Propublica, Twitter, 8/12/2022 11:20:30 PM, 279933


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Propublica_2022-08-12_06-05-14.xlsx
Propublica_2022-08-12_06-05-14.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 12, 2022
Short Description:
Propublica via NodeXL https://bit.ly/3bUpM7R
@propublica
@ericuman
@rhonda_harbison
@charlesornstein
@jeffreyasachs
@mike_hixenbaugh
@markolalde
@texastribune
@hannahdcox
@judywoodruff

Top hashtags:
#gop
#jamesdailey
#maga
#radon
#glasshouse
#uranium
#irs
#trump

Description:
Description
The graph represents a network of 6,995 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, 12 August 2022 at 13:09 UTC.

The requested start date was Friday, 12 August 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, 13-hour, 30-minute period from Tuesday, 09 August 2022 at 02:06 UTC to Thursday, 11 August 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 : 6995
Unique Edges : 5008
Edges With Duplicates : 13857
Total Edges : 18865
Number of Edge Types : 5
Retweet : 5462
MentionsInRetweet : 7697
Replies to : 1196
Mentions : 3698
Tweet : 812
Self-Loops : 847
Reciprocated Vertex Pair Ratio : 0.0153146922240885
Reciprocated Edge Ratio : 0.0301673803036201
Connected Components : 687
Single-Vertex Connected Components : 380
Maximum Vertices in a Connected Component : 5453
Maximum Edges in a Connected Component : 16892
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.199965
Graph Density : 0.000210044226614746
Modularity : 0.436958
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 6,995 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, 12 August 2022 at 13:09 UTC.

The requested start date was Friday, 12 August 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, 13-hour, 30-minute period from Tuesday, 09 August 2022 at 02:06 UTC to Thursday, 11 August 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:
[247] https://nymag.com/intelligencer/2018/10/irs-the-gop-propublica-budget-cuts-enforcement-billions.html
[146] https://www.propublica.org/article/how-the-irs-was-gutted
[127] https://www.propublica.org/article/army-sexual-assault-alvarado-pretrial-confinement
[112] https://www.propublica.org/article/new-mexico-uranium-homestake-pollution
[106] https://projects.propublica.org/graphics/eitc-audit
[91] https://www.propublica.org/article/national-debt-trump
[66] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[50] https://www.propublica.org/article/dna-evidence-cold-cases-baltimore
[41] https://trib.al/0XCKRV6
[36] https://www.propublica.org/article/how-the-irs-was-gutted/amp

Top URLs in Tweet in G1:
[36] https://www.propublica.org/article/new-mexico-uranium-homestake-pollution
[24] https://www.propublica.org/article/army-sexual-assault-alvarado-pretrial-confinement
[23] https://www.propublica.org/article/army-sexual-assault-pretrial-confinement-rates
[19] https://www.propublica.org/article/radon-gas-testing-home-uranium
[15] https://www.propublica.org/article/police-toxic-culture-massachusetts-revere
[6] https://www.propublica.org/article/what-is-private-equity
[5] https://www.propublica.org/article/texas-book-banning-libraries-lgbtq-hood-county
[5] https://www.texastribune.org/2022/08/09/army-military-sexual-assault-pretrial-confinement/
[4] https://www.propublica.org/getinvolved/help-propublica-and-the-texas-tribune-report-on-the-military-justice-system
[4] https://www.pbs.org/newshour/show/residents-in-the-southwest-struggle-with-the-health-effects-of-nuclear-ore-extraction

Top URLs in Tweet in G2:
[31] https://trib.al/0XCKRV6
[9] https://www.propublica.org/article/what-is-private-equity
[5] https://www.latimes.com/environment/story/2022-08-08/new-mexico-uranium-homestake-pollution
[4] https://www.propublica.org/article/army-sexual-assault-alvarado-pretrial-confinement
[4] https://twitter.com/propublica/status/1557263007977177088
[4] https://www.propublica.org/article/new-mexico-uranium-homestake-pollution
[4] https://nmpoliticalreport.com/2022/08/10/a-uranium-ghost-town-in-the-making/
[3] https://twitter.com/mayatmiller/status/1556681566004314113
[3] https://twitter.com/propublica/status/1557538701256937472
[3] https://www.propublica.org/getinvolved/public-defenders-and-defense-attorneys-help-propublica-report-on-criminal-justice

Top URLs in Tweet in G3:
[8] https://www.texastribune.org/2022/08/09/army-military-sexual-assault-pretrial-confinement/?utm_campaign=trib-social&utm_content=1660047005&utm_medium=social&utm_source=twitter
[5] https://www.texastribune.org/2022/08/09/military-justice-system/?utm_campaign=trib-social&utm_content=1660060901&utm_medium=social&utm_source=twitter
[3] https://www.nbcnews.com/news/us-news/moms-campaign-divided-texas-town-family-rcna42031
[3] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[2] https://trib.al/HzjmrTZ
[2] https://www.propublica.org/article/texas-book-banning-libraries-lgbtq-hood-county
[2] https://trib.al/0XCKRV6
[1] https://twitter.com/Mike_Hixenbaugh/status/1557705015069925376
[1] https://www.texastribune.org/2022/08/09/army-military-sexual-assault-pretrial-confinement/?utm_campaign=trib-social&utm_content=1660046712&utm_medium=social&utm_source=twitter
[1] https://www.texastribune.org/2022/08/09/army-military-sexual-assault-pretrial-confinement/?utm_campaign=trib-social&utm_content=1660046820&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G4:
[8] https://nymag.com/intelligencer/2018/10/irs-the-gop-propublica-budget-cuts-enforcement-billions.html
[2] https://www.propublica.org/article/how-the-irs-was-gutted
[1] https://www.propublica.org/article/any-half-decent-hacker-could-break-into-mar-a-lago?utm_campaign=sprout&utm_medium=social&utm_source=twitter&utm_content=1495041490
[1] https://twitter.com/propublica/status/864892929290240000?s=20&t=-Skt9cKerNiL4kTH3F9_SA
[1] https://twitter.com/propublica/status/1557654865962311681
[1] https://twitter.com/smmills1960/status/1556945759911792647
[1] https://www.propublica.org/article/irs-now-audits-poor-americans-at-about-the-same-rate-as-the-top-1-percent
[1] https://www.propublica.org/article/army-sexual-assault-alvarado-pretrial-confinement
[1] https://www.propublica.org/article/new-mexico-uranium-homestake-pollution
[1] https://www.propublica.org/article/radon-gas-testing-home-uranium

Top URLs in Tweet in G5:
[99] https://nymag.com/intelligencer/2018/10/irs-the-gop-propublica-budget-cuts-enforcement-billions.html
[29] https://www.propublica.org/article/how-the-irs-was-gutted
[21] https://www.propublica.org/article/national-debt-trump
[19] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[14] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[12] https://projects.propublica.org/graphics/eitc-audit
[6] https://www.propublica.org:443/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[5] https://www.propublica.org/article/irs-now-audits-poor-americans-at-about-the-same-rate-as-the-top-1-percent
[5] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[3] https://www.propublica.org/article/how-the-irs-was-gutted/amp

Top URLs in Tweet in G6:
[63] https://www.propublica.org/article/army-sexual-assault-alvarado-pretrial-confinement
[45] https://www.propublica.org/article/new-mexico-uranium-homestake-pollution
[27] https://www.propublica.org/article/dna-evidence-cold-cases-baltimore
[13] https://www.texastribune.org/2022/08/09/army-military-sexual-assault-pretrial-confinement/
[12] https://www.propublica.org/article/manchin-gas-pipeline-climate-change-bill
[12] https://www.propublica.org/events/new-mexicos-death-map-uranium-and-nuclear-energy-in-the-us
[11] https://www.propublica.org/article/covid-maternity-stillbirth-vaccines-pregnancy
[11] https://apple.news/A-VqVluPuSm6mAKwYV7sFXg
[10] https://www.propublica.org/article/how-the-irs-was-gutted
[9] https://www.propublica.org/article/radon-gas-testing-home-uranium

Top URLs in Tweet in G7:
[6] https://www.propublica.org/article/earned-income-tax-credit-irs-audit-working-poor
[4] https://twitter.com/JeffreyASachs/status/1556472982922461186
[2] https://www.propublica.org/article/how-the-irs-was-gutted
[1] https://projects.propublica.org/graphics/eitc-audit
[1] https://www.propublica.org/series/gutting-the-irs
[1] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor/amp
[1] https://twitter.com/politicalmath/status/1556462702746533888
[1] https://twitter.com/propublica/status/1557414005362270209
[1] https://www.propublica.org/article/filing-taxes-could-be-free-simple-hr-block-intuit-lobbying-against-it
[1] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free

Top URLs in Tweet in G8:
[3] https://www.propublica.org/article/national-debt-trump
[2] https://www.propublica.org/article/trump-pushed-for-a-sweetheart-tax-deal-on-his-first-hotel-its-cost-new-york-city-410-068-399-and-counting/amp
[1] https://www.propublica.org/article/infamous-russian-troll-farm-appears-to-be-source-of-anti-ukraine-propaganda
[1] https://www.propublica.org/article/political-and-taxpayer-spending-at-trump-properties-16-1-million

Top URLs in Tweet in G9:
[24] https://nymag.com/intelligencer/2018/10/irs-the-gop-propublica-budget-cuts-enforcement-billions.html
[14] https://www.propublica.org/article/how-the-irs-was-gutted
[9] https://www.propublica.org/article/how-the-irs-was-gutted/amp
[8] https://www.propublica.org/article/national-debt-trump
[5] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[3] http://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[2] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[1] https://projects.propublica.org/parler-capitol-videos/
[1] http://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[1] https://twitter.com/marcorubio/status/1556795448614060035

Top URLs in Tweet in G10:
[5] https://www.propublica.org/article/how-the-irs-was-gutted
[5] https://projects.propublica.org/graphics/eitc-audit
[4] https://www.propublica.org/article/irs-now-audits-poor-americans-at-about-the-same-rate-as-the-top-1-percent
[4] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[3] https://www.propublica.org/article/earned-income-tax-credit-irs-audit-working-poor
[3] https://nymag.com/intelligencer/2018/10/irs-the-gop-propublica-budget-cuts-enforcement-billions.html
[3] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[3] https://www.propublica.org/article/ultrawealthy-taxes-irs-internal-revenue-service-global-high-wealth-audits
[2] https://www.propublica.org/article/national-debt-trump
[2] https://projects.propublica.org/parler-capitol-videos/

Top Domains
Top Domains in Tweet in Entire Graph:
[1548] propublica.org
[249] nymag.com
[172] twitter.com
[92] trib.al
[64] texastribune.org
[32] apple.news
[9] latimes.com
[8] pbs.org
[7] wbur.org
[4] nbcnews.com

Top Domains in Tweet in G1:
[167] propublica.org
[14] twitter.com
[12] texastribune.org
[6] wbur.org
[5] pbs.org
[4] trib.al
[2] latimes.com
[1] amazon.com
[1] apple.news
[1] themarshallproject.org

Top Domains in Tweet in G2:
[77] trib.al
[54] propublica.org
[23] twitter.com
[6] latimes.com
[4] propub.li
[4] nmpoliticalreport.com
[3] texastribune.org
[2] forms.fm
[1] crooksandliars.com
[1] washingtonpost.com

Top Domains in Tweet in G3:
[26] texastribune.org
[13] propublica.org
[5] trib.al
[4] twitter.com
[3] nbcnews.com
[1] rainn.org
[1] texasscorecard.com
[1] theamericanconservative.com
[1] youtube.com
[1] haynesboone.com

Top Domains in Tweet in G4:
[8] nymag.com
[7] propublica.org
[3] twitter.com
[1] trib.al

Top Domains in Tweet in G5:
[145] propublica.org
[99] nymag.com
[20] twitter.com
[3] retroreport.org
[2] foreignpolicy.com
[2] slate.com
[1] pbs.org
[1] press.org
[1] bloomberg.com
[1] wbur.org

Top Domains in Tweet in G6:
[381] propublica.org
[53] twitter.com
[25] apple.news
[15] texastribune.org
[5] nymag.com
[1] tweetedtimes.com
[1] senate.gov
[1] theatlantic.com
[1] pressreleasepoint.com
[1] trib.al

Top Domains in Tweet in G7:
[14] propublica.org
[8] twitter.com

Top Domains in Tweet in G8:
[7] propublica.org

Top Domains in Tweet in G9:
[55] propublica.org
[24] nymag.com
[1] twitter.com
[1] politifact.com

Top Domains in Tweet in G10:
[38] propublica.org
[5] nymag.com
[1] twitter.com
[1] cbpp.org
[1] allsides.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[34] gop
[27] jamesdailey
[17] maga
[15] radon
[9] glasshouse
[9] uranium
[7] irs
[7] trump
[6] journalismawards
[6] gopliesabouteverything



Top Hashtags in Tweet in G1:
[6] radon
[3] uranium
[3] usarmy
[3] txlege
[3] tx2022
[3] newmexico
[1] fossilfuels
[1] reproductivehealth
[1] 100days100betrays
[1] militarysexualtrauma

Top Hashtags in Tweet in G2:
[6] radon
[4] nmpol
[2] burns
[2] irs
[2] webinar
[2] video
[1] newsemmys
[1] docemmys
[1] newyork
[1] polio

Top Hashtags in Tweet in G3:
[3] gop
[2] azleg
[2] whitechristiannationalism
[2] haynesboone
[2] firstamendment
[1] loveislove
[1] gay
[1] prophecy
[1] history
[1] israel

Top Hashtags in Tweet in G4:
[7] gop
[2] die
[1] 2011gopcuts
[1] donaldtrump
[1] trumpcult

Top Hashtags in Tweet in G5:
[18] gop
[17] maga
[6] journalismawards
[5] gopliesabouteverything
[5] trump
[4] vaccine
[4] canada
[3] who
[3] usa
[3] biden

Top Hashtags in Tweet in G6:
[4] uranium
[2] mining
[2] rightwing
[2] thinktank
[2] church
[2] neoliberalism
[2] poverty
[2] inequality
[2] radon
[2] auspol

Top Hashtags in Tweet in G8:
[1] trump

Top Hashtags in Tweet in G9:
[6] gop
[2] ppp
[2] 100days100betrays
[1] irs
[1] gopcorruptionovercountry
[1] gopliesabouteverything
[1] goptaxscam
[1] democratsdeliver
[1] bidenboom
[1] thanksbiden

Top Words
Top Words in Tweet in Entire Graph:
[2570] propublica
[998] soldiers
[965] army
[834] irs
[774] sexual
[742] more
[687] texastribune
[637] accused
[588] before
[565] assault

Top Words in Tweet in G1:
[479] soldiers
[418] propublica
[370] army
[364] sexual
[302] more
[282] charlesornstein
[278] assault
[271] accused
[231] nearly
[223] uranium

Top Words in Tweet in G2:
[1028] propublica
[170] more
[165] soldiers
[156] army
[150] analysis
[148] private
[137] equity
[127] first
[118] sexual
[113] drug

Top Words in Tweet in G3:
[485] propublica
[484] texastribune
[353] mike_hixenbaugh
[234] weston
[226] before
[226] mother
[223] army
[213] nbcnews
[207] soldiers
[196] challenging

Top Words in Tweet in G4:
[489] ericuman
[477] mar
[477] lago
[477] boat
[477] sniffed
[450] tonight's
[450] news
[450] reminds
[450] once
[450] discovered

Top Words in Tweet in G5:
[125] irs
[88] propublica
[67] gop
[42] gopleader
[37] ap
[37] abc
[36] tax
[35] gutted
[35] cnn
[28] more

Top Words in Tweet in G6:
[125] propublica
[88] army
[74] commanders
[66] sexual
[62] assault
[58] accused
[55] go
[53] twice
[52] town
[52] again

Top Words in Tweet in G7:
[233] jeffreyasachs
[221] seeing
[221] picture
[221] left
[221] wow
[221] pic
[221] really
[221] making
[221] rounds
[221] conservative

Top Words in Tweet in G8:
[5] ladyoftheocean1
[4] treathunterdog
[4] uselogicplease1
[4] trump
[4] debt
[4] schmevilagain
[4] tastymorsel6
[3] flattielover
[3] donald
[3] built

Top Words in Tweet in G9:
[89] irs
[66] marcorubio
[63] 2017
[54] 000
[53] auditors
[51] conducted
[51] 675
[51] fewer
[51] audits
[51] 2010

Top Words in Tweet in G10:
[86] hannahdcox
[76] government
[74] still
[74] very
[73] npcs
[73] comments
[73] falling
[73] dumb
[73] talking
[73] points

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[562] sexual,assault
[539] mar,lago
[500] tonight's,news
[500] news,reminds
[500] reminds,once
[500] once,discovered
[500] discovered,mar
[500] lago,horrible
[500] horrible,network
[500] network,security

Top Word Pairs in Tweet in G1:
[278] sexual,assault
[182] soldiers,face
[169] average,soldiers
[155] accused,sexual
[132] navajo,nation
[131] more,500
[131] 500,abandoned
[131] abandoned,uranium
[131] uranium,mines
[131] mines,pockmark

Top Word Pairs in Tweet in G2:
[137] private,equity
[112] first,kind
[112] kind,analysis
[107] analysis,reveals
[101] propublica,first
[80] trial,drug
[66] soldiers,face
[62] counts,sexual
[58] sexual,assault
[58] face,eight

Top Word Pairs in Tweet in G3:
[307] propublica,texastribune
[217] mike_hixenbaugh,weston
[178] nbcnews,propublica
[171] weston,brown
[171] anti,lgbtq
[171] lgbtq,beliefs
[170] brown,given
[170] given,challenging
[170] challenging,mother
[170] mother,anti

Top Word Pairs in Tweet in G4:
[477] mar,lago
[450] tonight's,news
[450] news,reminds
[450] reminds,once
[450] once,discovered
[450] discovered,mar
[450] lago,horrible
[450] horrible,network
[450] network,security
[450] security,drove

Top Word Pairs in Tweet in G5:
[26] gutted,irs
[23] 87,000
[22] newt,gingrich
[21] article,propublica
[21] propublica,read
[21] read,demonizing
[21] demonizing,irs
[21] irs,starts
[21] starts,newt
[21] gingrich,waves

Top Word Pairs in Tweet in G6:
[70] army,commanders
[61] sexual,assault
[53] accused,sexual
[49] twice,accused
[49] assault,go
[49] go,army
[49] commanders,attacked
[49] attacked,again
[32] pretrial,confinement
[28] early,results

Top Word Pairs in Tweet in G7:
[221] seeing,picture
[221] picture,left
[221] left,wow
[221] wow,pic
[221] pic,really
[221] really,making
[221] making,rounds
[221] rounds,conservative
[221] conservative,twitter
[221] twitter,wonder

Top Word Pairs in Tweet in G8:
[3] donald,trump
[3] trump,built
[3] built,national
[3] national,debt
[3] debt,big
[3] big,before
[3] before,pandemic
[3] pandemic,ll
[3] ll,weigh
[3] weigh,down

Top Word Pairs in Tweet in G9:
[51] irs,conducted
[51] conducted,675
[51] 675,000
[51] 000,fewer
[51] fewer,audits
[51] audits,2017
[51] 2017,2010
[51] 2010,drop
[51] drop,42
[51] 42,percent

Top Word Pairs in Tweet in G10:
[73] npcs,comments
[73] comments,still
[73] still,falling
[73] falling,very
[73] very,dumb
[73] dumb,talking
[73] talking,points
[73] points,government
[73] government,propaganda
[72] hannahdcox,npcs

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@wstnbrwn
@nbcnews
@mike_hixenbaugh
@marcorubio
@gopleader
@mikepompeo
@gopchairwoman
@marshablackburn
@tedcruz

Top Replied-To in G1:
@judywoodruff
@newshour
@smmills1960
@edouphoto
@charlesornstein
@mguilen_
@equalitysiren
@katyturnbc
@viannadavila
@deldeib

Top Replied-To in G2:
@propublica
@charlesornstein
@annaklhsps
@wanderlustbaker
@jrubinblogger
@byianjames
@propubnerds
@cryptonomaly
@the_truth_hurst
@chrostophmarkos

Top Replied-To in G3:
@wstnbrwn
@nbcnews
@mike_hixenbaugh
@propublica
@thedeaner79
@texastribune
@ohwoodsy
@korauth314
@lewru7
@patriotchrons

Top Replied-To in G4:
@ericuman
@ejtwister
@propublica
@johnnypauljason
@thunderheadfan
@johnnymortonsup
@regulaanates
@kaoticleftist
@gopchairwoman

Top Replied-To in G5:
@gopleader
@marshablackburn
@gopchairwoman
@tedcruz
@et_sharing
@jim_jordan
@jgifford71
@cnn
@lindseygrahamsc
@repstefanik

Top Replied-To in G7:
@propublica
@naomikritzer

Top Replied-To in G8:
@uselogicplease1
@fandoug
@tedcruz
@senrickscott
@james47377771
@jameslauder12

Top Replied-To in G9:
@marcorubio
@mikepompeo
@calebjhull
@gregabbott_tx
@stephenmoore
@repmtg
@hannahdcox
@rondesantisfl
@jim_jordan
@lemonadechandy

Top Replied-To in G10:
@hannahdcox
@timrunshismouth
@coveredcallking
@nickadamsinusa
@langmanvince
@lpnational
@kristen00575616
@jimmyhu48262574
@repandybiggsaz
@thomasmhern

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@texastribune
@ericuman
@mike_hixenbaugh
@charlesornstein
@lchurchilll
@jeffreyasachs
@markolalde
@nbcnews
@viannadavila

Top Mentioned in G1:
@propublica
@charlesornstein
@markolalde
@viannadavila
@texastribune
@judywoodruff
@lchurchilll
@newshour
@mayatmiller
@renlarson_

Top Mentioned in G2:
@propublica
@markolalde
@senblumenthal
@charlesornstein
@danielpetty
@carlibrosseau
@texastribune
@ericuman
@carsonkessler
@future_of_music

Top Mentioned in G3:
@texastribune
@propublica
@mike_hixenbaugh
@nbcnews
@lchurchilll
@wstnbrwn
@charlesornstein
@viannadavila
@latr75
@thedeaner79

Top Mentioned in G4:
@ericuman
@propublica
@texastribune
@smmills1960
@gracependland
@lchurchilll
@missltoe
@charlesornstein
@mike_hixenbaugh
@judywoodruff

Top Mentioned in G5:
@propublica
@abc
@ap
@gopleader
@cnn
@73snangel
@npr
@nbcnews
@msnbc
@senategop

Top Mentioned in G6:
@wydmindfeersart
@emotispawn
@cyberplayground
@netmaven
@letmychildrengo

Top Mentioned in G7:
@jeffreyasachs
@schraubd
@naomikritzer
@propublica
@ericuman
@texastribune
@charlesornstein
@mike_hixenbaugh
@lchurchilll
@jessicascott09

Top Mentioned in G8:
@ladyoftheocean1
@treathunterdog
@schmevilagain
@tastymorsel6
@flattielover
@evry1h8sgrtzlol
@amypollano
@elegantladyblue
@gmarshall1965
@snarkycity

Top Mentioned in G9:
@marcorubio
@deorygun
@everproactive
@repmtg
@stephenmoore
@wisdems
@calebjhull
@mgktsi
@propublica
@dancrenshawtx

Top Mentioned in G10:
@hannahdcox
@propublica
@lpnational
@timrunshismouth
@lydiadepillis
@paulkiel
@pablopistachio2
@nickadamsinusa
@madandmatt
@louisingenthron

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@oldlady12345
@dichristine
@rk70534
@telesurtv
@kat4obama
@cloudwanderer3
@_redfrog
@thepoliticalcat
@lizditz

Top Tweeters in G1:
@kat4obama
@_redfrog
@bannerite
@bunrxm
@jjj5819
@cnbsnana
@deepvard
@miss_placed_
@ubathediplomat
@houstonfan00

Top Tweeters in G2:
@missb62
@dichristine
@kenkircher1
@russelltim151
@sallyrmelb
@metaquest
@tottenbill
@rolandsmartin
@noybsk2017
@odoylecharlotte

Top Tweeters in G3:
@oldlady12345
@lizditz
@scott1984fp
@netminnow
@jmhamiltonblog
@billieo2
@estarianne
@itswanda
@girlzinger
@beverlyfolkers

Top Tweeters in G4:
@glitchtvbot
@wally_wests
@amyayers16
@samhainnight
@adekleine
@avonan
@mdjacksondallas
@wise_diva
@redboybroken
@docrocktex26

Top Tweeters in G5:
@telesurtv
@thehill
@carrybeyond
@reuters
@princessbravato
@guardian
@businessinsider
@bjcrochet
@channelnewsasia
@huffpost

Top Tweeters in G6:
@prpnews
@gregmroscoe
@drpatfarrell
@mary_swilling
@zardoz420wpn
@kals55
@aziegler
@augusteve2012
@suzanneinlgb
@akaxochi

Top Tweeters in G7:
@derekjohnbryant
@radlein
@eilonwy24
@brettaapplebaum
@ilovaussiesheps
@princejvstin
@_strate
@andrewdwilliams
@sschinke
@laurietmiller

Top Tweeters in G8:
@elyse4design
@vickie627
@spooney35
@jencages
@vincegottalotta
@ladyoftheocean1
@kleeontheright
@instinctnaturel
@lizstl13
@murphyyuiko

Top Tweeters in G9:
@stockguy61
@tigerbeat
@thomasjankow
@cathyjoegpt
@lauriespoon
@varadmehta
@rodriguez_linda
@fightkidscancer
@kriscolvin
@weentered

Top Tweeters in G10:
@hustler81
@riwired
@pchirosi2005
@yosoyfuturoya
@aquiles6orlando
@nanc_eeeee
@deaschroeder
@2ndleprechaun
@davidflsts
@roxanne060979