconnor25

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@craigsilverman
@texastribune
@biancafortis
@levernews
@andykroll
@charlesornstein
@davidsirota
@nytimes
@solomonmissouri

Top Mentioned in G1:
@propublica
@levernews
@andykroll
@davidsirota
@dglaucomflecken
@nytimes
@craigsilverman
@harucoryne
@justinelliott
@andrewperezdc

Top Mentioned in G2:
@craigsilverman
@biancafortis
@propublica
@zivabranstetter
@ft
@charlesornstein
@marilynt2004
@amykazmin
@la_giando
@agorarai

Top Mentioned in G3:
@propublica
@texastribune
@charlesornstein
@evanasmith
@nytimes
@rmpbs
@washingtonpost
@zachdespart
@newsburd
@danielpetty

Top Mentioned in G4:
@mdabfm
@sprzyslp
@thornburgh_e
@mtmimosa
@wydmindfeersart
@2003sandstorm
@torrhl
@stillwaters1029
@changarrin
@rootnot

Top Mentioned in G5:
@gopchairwoman
@empathyisbrave
@wssmomma
@gop
@73snangel
@senategop
@marshablackburn
@chilberg11
@housegop
@accountablegop

Top Mentioned in G6:
@itisjustmebabe
@vincegottalotta
@mjb24681
@angryfleas
@rosegar17673310
@treathunterdog
@ladyoftheocean1
@vickie627
@jackwhoelse
@digimalice

Top Mentioned in G7:
@potus
@steveguest
@propublica
@bobbyscott
@aclu
@seccardona
@nycpba
@legalaidnyc
@ap
@nyscourtsnews

Top Mentioned in G8:
@solomonmissouri
@propublica
@media_outlier
@david_dayen
@texastribune
@statesideradio
@sarahalvarezmi
@dte_energy
@craigsilverman
@mtsw

Top Mentioned in G9:
@fbi
@dojph
@newyorkfbi
@fbiwfo
@dojcrimdiv
@statedept
@theproblem
@jonstewart
@aaron_5021
@lis

Top Mentioned in G10:
@propublica
@foxnews
@accountablegop
@abc
@npr
@aarp
@nro
@ndn
@ap
@wearesinclair

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@dichristine
@gambiste1
@rk70534
@mattmurph24
@1denmadrid
@thepoliticalcat
@leratomannya
@lizditz
@kenkircher1

Top Tweeters in G1:
@dichristine
@lizditz
@ligayaloyola
@teram323tere
@willseattle
@pauloparmm
@paxnostrum
@cblazblaz
@avonan
@sba1211

Top Tweeters in G2:
@alizardx
@adekleine
@faradina_92
@jorge_c_ny
@tigerbeat
@debsomewhere
@ydanasmithdutra
@iamvega1982
@plankysmith
@gyggy

Top Tweeters in G3:
@missb62
@mattmurph24
@1denmadrid
@bannerite
@russelltim151
@katcapps
@jmhamiltonblog
@tadrow
@jeffreymeursing
@estarianne

Top Tweeters in G4:
@gregmroscoe
@drpatfarrell
@mary_swilling
@m157q_news_rss
@augusteve2012
@hntweets
@suzanneinlgb
@sharon_smith_1
@memeorandum
@renenow

Top Tweeters in G5:
@abramson1234
@kurtschlichter
@debbiesva
@montpellier21
@ronilj261
@susankbradford
@jacquiewells4
@sherijr
@rcarr57
@pleasethink1776

Top Tweeters in G6:
@thereseosulliv2
@vickie627
@marvinrjeffcoat
@jencages
@doritmi
@michellmybell1
@vincegottalotta
@ladyoftheocean1
@claireluvsbearz
@monstercoyliar

Top Tweeters in G7:
@reuters
@urocklive1
@no2hitting
@westietx
@nolanews
@ap
@houstonchron
@newsweek
@baddcompani
@tericbrownuga

Top Tweeters in G8:
@solomonmissouri
@morbid_elation
@avildsen
@sheltgarner
@ashleyeleigh
@olaasm
@torontoddg
@janecanary19
@annaanthro
@aacoek

Top Tweeters in G9:
@gambiste1
@scottygirl2014
@rawstory
@eturleye
@markets
@serve_97
@sethabramson
@2cannan1
@clearing_fog
@cvpayne

Top Tweeters in G10:
@kenkircher1
@guardian
@rhonda_harbison
@mchovden1785
@bostonglobe
@foxnews
@latimes
@abc
@cnn
@wsj


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