Propublica, Twitter, 12/10/2021 2:11:14 PM, 268034
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Propublica_2021-12-10_05-35-12.xlsx
Propublica_2021-12-10_05-35-12.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
December 10, 2021
Short Description:
Propublica via NodeXL https://bit.ly/3lTT9sK
@propublica
@rbreich
@eisingerj
@ericuman
@tribelaw
@no2hitting
@charlesornstein
@oneeghacarol
@kylekulinski
@adamdavidson

Top hashtags:
#secretirsfiles
#newmexico
#metoo
#trump
#gop
#cuomo
#maga
#veterans
#vets

Description:
Description
The graph represents a network of 6,538 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, 10 December 2021 at 13:47 UTC.

The requested start date was Friday, 10 December 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 3-day, 18-hour, 30-minute period from Monday, 06 December 2021 at 06:00 UTC to Friday, 10 December 2021 at 00:31 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 : 6538
Unique Edges : 3204
Edges With Duplicates : 13607
Total Edges : 16811
Number of Edge Types : 5
Retweet : 5903
MentionsInRetweet : 7228
Mentions : 2025
Replies to : 687
Tweet : 968
Self-Loops : 1002
Reciprocated Vertex Pair Ratio : 0.00995644057249533
Reciprocated Edge Ratio : 0.0197165742452249
Connected Components : 655
Single-Vertex Connected Components : 455
Maximum Vertices in a Connected Component : 5412
Maximum Edges in a Connected Component : 15373
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.51938
Graph Density : 0.000189873835329337
Modularity : 0.40508
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,538 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, 10 December 2021 at 13:47 UTC.

The requested start date was Friday, 10 December 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 3-day, 18-hour, 30-minute period from Monday, 06 December 2021 at 06:00 UTC to Friday, 10 December 2021 at 00:31 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:
[400] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[302] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[58] https://www.propublica.org/article/the-lost-year-what-the-pandemic-cost-teenagers
[51] https://www.propublica.org/article/how-steve-bannon-has-exploited-google-ads-to-monetize-extremism
[42] https://www.propublica.org/article/a-multimillion-dollar-settlement-for-a-young-woman-once-lost-in-the-shadow-foster-system
[39] https://www.propublica.org/article/they-are-racist-some-of-them-have-guns-inside-the-white-supremacist-group-hiding-in-plain-sight
[35] https://www.propublica.org/article/utahs-social-safety-net-is-the-church-of-jesus-christ-of-latter-day-saints-what-does-that-mean-if-youre-not-one
[35] https://twitter.com/propublica/status/1467486133584121872
[29] https://www.propublica.org/article/covid-19-hit-this-county-hard-a-weakened-health-department-still-cant-get-people-vaccinated
[28] https://www.propublica.org/article/three-children-attacked-a-black-woman-a-sheriffs-deputy-arrived-and-beat-her-more

Top URLs in Tweet in G1:
[49] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[26] https://propub.li/3IjsYWb
[8] https://www.propublica.org/series/the-secret-irs-files
[7] https://twitter.com/eisingerj/status/1468180636716474368
[7] https://twitter.com/propublica/status/1467835860544634885
[4] https://propub.li/3xG7b5T
[4] https://propub.li/3pN6gyH
[3] https://www.documentcloud.org/documents/21095841-propublica_pollution-handout
[3] https://propub.li/3GjR9BT
[3] https://www.propublica.org/article/they-took-us-away-from-each-other-lost-inside-americas-shadow-foster-system

Top URLs in Tweet in G2:
[27] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[17] https://projects.propublica.org/tips/help-us-report-on-taxes-and-ultrawealthy/#form
[6] https://twitter.com/eisingerj/status/1468180636716474368
[6] https://www.propublica.org/series/the-secret-irs-files
[2] https://www.propublica.org/article/when-youre-a-billionaire-your-hobbies-can-slash-your-tax-bill
[2] https://www.press.org/newsroom/voice-america-propublica-among-national-press-club-journalism-awards-winners#.YbDF7sulhIM.twitter
[2] https://twitter.com/propublica/status/1468205173424144388
[2] https://www.propublica.org/article/a-multimillion-dollar-settlement-for-a-young-woman-once-lost-in-the-shadow-foster-system
[1] https://www.propublica.org/article/how-the-trump-tax-law-created-a-loophole-that-lets-top-executives-net-millions-by-slashing-their-own-salaries
[1] https://www.propublica.org/article/more-than-half-of-americas-100-richest-people-exploit-special-trusts-to-avoid-estate-taxes

Top URLs in Tweet in G3:
[120] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[15] https://twitter.com/propublica/status/1467486133584121872
[15] https://twitter.com/propublica/status/1468205173424144388
[15] https://www.propublica.org/article/how-these-ultrawealthy-politicians-avoided-paying-taxes
[15] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[14] https://www.propublica.org/article/covid-19-hit-this-county-hard-a-weakened-health-department-still-cant-get-people-vaccinated
[12] https://www.propublica.org/article/utahs-social-safety-net-is-the-church-of-jesus-christ-of-latter-day-saints-what-does-that-mean-if-youre-not-one
[12] https://twitter.com/propublica/status/1467533615789748231
[11] https://www.propublica.org/article/these-billionaires-received-taxpayer-funded-stimulus-checks-during-the-pandemic
[10] https://www.propublica.org/article/they-took-us-away-from-each-other-lost-inside-americas-shadow-foster-system

Top URLs in Tweet in G4:
[54] https://www.propublica.org/article/the-lost-year-what-the-pandemic-cost-teenagers
[26] https://www.propublica.org/article/a-multimillion-dollar-settlement-for-a-young-woman-once-lost-in-the-shadow-foster-system
[9] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[8] https://www.propublica.org/article/covid-19-hit-this-county-hard-a-weakened-health-department-still-cant-get-people-vaccinated
[7] https://www.propublica.org/article/utahs-social-safety-net-is-the-church-of-jesus-christ-of-latter-day-saints-what-does-that-mean-if-youre-not-one
[6] https://www.propublica.org/article/how-steve-bannon-has-exploited-google-ads-to-monetize-extremism
[5] https://www.propublica.org/article/philadelphia-homicide-surge
[4] https://www.propublica.org/article/when-youre-a-billionaire-your-hobbies-can-slash-your-tax-bill
[4] 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/even-on-us-campuses-china-cracks-down-on-students-who-speak-out

Top URLs in Tweet in G5:
[255] 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/these-billionaires-received-taxpayer-funded-stimulus-checks-during-the-pandemic
[2] https://www.propublica.org/article/they-took-us-away-from-each-other-lost-inside-americas-shadow-foster-system
[2] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[1] https://www.propublica.org/article/how-the-irs-was-gutted/amp
[1] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax/amp
[1] https://nymag.com/intelligencer/2018/10/irs-the-gop-propublica-budget-cuts-enforcement-billions.html
[1] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[1] https://www.propublica.org/article/the-secret-irs-files-short-form-a-quick-guide-to-what-we-uncovered

Top URLs in Tweet in G6:
[8] https://www.propublica.org/article/how-steve-bannon-has-exploited-google-ads-to-monetize-extremism
[5] https://twitter.com/propublica/status/1467486133584121872
[5] https://apple.news/AHdoEnnbkQDaKTbDJAFDlsg
[2] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[2] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[1] https://www.propublica.org/article/head-of-new-mexico-child-support-agency-asks-state-to-stop-intercepting-payments-to-poor-families#1179056
[1] https://www.propublica.org/article/a-complete-failure-of-the-state-authorities-didnt-heed-researchers-calls-to-study-health-effects-of-burning-sugar-cane
[1] https://www.propublica.org/article/utahs-social-safety-net-is-the-church-of-jesus-christ-of-latter-day-saints-what-does-that-mean-if-youre-not-one
[1] https://www.propublica.org/article/the-liberty-way-how-liberty-university-discourages-and-dismisses-students-reports-of-sexual-assaults

Top URLs in Tweet in G7:
[10] https://www.propublica.org/article/they-are-racist-some-of-them-have-guns-inside-the-white-supremacist-group-hiding-in-plain-sight
[5] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[3] https://twitter.com/propublica/status/1467486133584121872
[2] https://www.propublica.org/article/national-debt-trump
[2] https://www.propublica.org/article/how-the-red-cross-raised-half-a-billion-dollars-for-haiti-and-built-6-homes
[1] https://twitter.com/butterwise/status/1468551951021481985?s=20
[1] https://twitter.com/BrennanCenter/status/1467862896344506382?s=20
[1] https://twitter.com/Prison_Health/status/1467871460433661952?s=20
[1] https://twitter.com/DomesticGun/status/1468043252330864644?s=20
[1] https://twitter.com/no2hitting/status/1453542199275270149?s=20

Top URLs in Tweet in G8:
[6] https://www.propublica.org/article/heres-why-rapid-covid-tests-are-so-expensive-and-hard-to-find
[3] https://www.propublica.org/article/they-are-racist-some-of-them-have-guns-inside-the-white-supremacist-group-hiding-in-plain-sight
[1] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[1] https://twitter.com/mkarolian/status/1467959999645298697
[1] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[1] https://projects.propublica.org/tips/help-us-report-on-taxes-and-ultrawealthy/#form
[1] https://www.propublica.org/article/national-debt-trump
[1] https://trib.al/QHc8s4w
[1] https://twitter.com/propublica/status/1467800982268661763
[1] https://www.propublica.org/article/cellphone-data-shows-how-las-vegas-is-gambling-with-lives-across-the-country

Top URLs in Tweet in G9:
[6] https://www.propublica.org/article/national-debt-trump
[4] https://www.propublica.org/article/they-knew-industrial-pollution-was-ruining-the-neighborhoods-air-if-only-regulators-had-listened?fbclid=IwAR08lBl0KMQpamzNu5k4w2tGH8UbLDdf_m2ikLp3gGnu7tIgSqNWl9-MqwE
[2] https://www.propublica.org/article/welcome-to-cancer-alley-where-toxic-air-is-about-to-get-worse
[1] https://twitter.com/telegraph/status/1468287463848357901
[1] https://twitter.com/komalmahajan_/status/1468586928387751940
[1] https://www.ushmm.org/genocide-prevention/reports-and-resources/the-chinese-governments-assault-on-the-uyghurs
[1] https://twitter.com/chenweihua/status/1467955016174649347
[1] https://twitter.com/propublica/status/1468574151317331973
[1] https://www.majorityleader.gov/issues/gop-tax-law
[1] https://trib.al/GzgxErd

Top URLs in Tweet in G10:
[7] https://archive.org
[3] https://www.propublica.org/article/how-steve-bannon-has-exploited-google-ads-to-monetize-extremism
[1] 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/propublica/status/1468099009399164933
[1] https://www.propublica.org/article/texts-show-kimberly-guilfoyle-bragged-about-raising-millions-for-rally-that-fueled-capitol-riot?utm_medium=social&utm_source=twitter#1167092
[1] https://twitter.com/ericgarland/status/1279058464258633730/photo/1
[1] https://twitter.com/propublica/status/1467486133584121872

Top Domains
Top Domains in Tweet in Entire Graph:
[1542] propublica.org
[348] twitter.com
[103] propub.li
[19] press.org
[19] apple.news
[12] trib.al
[7] archive.org
[5] sourcewatch.org
[5] nytimes.com
[5] buff.ly

Top Domains in Tweet in G1:
[97] propublica.org
[93] propub.li
[47] twitter.com
[8] trib.al
[3] documentcloud.org
[1] bit.ly
[1] adn.com
[1] texastribune.org
[1] catsdontbark.org
[1] amazonaws.com

Top Domains in Tweet in G2:
[61] propublica.org
[13] twitter.com
[2] press.org
[1] nytimes.com
[1] forbes.com

Top Domains in Tweet in G3:
[368] propublica.org
[141] twitter.com
[11] apple.news
[3] wealthmanagement.com
[2] exbulletin.com
[2] einnews.com
[2] parentsecurityonline.com
[2] lnkd.in
[2] buff.ly
[1] newsweekjapan.jp

Top Domains in Tweet in G4:
[143] propublica.org
[15] twitter.com
[4] propub.li
[4] apple.com
[3] nytimes.com
[2] nyti.ms
[1] trib.al
[1] youtube.com
[1] wikipedia.org
[1] smart.link

Top Domains in Tweet in G5:
[266] propublica.org
[1] nymag.com

Top Domains in Tweet in G6:
[16] propublica.org
[5] twitter.com
[5] apple.news

Top Domains in Tweet in G7:
[23] propublica.org
[15] twitter.com
[1] press.org

Top Domains in Tweet in G8:
[14] propublica.org
[2] twitter.com
[1] trib.al

Top Domains in Tweet in G9:
[21] twitter.com
[16] propublica.org
[1] ushmm.org
[1] majorityleader.gov
[1] trib.al
[1] msnbc.com
[1] glusea.com
[1] missingkids.org
[1] mzl.la
[1] investopedia.com

Top Domains in Tweet in G10:
[7] archive.org
[5] propublica.org
[3] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[22] secretirsfiles
[20] newmexico
[18] metoo
[17] trump
[14] gop
[12] cuomo
[12] maga
[11] veterans
[11] vets
[11] robberbarons



Top Hashtags in Tweet in G1:
[3] secretirsfiles
[3] taxtherich
[3] trump
[2] marvel
[2] dapl
[2] stephenross
[2] extortioneconomy
[2] uspoli
[2] mckinsey
[1] taxreform

Top Hashtags in Tweet in G2:
[16] secretirsfiles

Top Hashtags in Tweet in G3:
[10] metoo
[5] smartnews
[4] propublica
[3] テクマロジー皯罪
[3] oil
[3] taxes
[2] childsafety
[2] realestate
[2] republicans
[2] trump

Top Hashtags in Tweet in G4:
[6] metoo
[4] fostercare
[2] extortioneconomy
[2] ohsen
[1] secretirsfiles
[1] fecfilingday
[1] taxtherich
[1] covid19

Top Hashtags in Tweet in G7:
[12] cuomo
[4] 2yrs2long
[3] stopthecoverups
[2] kochnetwork
[2] exhausted
[2] 2019tonow2long
[2] autopilot
[1] gunviolencepreventable
[1] gunviolencepreventablepublichealthepidemic
[1] 2019tonowistoolong

Top Hashtags in Tweet in G9:
[11] gop
[11] maga
[4] votebluetosaveamerica
[4] voteblue
[4] votebluetosavedemocracy
[1] milkteaalliance
[1] roevwade
[1] missing
[1] onthisday
[1] delaware

Top Hashtags in Tweet in G10:
[2] insurrectionhasconsequences
[1] coups
[1] failedstate

Top Words
Top Words in Tweet in Entire Graph:
[4564] propublica
[1362] trump
[1129] year
[989] tax
[878] paying
[870] money
[829] estate
[710] family
[671] taxes
[615] irs

Top Words in Tweet in G1:
[2837] propublica
[897] trump
[610] year
[434] paying
[390] tax
[368] family
[348] avoid
[346] estate
[340] donald
[339] managed

Top Words in Tweet in G2:
[649] money
[423] eisingerj
[384] billionaires
[356] year
[342] big
[330] lose
[322] irs
[308] tell
[307] next
[306] life

Top Words in Tweet in G3:
[147] taxes
[135] paying
[118] estate
[116] avoided
[109] years
[105] tycoons
[104] oil
[96] propublica
[84] tax
[57] people

Top Words in Tweet in G4:
[331] propublica
[132] months
[116] charlesornstein
[112] aliyyaswaby
[110] county
[109] clayton
[87] tax
[85] first
[82] vaccine
[79] alecmacgillis

Top Words in Tweet in G5:
[293] rbreich
[38] irs
[36] money
[31] justnotthesam
[31] lifepath23
[31] ninaturner
[31] question
[31] enough
[31] audit
[31] wealthy

Top Words in Tweet in G6:
[205] family
[180] conspires
[180] together
[179] tribelaw
[78] propublica
[32] trump
[29] b52malmet
[24] text
[24] messages
[24] reviewed

Top Words in Tweet in G7:
[47] propublica
[29] potus
[27] nypdshea
[23] nycmayor
[23] vp
[15] thejusticedept
[15] œðÿ
[13] govkathyhochul
[13] legalaidnyc
[13] nycdhs

Top Words in Tweet in G8:
[159] ericuman
[116] tests
[109] btw
[109] covid
[107] those
[106] paid
[105] know
[104] home
[104] 25
[104] few

Top Words in Tweet in G9:
[34] propublica
[17] cnn
[16] senategop
[14] foxnews
[13] gop
[12] abc
[12] ap
[12] npr
[12] wsj
[12] thehill

Top Words in Tweet in G10:
[297] propublica
[93] coup
[66] trump
[38] ctrnewsfeed
[37] family
[34] mtngrl4
[34] ardhen26
[28] members
[28] itâ
[27] coneal110

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[583] stephen,ross
[493] avoid,paying
[451] donald,trump
[420] trump,family
[416] family,inner
[413] dolphins,owner
[412] owner,stephen
[412] eisingerj,billionaires
[411] inner,circle
[394] tell,irs

Top Word Pairs in Tweet in G1:
[344] avoid,paying
[340] donald,trump
[320] stephen,ross
[313] dolphins,owner
[313] owner,stephen
[307] trump,family
[305] text,messages
[305] messages,reviewed
[305] reviewed,propublica
[305] propublica,represent

Top Word Pairs in Tweet in G2:
[345] eisingerj,billionaires
[308] billionaires,tell
[308] tell,irs
[308] irs,lose
[308] lose,money
[308] money,year
[306] year,life
[306] life,make
[306] make,tons
[306] tons,money

Top Word Pairs in Tweet in G3:
[116] avoided,paying
[116] paying,taxes
[101] estate,oil
[101] tycoons,avoided
[99] oil,tycoons
[98] taxes,years
[23] income,tax
[21] health,department
[20] hit,county
[20] county,hard

Top Word Pairs in Tweet in G4:
[99] clayton,county
[75] first,propublica
[75] months,trying
[75] trying,understand
[74] propublica,spent
[74] spent,months
[74] understand,reasons
[74] reasons,vaccine
[74] vaccine,hesitancy
[74] hesitancy,clayton

Top Word Pairs in Tweet in G5:
[31] justnotthesam,lifepath23
[31] lifepath23,rbreich
[31] rbreich,ninaturner
[31] ninaturner,question
[31] question,irs
[31] irs,enough
[31] enough,money
[31] money,audit
[31] audit,wealthy
[30] viccan1,justnotthesam

Top Word Pairs in Tweet in G6:
[180] family,conspires
[180] conspires,together
[179] tribelaw,family
[24] propublica,text
[24] text,messages
[24] messages,reviewed
[24] reviewed,propublica
[24] propublica,represent
[24] represent,strongest
[24] strongest,indication

Top Word Pairs in Tweet in G7:
[22] potus,vp
[20] vp,propublica
[16] nypdshea,nycmayor
[11] nycmayor,#cuomo
[10] propublica,cnn
[8] iab,ccrb
[8] senschumer,ericadamsfornyc
[7] legalaidnyc,hrw
[7] mikebloomberg,senschumer
[7] here's,article

Top Word Pairs in Tweet in G8:
[107] ericuman,btw
[104] btw,know
[104] know,those
[104] those,home
[104] home,covid
[104] covid,tests
[104] tests,paid
[104] paid,25
[104] 25,few
[104] few,bucks

Top Word Pairs in Tweet in G9:
[11] #gop,#maga
[11] #maga,aarp
[11] aarp,nro
[11] nro,ndn
[11] ndn,abc
[11] abc,ap
[11] ap,foxnews
[11] foxnews,wearesinclair
[11] wearesinclair,accountablegop
[11] accountablegop,senategop

Top Word Pairs in Tweet in G10:
[48] coup,coup
[38] propublica,ctrnewsfeed
[33] mtngrl4,propublica
[25] trump,family
[25] ardhen26,propublica
[24] text,messages
[23] propublica,text
[23] messages,reviewed
[23] reviewed,propublica
[23] propublica,represent

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@aliyyaswaby
@charlesornstein
@robertfaturechi
@govkathyhochul
@ardhen26
@mtngrl4
@mikebloomberg
@ccrb_nyc
@scottadamssays

Top Replied-To in G1:
@propublica
@phyllis31820644
@triggerdbytrump
@bgrueskin
@theplumlinegs
@psm_mos
@mepunditry
@mayatmiller
@astro_wright

Top Replied-To in G2:
@propublica
@gregholmannl
@melro52
@smmills1960
@charlesornstein
@eisingerj
@anandwrites
@danmccay
@adamdavidson

Top Replied-To in G3:

Top Replied-To in G4:
@aliyyaswaby
@propublica
@charlesornstein
@nytimes
@pizzamansalerni
@tpcarney
@fizapirani
@karenfullerton2
@deldeib
@itscarladams

Top Replied-To in G5:
@rbreich
@elmarmoelzer
@applelaw1sandra
@mhill0425
@moldysockpuppet
@evasrebecca
@justnotthesam
@sayer45713265
@tywallace11
@onedarwinian

Top Replied-To in G7:
@govkathyhochul
@mikebloomberg
@ccrb_nyc
@propublica
@jaxbeachmarsh
@nypdshea
@toddyoungin
@k12ssdb
@january6thcmte
@naacp_ldf

Top Replied-To in G8:
@presssec
@craig_a_spencer
@gregggonsalves
@taazzzzva
@fpwellman
@ericuman
@ryanitlab
@milowear1a
@mb32058319

Top Replied-To in G9:
@gop
@joenbc
@foxnews
@nbcolympics
@senategop
@housegop
@peacezinnia
@newsnationnow
@propublica
@kamala_for

Top Replied-To in G10:
@propublica
@ardhen26
@mtngrl4
@forever420grrl
@whisper2world
@anng74552416
@sickathehighhat
@lace_charlie
@stand4sumtin
@insipdnormlty

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@eisingerj
@rbreich
@tribelaw
@ericuman
@charlesornstein
@aliyyaswaby
@miamidolphins
@alecmacgillis
@alfredspellman

Top Mentioned in G1:
@propublica
@theplumlinegs
@bgrueskin
@eisingerj
@ibwellssociety
@charlesornstein
@triggerdbytrump
@amichelej
@aliyyaswaby

Top Mentioned in G2:
@eisingerj
@propublica
@anandwrites
@adamdavidson
@paulkiel
@jeffernsthausen
@gregholmannl
@smmills1960
@lynndombek

Top Mentioned in G3:
@stillwaters1029
@kokoroyui_ti
@70sbachchan
@taizun_tapia

Top Mentioned in G4:
@propublica
@aliyyaswaby
@charlesornstein
@alecmacgillis
@nytimes
@lizziepresser
@nytmag
@paulmozur

Top Mentioned in G5:
@rbreich
@lifepath23
@ninaturner
@viccan1
@justnotthesam
@propublica
@tribecatrust
@charlesornstein
@lovingpenelope1
@eisingerj

Top Mentioned in G6:
@tribelaw
@propublica
@b52malmet
@adrian_wheeler
@eisingerj
@rbreich
@mtngrl4
@aliyyaswaby
@adamdavidson
@howyofwi

Top Mentioned in G7:
@propublica
@potus
@vp
@nycmayor
@nypdshea
@thejusticedept
@nycdhs
@cnn
@legalaidnyc
@senschumer

Top Mentioned in G8:
@ericuman
@presssec
@propublica
@pharmacheats
@eisingerj
@craig_a_spencer
@lydiadepillis
@whcos
@jeffreyzients
@gregggonsalves

Top Mentioned in G9:
@propublica
@cnn
@senategop
@abc
@ap
@foxnews
@wsj
@thehill
@nypost
@usatoday

Top Mentioned in G10:
@propublica
@ctrnewsfeed
@mtngrl4
@ardhen26
@coneal110
@stand4sumtin
@insipdnormlty
@suehallie
@timrchurch
@onemarzian

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@threadreaderapp
@rashidaldosari
@barntiques859
@dichristine
@odio_nao
@mattmurph24
@1denmadrid
@7b73f39b85e1415
@britpoptarts

Top Tweeters in G1:
@missb62
@barntiques859
@mattmurph24
@_redfrog
@phillip92321
@kenkircher1
@bunrxm
@mharvey816
@lechatnoire4
@stockguy61

Top Tweeters in G2:
@threadreaderapp
@79topper
@salomnm
@tinamorphis
@tigerbeat
@breakingnewzman
@girlzinger
@llama_strudel
@anthropic
@noybsk2017

Top Tweeters in G3:
@backstorymom1
@schestowitz
@glitchtvbot
@chronlaw
@exbulletinuk
@drpatfarrell
@courageousgirl2
@kat223
@redot2005
@augusteve2012

Top Tweeters in G4:
@yymods
@themseries1
@madanabhat
@tadrow
@jhamby
@kaffe_takk
@masky_jay_hoody
@1jasliz
@mightymouth5413
@iggy

Top Tweeters in G5:
@billm9
@yarosisnancy
@curiocat13
@jmhamiltonblog
@lllwry
@ken_crichlow
@lorettabower3
@kerirn
@ribrib010
@victory1261

Top Tweeters in G6:
@princessbravato
@morgfair
@manchuriandevil
@betzmyboyblue11
@tanis42
@deejay90192
@fiyasturm
@inforenique
@myradsirois1
@howyofwi

Top Tweeters in G7:
@bellesapepper37
@no2hitting
@now_justice
@ap
@jimmymchugh_oh
@rhodafromfloda
@eshalegal
@wsmv
@npr
@malcolmnance

Top Tweeters in G8:
@lizditz
@b1e56df9ce6549f
@painter_nancy
@andrea_51544005
@tummler10
@sharon_lynch
@pookleblinky
@content_retired
@hardlytimes
@teollom

Top Tweeters in G9:
@thehill
@bostonglobe
@foxnews
@nypost
@washingtonpost
@time
@abc
@usatoday
@cnn
@politico

Top Tweeters in G10:
@7b73f39b85e1415
@debilu2
@aquarius1049
@abramson1234
@cynicalvision50
@didifrench
@ethomas3915
@cubfan13241
@notrealdemocrat
@jasminlucci


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