Propublica, Twitter, 2/4/2022 1:57:29 PM, 271324


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Propublica_2022-02-04_05-35-12.xlsx
Propublica_2022-02-04_05-35-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 04, 2022
Short Description:
Propublica via NodeXL https://bit.ly/3J4Incc
@propublica
@ericuman
@sarapekow
@santa_barbarita
@alecmacgillis
@timoteofaulkner
@jonrfleming
@eisingerj
@no2hitting
@henrygrabar

Top hashtags:
#autopilot
#gop
#maga
#fecfilingday
#cybersecurity
#dshea
#cuomo
#2yrs2long

Description:
Description
The graph represents a network of 7,133 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, 04 February 2022 at 13:43 UTC.

The requested start date was Friday, 04 February 2022 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, 51-minute period from Sunday, 30 January 2022 at 20:35 UTC to Thursday, 03 February 2022 at 15:27 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 : 7133
Unique Edges : 5060
Edges With Duplicates : 17116
Total Edges : 22176
Number of Edge Types : 5
Retweet : 5546
MentionsInRetweet : 8144
Mentions : 6633
Replies to : 955
Tweet : 898
Self-Loops : 955
Reciprocated Vertex Pair Ratio : 0.00745742215055931
Reciprocated Edge Ratio : 0.0148044413323997
Connected Components : 683
Single-Vertex Connected Components : 404
Maximum Vertices in a Connected Component : 5761
Maximum Edges in a Connected Component : 20421
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.465712
Graph Density : 0.000196510668738563
Modularity : 0.38843
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,133 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, 04 February 2022 at 13:43 UTC.

The requested start date was Friday, 04 February 2022 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, 51-minute period from Sunday, 30 January 2022 at 20:35 UTC to Thursday, 03 February 2022 at 15:27 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:
[199] https://www.propublica.org/article/a-police-car-hit-a-kid-on-halloween-2019-the-nypd-is-quashing-a-move-to-punish-the-officer
[154] https://www.propublica.org/article/national-debt-trump
[95] https://www.propublica.org/article/what-germanys-effort-to-leave-coal-behind-can-teach-the-us
[56] https://www.propublica.org/article/reno-seeks-to-purchase-motels-as-affordable-housing-instead-of-letting-developers-demolish-them
[42] https://www.propublica.org/article/epa-rejects-texas-more-lenient-standard-for-highly-toxic-air-pollutant
[36] https://www.propublica.org/article/baker-college-threatens-legal-action-against-former-teacher-who-talked-to-reporters
[34] https://www.propublica.org/article/what-germanys-effort-to-leave-coal-behind-can-teach-the-us?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=the-new-yorker&utm_social-type=earned
[31] https://trib.al/GfqoP0k
[30] https://projects.propublica.org/nonprofits/
[28] https://twitter.com/propublica/status/1468205780105150468

Top URLs in Tweet in G1:
[28] https://trib.al/GfqoP0k
[15] https://trib.al/3VWZvqM
[12] https://www.propublica.org/jobs/chief-product-and-brand-officer
[9] https://trib.al/AZBsxof
[8] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[8] https://trib.al/SyxRQCp
[7] https://trib.al/QyUSLQh
[7] https://www.propublica.org/article/a-police-car-hit-a-kid-on-halloween-2019-the-nypd-is-quashing-a-move-to-punish-the-officer
[5] https://www.propublica.org/article/identity-theft-surged-during-the-pandemic-heres-where-a-lot-of-the-stolen-data-came-from
[5] https://www.propublica.org/article/reno-seeks-to-purchase-motels-as-affordable-housing-instead-of-letting-developers-demolish-them

Top URLs in Tweet in G2:
[20] https://www.propublica.org/article/a-police-car-hit-a-kid-on-halloween-2019-the-nypd-is-quashing-a-move-to-punish-the-officer
[4] https://themochamission.org/solutions/behold-the-greatest-untold-black-american-story-in-modern-day-us-history
[3] https://www.propublica.org/article/reno-seeks-to-purchase-motels-as-affordable-housing-instead-of-letting-developers-demolish-them
[3] https://www.propublica.org/article/epa-rejects-texas-more-lenient-standard-for-highly-toxic-air-pollutant
[2] https://twitter.com/propublica/status/1489104542872616960
[1] https://www.propublica.org/article/this-scientist-created-a-rapid-test-just-weeks-into-the-pandemic-heres-why-you-still-cant-get-it
[1] https://twitter.com/ericuman/status/1488484804681158657
[1] https://twitter.com/propublica/status/1489233768946847746
[1] https://twitter.com/propublica/status/1489177512970227712
[1] https://twitter.com/propublica/status/1489001898686488583

Top URLs in Tweet in G3:
[46] https://www.propublica.org/article/a-police-car-hit-a-kid-on-halloween-2019-the-nypd-is-quashing-a-move-to-punish-the-officer
[41] https://www.propublica.org/article/what-germanys-effort-to-leave-coal-behind-can-teach-the-us
[18] https://www.propublica.org/article/epa-rejects-texas-more-lenient-standard-for-highly-toxic-air-pollutant
[18] https://www.propublica.org/article/reno-seeks-to-purchase-motels-as-affordable-housing-instead-of-letting-developers-demolish-them
[17] https://twitter.com/propublica/status/1488652766864195587
[16] https://www.propublica.org/article/identity-theft-surged-during-the-pandemic-heres-where-a-lot-of-the-stolen-data-came-from
[13] https://www.propublica.org/article/a-former-hackers-guide-to-boosting-your-online-security
[10] https://www.propublica.org/article/national-debt-trump
[9] https://twitter.com/propublica/status/1468205780105150468
[8] https://twitter.com/propublica/status/1487675349517414401

Top URLs in Tweet in G4:
[9] https://www.propublica.org/article/national-debt-trump
[8] https://www.medrxiv.org/content/10.1101/2022.01.24.22269189v1
[4] 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/national-debt-trump/amp
[2] https://www.propublica.org/article/a-former-hackers-guide-to-boosting-your-online-security
[2] https://www.propublica.org
[1] https://vpm.org/news/articles/29396/youngkins-win-may-spell-changes-for-project-highlighting-history-of-enslaved
[1] https://nymag.com/intelligencer/2022/01/atlanta-police-reform-failure.html
[1] https://twitter.com/kylegriffin1/status/1489229686668345348
[1] https://twitter.com/ShaneGoldmacher/status/1488257564898910212

Top URLs in Tweet in G5:
[58] https://www.propublica.org/article/a-police-car-hit-a-kid-on-halloween-2019-the-nypd-is-quashing-a-move-to-punish-the-officer
[5] https://www.propublica.org/article/child-porn-probe-of-billionaire-businessman-denny-sanford-continues-at-state-and-federal-level-court-records-show
[2] https://www.propublica.org/article/baker-college-threatens-legal-action-against-former-teacher-who-talked-to-reporters
[2] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[2] https://www.propublica.org/article/reno-seeks-to-purchase-motels-as-affordable-housing-instead-of-letting-developers-demolish-them
[2] https://twitter.com/propublica/status/1468205780105150468
[2] https://twitter.com/propublica/status/1488700154714771456
[1] https://www.propublica.org/article/rotten-acorn-ad-funded-by-anti-minimum-wage-group
[1] https://projects.propublica.org/parler-capitol-videos/
[1] https://twitter.com/alexweprin/status/1488613314200494080

Top URLs in Tweet in G6:
[33] https://www.propublica.org/article/what-germanys-effort-to-leave-coal-behind-can-teach-the-us?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=the-new-yorker&utm_social-type=earned
[31] https://www.propublica.org/article/what-germanys-effort-to-leave-coal-behind-can-teach-the-us
[17] https://www.propublica.org/article/reno-seeks-to-purchase-motels-as-affordable-housing-instead-of-letting-developers-demolish-them
[6] https://www.propublica.org/article/a-police-car-hit-a-kid-on-halloween-2019-the-nypd-is-quashing-a-move-to-punish-the-officer
[3] https://www.propublica.org/article/how-the-sugar-industry-makes-political-friends-and-influences-elections
[3] https://www.newyorker.com/magazine/2022/02/07/can-germany-show-us-how-to-leave-coal-behind
[2] https://www.propublica.org/article/texts-show-kimberly-guilfoyle-bragged-about-raising-millions-for-rally-that-fueled-capitol-riot
[2] https://twitter.com/propublica/status/1488652766864195587
[1] https://www.propublica.org/atpropublica/propublica-hires-dan-petty-as-director-of-audience-strategy
[1] https://www.propublica.org/article/why-the-second-driest-state-rejects-water-conservation

Top URLs in Tweet in G7:
[4] https://www.propublica.org/article/a-police-car-hit-a-kid-on-halloween-2019-the-nypd-is-quashing-a-move-to-punish-the-officer
[2] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[2] https://twitter.com/propublica/status/1468205780105150468
[1] https://twitter.com/ShaneGoldmacher/status/1488257564898910212
[1] https://twitter.com/ericuman/status/1488484804681158657
[1] https://twitter.com/thedailybeast/status/1484158804845547522
[1] https://trib.al/AZBsxof
[1] https://www.propublica.org/article/texts-show-kimberly-guilfoyle-bragged-about-raising-millions-for-rally-that-fueled-capitol-riot/amp

Top URLs in Tweet in G8:
[3] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[1] https://trib.al/SyxRQCp
[1] https://www.propublica.org/article/reno-seeks-to-purchase-motels-as-affordable-housing-instead-of-letting-developers-demolish-them
[1] https://twitter.com/icarsbanrands/status/1483864779072618505
[1] https://www.alternet.org/2022/02/trump-electoral-college/
[1] https://www.theguardian.com/us-news/2022/jan/30/georgia-county-purges-democrats-from-election-board-and-cancels-sunday-voting
[1] https://www.themarshallproject.org/2022/02/01/they-went-to-prison-as-kids-now-they-re-on-death-row
[1] https://twitter.com/attorneycrump/status/1488249231630643205
[1] https://www.wkyufm.org/post/here-s-state-legislation-could-impact-kentucky-youth
[1] https://twitter.com/noliewithbtc/status/1488640845960122368

Top URLs in Tweet in G9:
[59] https://www.propublica.org/article/national-debt-trump
[14] https://www.propublica.org/article/national-debt-trump/amp
[4] https://projects.propublica.org/politwoops/use
[3] https://www.propublica.org/article/epa-rejects-texas-more-lenient-standard-for-highly-toxic-air-pollutant
[2] https://www.propublica.org/article/reno-seeks-to-purchase-motels-as-affordable-housing-instead-of-letting-developers-demolish-them
[2] https://www.propublica.org/article/epa-takes-action-to-combat-industrial-air-pollution
[2] https://projects.propublica.org/represent/members/O000172/bills-sponsored/116
[1] https://projects.propublica.org/represent/members/S001213-bryan-steil
[1] https://www.propublica.org/article/what-germanys-effort-to-leave-coal-behind-can-teach-the-us
[1] https://twitter.com/propublica/status/1489133478780276737

Top URLs in Tweet in G10:
[1] https://www.nbcnews.com/business/economy/it-was-his-dream-job-he-never-thought-he-d-n1232971
[1] https://www.theguardian.com/us-news/2022/feb/01/native-american-tribes-opioids-settlements-590m
[1] https://news.sky.com/story/primodos-the-scandal-the-timeline-the-devastating-stories-12053827
[1] https://www.youtube.com/watch?v=7ZRkCNUQvBA&feature=youtu.be

[1] https://www.dailymail.co.uk/health/article-8073859/Four-drugs-fined-3-4million-cheating-NHS-paying-pushed-prices-anti-depressants.html
[1] https://theconversation.com/covid-vaccines-offer-the-pharma-industry-a-once-in-a-generation-opportunity-to-reset-its-reputation-but-its-after-decades-of-big-profits-and-scandals-165082
[1] https://www.prospectmagazine.co.uk/politics/big-pharma-covid-19-vaccine-uk-revenue-stephen-buranyi
[1] https://news.sky.com/story/primodos-scandal-government-too-slow-to-act-helping-victims-of-primodos-valproate-and-vaginal-mesh-birth-defects-12350939
[1] https://hbr.org/2017/04/how-pharma-companies-game-the-system-to-keep-drugs-expensive
[1] https://www.independent.co.uk/news/world/politics/big-pharma-and-governments-are-turning-blind-eye-corruption-report-claims-a7059871.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1386] propublica.org
[406] twitter.com
[156] trib.al
[8] apple.news
[8] medrxiv.org
[5] co.uk
[5] propub.li
[4] youtube.com
[4] theguardian.com
[4] newyorker.com

Top Domains in Tweet in G1:
[144] trib.al
[83] propublica.org
[55] twitter.com
[5] propub.li
[3] texastribune.org
[2] pri.org
[2] google.com
[2] pbs.org
[1] comparitech.com
[1] realprogressives.org

Top Domains in Tweet in G2:
[29] propublica.org
[10] twitter.com
[4] themochamission.org
[2] trib.al
[1] memeorandum.com

Top Domains in Tweet in G3:
[343] propublica.org
[156] twitter.com
[5] apple.news
[2] sustainableactionnow.org
[2] ycombinator.com
[1] theguardian.com
[1] linkedin.com
[1] apnews.com
[1] greenpeace.org
[1] theworld.org

Top Domains in Tweet in G4:
[32] propublica.org
[31] twitter.com
[8] medrxiv.org
[1] vpm.org
[1] nymag.com
[1] thebalance.com
[1] washingtonpost.com
[1] newsweek.com
[1] tiktok.com
[1] goo.gl

Top Domains in Tweet in G5:
[77] propublica.org
[8] twitter.com
[1] trib.al

Top Domains in Tweet in G6:
[100] propublica.org
[10] twitter.com
[4] newyorker.com
[1] constantcontact.com
[1] youtube.com
[1] trib.al
[1] religionunplugged.com

Top Domains in Tweet in G7:
[7] propublica.org
[5] twitter.com
[1] trib.al

Top Domains in Tweet in G8:
[7] twitter.com
[4] propublica.org
[1] trib.al
[1] alternet.org
[1] theguardian.com
[1] themarshallproject.org
[1] wkyufm.org
[1] businessinsider.com

Top Domains in Tweet in G9:
[94] propublica.org
[2] twitter.com
[1] npr.org
[1] trib.al

Top Domains in Tweet in G10:
[3] co.uk
[2] sky.com
[2] substack.com
[1] nbcnews.com
[1] theguardian.com
[1] youtube.com
[1] theconversation.com
[1] hbr.org
[1] fiercepharma.com
[1] raconteur.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[27] autopilot
[26] gop
[24] maga
[19] fecfilingday
[17] cybersecurity
[8] dshea
[8] cuomo
[8] 2yrs2long
[8] mesen
[8] universalvaccine



Top Hashtags in Tweet in G1:
[10] cybersecurity
[5] january
[5] protect
[5] id
[2] propublicamugshot
[2] uline
[2] payyourtaxes
[2] hacker
[2] data
[1] txlege

Top Hashtags in Tweet in G2:
[4] americanhistory
[4] america
[4] victim
[4] policebrutality
[1] acab
[1] blm
[1] cybersecurity

Top Hashtags in Tweet in G3:
[5] propublica
[3] nypd
[2] hacking
[2] deathsantis
[2] coal
[2] welfare
[2] cybersecurity
[2] police
[2] reno
[1] irs

Top Hashtags in Tweet in G4:
[27] autopilot
[24] gop
[24] maga
[8] 2yrs2long
[8] dshea
[8] cuomo
[8] universalvaccine
[8] ichoosecovaxin
[5] rigged
[5] stopthedelaysandcoverup

Top Hashtags in Tweet in G6:
[5] climate
[2] energiewende
[2] january6th
[2] germany
[2] coal
[1] climatechange
[1] coalpower
[1] ideasworthteaching
[1] reno
[1] developers

Top Hashtags in Tweet in G7:
[1] cybersecurity
[1] whitesupremacism

Top Hashtags in Tweet in G8:
[2] hr3836
[1] hr3474
[1] sparetherodinschools
[1] childcruelty
[1] nohitzones
[1] vawa

Top Hashtags in Tweet in G9:
[5] goptaxscam
[3] cleanair
[3] potus
[2] gop
[2] repwalorski
[2] nationaldebt
[2] blackhistorymonth
[2] gopliesabouteverything
[1] indicttrumpnow
[1] thisisamerica

Top Hashtags in Tweet in G10:
[2] biotech
[2] sdg3
[2] pharma
[1] opioidepidemic
[1] opioidcrisis
[1] biopharma
[1] covidvaccines
[1] corruption
[1] anticorruption
[1] bigpharma

Top Words
Top Words in Tweet in Entire Graph:
[3332] propublica
[2944] nypd
[1514] hit
[1409] ericuman
[1385] against
[1382] halloween
[1380] years
[1350] kid
[1346] saw
[1291] cop

Top Words in Tweet in G1:
[2291] propublica
[399] ross
[394] owner
[393] stephen
[358] income
[333] federal
[300] miamidolphins
[297] decade
[294] taxes
[291] thread

Top Words in Tweet in G2:
[2335] nypd
[1293] ericuman
[1215] halloween
[1199] saw
[1197] cop
[1138] years
[1136] hit
[1133] two
[1132] kid
[1121] against

Top Words in Tweet in G3:
[53] leave
[49] propublica
[46] nypd
[45] police
[43] car
[41] coal
[39] effort
[38] hit
[37] behind
[37] teach

Top Words in Tweet in G4:
[177] propublica
[110] ap
[99] comcast
[82] miamiherald
[74] carnivalcruise
[71] potus
[71] hrw
[67] thejusticedept
[67] guardian
[65] cnn

Top Words in Tweet in G5:
[95] oh
[92] owner
[92] stephen
[92] ross
[88] dolphins
[88] estate
[84] take
[84] losses
[83] mogul
[83] trying

Top Words in Tweet in G6:
[152] coal
[110] propublica
[102] alecmacgillis
[69] effort
[61] germany
[50] exit
[49] germany's
[48] climate
[47] leave
[47] behind

Top Words in Tweet in G7:
[104] 000
[66] more
[64] money
[64] nypd
[64] justinelliott
[62] gave
[62] trump's
[62] consider
[62] going
[61] roofing

Top Words in Tweet in G8:
[15] propublica
[5] bobbyscott
[5] indivisibleteam
[4] housingnowca
[4] latenantsunion
[4] westsidelatu
[4] elonmusk
[4] seccardona
[4] naacp_ldf
[4] wealth

Top Words in Tweet in G9:
[52] marshablackburn
[46] debt
[34] trump
[27] national
[21] pandemic
[20] donald
[19] built
[19] big
[19] before
[18] ll

Top Words in Tweet in G10:
[35] repkatieporter
[35] pharminews
[31] pharmafactz
[30] pharmalot
[30] ekalpas
[25] fiercepharma
[25] mrhealthnut
[25] julia_lurie
[22] braincures
[22] mudkipizawesome

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1345] hit,kid
[1287] nypd,cop
[1233] two,years
[1214] years,ago
[1191] saw,nypd
[1190] ago,halloween
[1190] halloween,wife
[1190] wife,sarapekow
[1190] sarapekow,saw
[1190] cop,drive

Top Word Pairs in Tweet in G1:
[393] stephen,ross
[388] owner,stephen
[288] federal,income
[288] income,taxes
[286] thread,miamidolphins
[286] miamidolphins,owner
[286] ross,paid
[286] paid,federal
[286] taxes,decade
[286] decade,seems

Top Word Pairs in Tweet in G2:
[1197] nypd,cop
[1133] two,years
[1132] hit,kid
[1114] years,ago
[1113] ago,halloween
[1113] halloween,wife
[1113] wife,sarapekow
[1113] sarapekow,saw
[1113] saw,nypd
[1113] cop,drive

Top Word Pairs in Tweet in G3:
[36] effort,leave
[36] leave,coal
[36] coal,behind
[36] behind,teach
[34] police,car
[33] germany,effort
[32] car,hit
[31] hit,kid
[31] halloween,2019
[31] quashing,move

Top Word Pairs in Tweet in G4:
[62] vanitaguptacr,valdemings
[62] valdemings,cbsmiami
[62] cbsmiami,nbc6
[62] nbc6,miamiherald
[62] miamiherald,mdspd
[62] mdspd,myfdot
[62] myfdot,mdcps
[62] mdcps,cdcdirector
[62] cdcdirector,fbimiamifl
[61] zoe,callado

Top Word Pairs in Tweet in G5:
[92] stephen,ross
[88] dolphins,owner
[83] owner,estate
[83] estate,mogul
[83] mogul,stephen
[83] ross,trying
[83] trying,take
[83] take,advantage
[83] advantage,losses
[82] eisingerj,dolphins

Top Word Pairs in Tweet in G6:
[48] effort,exit
[48] exit,coal
[45] biden's,climate
[45] climate,push
[45] push,sputtering
[45] sputtering,senate
[45] senate,germany's
[45] germany's,effort
[45] coal,looms
[45] looms,large

Top Word Pairs in Tweet in G7:
[61] roofing,magnate
[61] magnate,diane
[61] diane,hendricks
[61] hendricks,gave
[61] gave,250
[61] 250,000
[61] 000,trump's
[61] trump's,pac
[61] pac,lot
[61] lot,money

Top Word Pairs in Tweet in G8:
[4] indivisibleteam,propublica
[3] dsa_housing,dsa_losangeles
[3] dsa_losangeles,marvistavoice
[3] seccardona,catherinelhamon
[3] oversightdems,indivisibleteam
[3] musk's,wealth
[3] 14,billion
[3] 2014,2018
[2] workingeastbay,housingnowca
[2] housingnowca,asmgrayson

Top Word Pairs in Tweet in G9:
[27] national,debt
[19] donald,trump
[18] trump,built
[18] built,national
[18] debt,big
[18] big,before
[18] before,pandemic
[18] pandemic,ll
[18] ll,weigh
[18] weigh,down

Top Word Pairs in Tweet in G10:
[30] pharmafactz,pharmalot
[25] fiercepharma,pharminews
[25] pharminews,pharmafactz
[25] ekalpas,mrhealthnut
[25] mrhealthnut,julia_lurie
[22] mudkipizawesome,ghostmanagedmed
[18] braincures,repkatieporter
[16] jebkeiper,fiercepharma
[15] pharmalot,ekalpas
[15] pharmalot,mychalwilsonesq

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@danielpetty
@carnivalcruise
@marshablackburn
@vanitaguptacr
@laurenboebert
@nycmayor
@repkatieporter
@jessica_priest
@senmikelee

Top Replied-To in G1:
@propublica
@jessica_priest
@sewellchan
@lmcgaughy
@whereveriamtday
@andrewksay
@gamblespatrick
@thedailyclimate
@abbottcampaign
@mgsquires

Top Replied-To in G2:
@gingerthomp1
@justinelliott
@propublica
@dominiques280
@therealbighub
@jolindastephen2

Top Replied-To in G4:
@carnivalcruise
@vanitaguptacr
@nycmayor
@propublica
@blackdiasporav1
@govkathyhochul
@senategop
@potus
@senschumer
@ap

Top Replied-To in G5:
@schwanksta
@propublica
@_ohcoco_
@paulegan4
@sagerosenfels18
@senatorcollins

Top Replied-To in G6:
@alecmacgillis
@markolalde
@propublica
@thedailyclimate
@kenwardjr
@chrishendel
@charlesornstein
@randcorporation

Top Replied-To in G7:
@bykenarmstrong
@justinelliott
@z_everson
@jahruler19
@912nosirrah
@propublica

Top Replied-To in G8:
@workingeastbay
@ebho_housing
@rjward1775
@julieworley14
@propublica
@marceelias
@icarsbanrands
@thereidout
@childtrends
@maddow

Top Replied-To in G9:
@marshablackburn
@senmikelee
@jim_jordan
@senatorlankford
@stevedaines
@repnancymace
@votemarsha
@thunderstick19
@senatorbraun
@senlummis

Top Replied-To in G10:
@repkatieporter
@pharmagossip
@braincures
@do_kinder
@mediaethicsguy

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@ericuman
@sarapekow
@miamidolphins
@alecmacgillis
@ap
@eisingerj
@markmobility
@miamiherald
@henrygrabar

Top Mentioned in G1:
@propublica
@miamidolphins
@jessica_priest
@lmcgaughy
@ericuman
@govhowarddean
@sarapekow
@hhieupc
@pr
@mayatmiller

Top Mentioned in G2:
@ericuman
@sarapekow
@propublica
@gingerthomp1
@aclaudecase
@columbiajournma
@nhannahjones
@eisingerj
@bykenarmstrong
@miamidolphins

Top Mentioned in G3:
@doo_aka
@blackrepublican
@socolimeshot
@maggie_mcneill
@summerr96312601

Top Mentioned in G4:
@propublica
@ap
@miamiherald
@hrw
@guardian
@potus
@cdcdirector
@valdemings
@cbsmiami
@nbc6

Top Mentioned in G5:
@eisingerj
@propublica
@schwanksta
@sagerosenfels18
@peterelkind
@parkermolloy
@mgsquires
@ericuman
@themorrancave

Top Mentioned in G6:
@propublica
@alecmacgillis
@newyorker
@charlesornstein
@chrishendel
@markolalde
@anjeanettedamon
@mannahhorse
@pbpost
@lukerussert

Top Mentioned in G7:
@justinelliott
@propublica
@bykenarmstrong
@alexshultz
@richarddeitsch
@ericuman
@sarapekow
@markolalde
@schwanksta
@derekwillis

Top Mentioned in G8:
@propublica
@indivisibleteam
@housingnowca
@latenantsunion
@westsidelatu
@elonmusk
@bobbyscott
@seccardona
@naacp_ldf
@dsa_housing

Top Mentioned in G9:
@marshablackburn
@tinresistagain
@toddjohnson1965
@propublica
@jim_jordan
@2wheelsrbetter
@tpblue4
@senmikelee
@ceanothus1910
@stevedaines

Top Mentioned in G10:
@pharminews
@pharmafactz
@pharmalot
@ekalpas
@repkatieporter
@fiercepharma
@mrhealthnut
@julia_lurie
@mudkipizawesome
@ghostmanagedmed

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@sectest9
@cybersec_feeds
@dichristine
@rk70534
@andyvermaut
@monicasloves
@raymond_norman
@mattmurph24
@1denmadrid

Top Tweeters in G1:
@missb62
@cybersec_feeds
@dichristine
@_redfrog
@thepoliticalcat
@phillip92321
@bunrxm
@lizditz
@mharvey816
@backstorymom1

Top Tweeters in G2:
@rk70534
@monicasloves
@rjber15
@pollsstar
@sar_oso
@tadrow
@samhainnight
@dcumoviepage
@straitarrow10
@radlein

Top Tweeters in G3:
@andyvermaut
@prpnews
@coopmike48
@schestowitz
@socolimeshot
@blackrepublican
@breizh2008
@shehzadyounis
@digitalwater888
@dstewart541

Top Tweeters in G4:
@thehill
@dancas2
@reuters
@guardian
@cnbc
@bostonglobe
@nytimes
@foxnews
@nypost
@washingtonpost

Top Tweeters in G5:
@raymond_norman
@mattmurph24
@givemepie360
@jjj5819
@micjojd
@sba1211
@jodotcom
@charluv2011
@eilonwy24
@cynicalvision50

Top Tweeters in G6:
@1denmadrid
@jfsebastian146
@cnbsnana
@estarianne
@tinamorphis
@slsandpet
@allan_straarup
@iamjoetrudeau
@masterprogram1
@augusteve2012

Top Tweeters in G7:
@stewartsmithtwt
@thedailybeast
@melodyisdestiny
@b_sputnik
@kenchsden
@stopthatgirl7
@clarencehilljr
@chloedancer
@fbonacci
@zftwarning

Top Tweeters in G8:
@businessinsider
@no2hitting
@prison_health
@motherjones
@cnnpolitics
@cbsmornings
@shannonrwatts
@billycorben
@theroot
@thereidout

Top Tweeters in G9:
@joekoffee
@tigerbeat
@linmp1031
@twinsfan811
@computerbugg
@tinresistagain
@trawetsla
@infomorsels
@ctyankee007
@shazinor

Top Tweeters in G10:
@independent
@skynews
@thetimes
@mediagazerchat
@pharminews
@braincures
@conversationuk
@proftimnoakes
@mediagazer
@do_kinder


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