Propublica, Twitter, 3/4/2022 2:07:44 PM, 272480


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Propublica_2022-03-04_05-35-12.xlsx
Propublica_2022-03-04_05-35-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 04, 2022
Short Description:
Propublica via NodeXL https://bit.ly/3KejYSb
@propublica
@ericuman
@ilyamarritz
@andreabnyc
@iarnsdorf
@gop
@mgsquires
@cyril75799972
@shelbykstewart
@braincures

Top hashtags:
#smartnews
#ukraine
#water
#autopilot
#gop
#maga
#2yrs
#sotu
#familycourt
#vawa

Description:
Description
The graph represents a network of 6,662 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 March 2022 at 13:41 UTC.

The requested start date was Friday, 04 March 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 2-day, 22-hour, 22-minute period from Monday, 28 February 2022 at 17:13 UTC to Thursday, 03 March 2022 at 15:35 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 : 6662
Unique Edges : 4477
Edges With Duplicates : 13628
Total Edges : 18105
Number of Edge Types : 5
Retweet : 5843
MentionsInRetweet : 8361
Tweet : 943
Mentions : 2319
Replies to : 639
Self-Loops : 991
Reciprocated Vertex Pair Ratio : 0.00780837817874855
Reciprocated Edge Ratio : 0.0154957596063239
Connected Components : 700
Single-Vertex Connected Components : 451
Maximum Vertices in a Connected Component : 5427
Maximum Edges in a Connected Component : 16513
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.323426
Graph Density : 0.0002152309799565
Modularity : 0.423578
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,662 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 March 2022 at 13:41 UTC.

The requested start date was Friday, 04 March 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 2-day, 22-hour, 22-minute period from Monday, 28 February 2022 at 17:13 UTC to Thursday, 03 March 2022 at 15:35 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:
[330] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[239] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party
[209] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy
[57] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy#1261936
[40] https://twitter.com/propublica/status/1498831135438254086
[40] https://www.propublica.org/article/national-debt-trump
[30] https://www.propublica.org/article/is-turbotax-free-what-about-easy-not-for-this-freelancer
[28] https://www.propublica.org/atpropublica/bankman-fried-family-donates-5-million-to-propublica
[27] https://www.propublica.org/article/the-billionaire-playbook-how-sports-owners-use-their-teams-to-avoid-millions-in-taxes
[26] https://www.propublica.org/article/aclu-sues-maine-for-providing-ineffective-defense-counsel

Top URLs in Tweet in G1:
[15] https://trib.al/RwmszWw
[8] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy
[6] https://twitter.com/propublica/status/1498831135438254086
[6] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[3] https://www.propublica.org/
[3] https://www.propublica.org/atpropublica/bankman-fried-family-donates-5-million-to-propublica
[3] https://twitter.com/propublica/status/1498974643717292034
[2] https://www.propublica.org/article/heeding-steve-bannons-call-election-deniers-organize-to-seize-control-of-the-gop-and-reshape-americas-elections
[2] https://trib.al/USyl5Jw
[2] https://www.propublica.org/article/students-propublica-and-the-pudding-want-to-send-you-to-a-conference-in-2022

Top URLs in Tweet in G2:
[75] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party
[46] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy
[36] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy#1261936
[20] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[13] https://www.propublica.org/article/is-turbotax-free-what-about-easy-not-for-this-freelancer
[13] https://www.propublica.org/article/aclu-sues-maine-for-providing-ineffective-defense-counsel
[8] https://www.propublica.org/article/her-story-brought-down-alaskas-attorney-general-a-year-later-she-feels-let-down
[5] https://trib.al/RwmszWw
[5] https://www.propublica.org/article/students-propublica-and-the-pudding-want-to-send-you-to-a-conference-in-2022
[5] https://www.propublica.org/article/heeding-steve-bannons-call-election-deniers-organize-to-seize-control-of-the-gop-and-reshape-americas-elections

Top URLs in Tweet in G3:
[18] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[14] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party?utm_source=twitter&utm_medium=social#1272018
[2] https://twitter.com/propublica/status/1499171134780104705
[2] https://www.propublica.org/article/heeding-steve-bannons-call-election-deniers-organize-to-seize-control-of-the-gop-and-reshape-americas-elections
[2] https://twitter.com/propublica/status/1498843662683455495
[2] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy
[1] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine?x-craft-preview=evQXlb0dMG&token=tbGv5EK8khLtqhUKDmudxmuzAwPdOlRa
[1] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy#1261936
[1] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine?utm_medium=social&utm_source=twitter
[1] https://www.tucsonsentinel.com/nationworld/report/030222_manafort_giuliani_ukraine/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-ukraine/

Top URLs in Tweet in G4:
[106] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[72] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party
[57] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy
[14] https://www.propublica.org/article/is-turbotax-free-what-about-easy-not-for-this-freelancer
[14] https://twitter.com/propublica/status/1498831135438254086
[12] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine#1270987
[12] https://apple.news/AwcnXnrbiTbyUTf25lb0JMQ
[10] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party#1272018
[8] https://www.propublica.org/article/u-s-plans-new-safety-rules-to-crack-down-on-carbon-monoxide-poisoning-from-portable-generators
[7] https://apple.news/ApjfeVvTKTzGwkFU9kg8Vlg

Top URLs in Tweet in G5:
[12] https://www.propublica.org/article/rick-perrys-ukrainian-dream/amp
[4] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party
[4] https://twitter.com/propublica/status/1499300158252670976
[4] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[4] https://www.propublica.org/article/national-debt-trump
[2] https://www.propublica.org/article/she-said-her-husband-was-abusive-a-judge-took-away-her-kids-and-ordered-her-arrest
[2] https://www.propublica.org/article/rick-perrys-ukrainian-dream
[1] https://www.propublica.org/article/she-said-her-husband-was-abusive-a-judge-took-away-her-kids-and-ordered-her-arrest?utm_source=facebook&utm_medium=social#1259619
[1] https://www.propublica.org/article/trump-friends-and-family-cleared-for-millions-in-small-business-bailout
[1] https://news.yahoo.com/release-ppp-loan-recipients-reveal-053800911.h

Top URLs in Tweet in G6:
[8] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[7] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party
[5] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy#1261936
[2] https://twitter.com/propublica/status/1498635419059167234
[2] https://www.propublica.org/article/disturbing-things-about-the-red-crosss-sandy-relief-efforts
[2] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy
[1] https://twitter.com/VerstyukIvan/status/1498960118381223937
[1] https://www.propublica.org/article/national-debt-trump
[1] https://twitter.com/propublica/status/1497328783224885249
[1] https://twitter.com/propublica/status/1470167285344227331

Top URLs in Tweet in G7:
[31] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[15] https://www.propublica.org/article/national-debt-trump
[8] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party
[6] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy
[5] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine?utm_source=sailthru&utm_medium=email&utm_campaign=dailynewsletter&utm_content=river
[4] https://features.propublica.org/waterloo-meatpacking/as-covid-19-ravaged-this-iowa-city-officials-discovered-meatpacking-executives-were-the-ones-in-charge/
[3] https://www.propublica.org/article/emails-reveal-chaos-as-meatpacking-companies-fought-health-agencies-over-covid-19-outbreaks-in-their-plants
[2] https://www.propublica.org/article/trumps-mar-a-lago-buddies-tried-to-get-the-va-to-sell-access-to-veterans-medical-records
[1] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine#1270987
[1] https://www.propublica.org/article/the-rnc-gave-big-contracts-to-companies-linked-to-its-chairwomans-husband-and-political-backers

Top URLs in Tweet in G8:
[28] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party
[2] https://apple.news/AwcnXnrbiTbyUTf25lb0JMQ
[2] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy
[1] https://apple.news/ApjfeVvTKTzGwkFU9kg8Vlg

Top URLs in Tweet in G9:
[4] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[2] https://trib.al/S7Urk9b
[1] https://www.propublica.org/article/whats-holding-up-the-covid-vaccines-for-children-under-5
[1] https://twitter.com/bondhack/status/1498909147584159744
[1] https://twitter.com/jkylebass/status/1498638390237007876
[1] https://www.texastribune.org/2022/02/07/lgbtq-books-texas-school-boards/
[1] https://www.nbcnews.com/news/us-news/generators-rules-carbon-monoxide-poisoning-rcna17707
[1] https://twitter.com/propublica/status/1498618090501951493
[1] https://www.propublica.org/events/how-one-country-sought-to-combat-the-harm-of-burning-sugar-cane
[1] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy

Top URLs in Tweet in G10:
[3] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[1] https://twitter.com/propublica/status/1498843662683455495
[1] https://www.propublica.org/article/when-billionaires-dont-pay-taxes-people-lose-faith-in-democracy
[1] https://www.youtube.com/watch?v=A_Bi7cK6A6U&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[1575] propublica.org
[264] twitter.com
[95] trib.al
[51] apple.news
[9] youtube.com
[8] co.uk
[7] sciencedirect.com
[6] propub.li
[5] sfpublicpress.org
[4] waterloop.org

Top Domains in Tweet in G1:
[81] trib.al
[54] propublica.org
[29] twitter.com
[6] propub.li
[2] tunein.com
[1] documentcloud.org
[1] yale.edu

Top Domains in Tweet in G2:
[249] propublica.org
[19] twitter.com
[10] trib.al
[4] waterloop.org
[2] newsobserver.com
[1] youtube.com
[1] adn.com
[1] nydailynews.com
[1] ktoo.org
[1] meaww.com

Top Domains in Tweet in G3:
[47] propublica.org
[4] twitter.com
[1] tucsonsentinel.com
[1] apple.news

Top Domains in Tweet in G4:
[412] propublica.org
[97] twitter.com
[25] apple.news
[2] youtube.com
[1] theverge.com
[1] pressreleasepoint.com
[1] govexec.com
[1] smartmoneymanagement.space
[1] memeorandum.com
[1] smartnews.com

Top Domains in Tweet in G5:
[45] propublica.org
[31] twitter.com
[1] yahoo.com
[1] msn.com
[1] eventbrite.com
[1] nytimes.com
[1] wikipedia.org

Top Domains in Tweet in G6:
[25] propublica.org
[5] twitter.com

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

Top Domains in Tweet in G8:
[30] propublica.org
[3] apple.news

Top Domains in Tweet in G9:
[12] propublica.org
[3] twitter.com
[2] trib.al
[1] texastribune.org
[1] nbcnews.com

Top Domains in Tweet in G10:
[4] propublica.org
[1] twitter.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[48] smartnews
[26] ukraine
[24] water
[21] autopilot
[19] gop
[17] maga
[12] 2yrs
[12] sotu
[9] familycourt
[9] vawa



Top Hashtags in Tweet in G1:
[5] mlbpa
[2] water
[2] mlb
[2] smartnews
[2] mlbs4spoiler
[2] yankees
[1] immunizeunder5s
[1] ukraine
[1] voteouteveryrepublican
[1] boycottuline

Top Hashtags in Tweet in G2:
[22] water
[4] turbotax
[4] podcast
[2] sotu
[1] covid19
[1] publichealth
[1] tuesday
[1] taxes
[1] journalism
[1] journalismmatters

Top Hashtags in Tweet in G3:
[2] idtheft
[1] indicttrumpnow
[1] facts
[1] putinpraisefoxnews
[1] sogreatassassinputin
[1] murdochcriminalorganization
[1] votedespottrump2024
[1] kremlingop
[1] ppp
[1] ukraine

Top Hashtags in Tweet in G4:
[35] smartnews
[5] taxtherich
[4] ukraine
[2] trumptraitor
[2] putin
[2] trump
[2] sotu
[2] news
[2] cartel
[2] trumpisacriminal

Top Hashtags in Tweet in G5:
[21] autopilot
[17] gop
[17] maga
[12] 2yrs
[9] familycourt
[9] vawa
[5] uprootevent
[4] dshea
[4] cuomo
[3] itsrigged

Top Hashtags in Tweet in G7:
[3] smartnews
[2] republicans
[2] ukraine
[1] trump
[1] oathkeepers
[1] republicanparty
[1] republicansaredestroyingamerica
[1] republicansaretheproblem
[1] gop
[1] ulkraine

Top Hashtags in Tweet in G9:
[4] ukraine
[1] covid
[1] fundtheirs

Top Hashtags in Tweet in G10:
[2] standwithukraine
[1] ukriane
[1] russia
[1] russiaukrainewar
[1] solidaritywithukraine
[1] russian
[1] ukrainewar
[1] kiev
[1] kharkive
[1] wwiii

Top Words
Top Words in Tweet in Entire Graph:
[3884] propublica
[1510] ukraine
[1454] trump
[1379] tax
[1166] former
[1086] manafort
[1012] rudy
[977] mlb
[843] giuliani
[826] doing

Top Words in Tweet in G1:
[2001] propublica
[963] former
[906] mlb
[801] tax
[554] bill
[460] trump
[455] remember
[439] texas
[435] bush
[433] rangers

Top Words in Tweet in G2:
[771] propublica
[344] trump
[251] tax
[242] party
[242] iarnsdorf
[235] endorsed
[233] republican
[229] taxes
[222] strategy
[189] reporting

Top Words in Tweet in G3:
[650] ilyamarritz
[601] ukraine
[490] doing
[487] manafort
[479] rudy
[478] giuliani
[474] paul
[471] recall
[470] exactly
[417] andreabnyc

Top Words in Tweet in G4:
[105] ukraine
[105] trump
[102] manafort
[98] propublica
[98] paul
[97] giuliani
[96] rudy
[96] doing
[95] exactly
[93] recall

Top Words in Tweet in G5:
[140] propublica
[46] potus
[41] nytimes
[40] cnn
[37] foxnews
[34] police
[32] npr
[32] push
[32] over
[30] vp

Top Words in Tweet in G6:
[370] ericuman
[354] yanukovych
[194] manafort
[192] undermine
[191] ukraine
[190] rudy
[185] given
[185] recent
[185] events
[185] worth

Top Words in Tweet in G7:
[24] gop
[20] manafort
[19] trump
[18] ukraine
[17] alexespind
[17] paul
[17] giuliani
[16] recall
[16] exactly
[16] rudy

Top Words in Tweet in G8:
[145] trump
[73] endorsed
[72] oath
[72] keeper
[72] plan
[72] seize
[71] bannon
[71] america
[70] planning
[70] next

Top Words in Tweet in G9:
[34] nbcnews
[32] announces
[32] plan
[32] require
[32] portable
[32] generator
[32] manufacturers
[32] increase
[32] efforts
[32] prevent

Top Words in Tweet in G10:
[67] beerhallproject
[64] hitler
[64] united
[64] states
[63] 1940
[63] friends
[63] putin
[63] willing
[63] allies
[63] supporters

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1001] manafort,rudy
[809] paul,manafort
[795] rudy,giuliani
[788] giuliani,doing
[787] exactly,paul
[786] recall,exactly
[773] doing,ukraine
[610] tax,bill
[487] propublica,mlb
[459] george,bush

Top Word Pairs in Tweet in G1:
[551] tax,bill
[461] propublica,mlb
[433] george,bush
[432] signed,tax
[431] mlb,cancels
[431] cancels,games
[431] games,remember
[431] remember,lobbying
[431] lobbying,mlb
[431] mlb,former

Top Word Pairs in Tweet in G2:
[233] republican,party
[167] trump,officially
[167] officially,endorsed
[164] breaking,trump
[164] endorsed,strategy
[164] strategy,take
[164] take,over
[164] over,republican
[164] party,ve
[164] ve,reporting

Top Word Pairs in Tweet in G3:
[474] paul,manafort
[473] manafort,rudy
[472] rudy,giuliani
[469] recall,exactly
[469] exactly,paul
[469] giuliani,doing
[469] doing,ukraine
[398] ilyamarritz,recall
[397] yep,gt
[397] gt,ilyamarritz

Top Word Pairs in Tweet in G4:
[97] paul,manafort
[96] manafort,rudy
[96] rudy,giuliani
[95] giuliani,doing
[93] recall,exactly
[93] exactly,paul
[93] doing,ukraine
[78] plan,seize
[77] endorsed,oath
[77] seize,control

Top Word Pairs in Tweet in G5:
[33] propublica,nytimes
[28] nytimes,identified
[28] identified,over
[28] over,000
[28] 000,inauthentic
[28] inauthentic,looking
[28] looking,twitter
[28] twitter,accounts
[28] accounts,appear
[28] appear,coordinating

Top Word Pairs in Tweet in G6:
[190] manafort,rudy
[185] given,recent
[185] recent,events
[185] events,worth
[185] worth,knowing
[185] knowing,things
[185] things,trump's
[185] trump's,peeps
[185] peeps,manafort
[185] rudy,undermine

Top Word Pairs in Tweet in G7:
[17] paul,manafort
[16] recall,exactly
[16] exactly,paul
[16] manafort,rudy
[16] rudy,giuliani
[16] giuliani,doing
[15] doing,ukraine
[13] alexespind,recall
[12] plan,seize
[12] seize,control

Top Word Pairs in Tweet in G8:
[72] trump,endorsed
[72] endorsed,oath
[72] oath,keeper
[72] keeper,plan
[72] plan,seize
[70] trump,bannon
[70] bannon,planning
[70] planning,next
[70] next,wake
[70] wake,america

Top Word Pairs in Tweet in G9:
[32] announces,plan
[32] plan,require
[32] require,portable
[32] portable,generator
[32] generator,manufacturers
[32] manufacturers,increase
[32] increase,efforts
[32] efforts,prevent
[32] prevent,carbon
[32] carbon,monoxide

Top Word Pairs in Tweet in G10:
[64] united,states
[63] 1940,hitler
[63] hitler,friends
[63] friends,united
[63] states,putin
[63] putin,willing
[63] willing,allies
[63] allies,supporters
[62] beerhallproject,1940
[13] undermine,independence

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@charlesornstein
@nycmayor
@potus
@gop
@swinstonwolkoff
@laurenboebert
@sanjosemailman
@iarnsdorf
@seanhannity

Top Replied-To in G1:
@propublica
@nxtflch
@playltloud
@maggiesavarino
@dianeknud7
@jhntruthteller
@reddyalt
@ionlazer
@mayatmiller
@sdenyaredrain

Top Replied-To in G2:
@propublica
@charlesornstein
@iarnsdorf
@reportbywilson
@megsnewz
@themorrancave
@ronwyden
@byardduncan
@jmatsby
@bunrxm

Top Replied-To in G3:
@propublica
@swinstonwolkoff
@greenfield4ny19
@ilyamarritz
@anneapplebaum
@winnie_the_flu
@andreabnyc
@danaturalleague
@sevangelistahl
@sniffy2

Top Replied-To in G5:
@propublica
@nycmayor
@potus
@sanjosemailman
@foxnews
@nydailynews
@govkathyhochul
@ndilnews
@manhattanda
@profblacktruth

Top Replied-To in G6:
@ericuman
@suzeqknits
@niunorthernstar
@propublica

Top Replied-To in G7:
@gop
@laurenboebert
@seanhannity
@marcorubio
@donaldjtrumpjr
@repandybiggsaz
@gopleader
@housegop
@gopchairwoman
@lwqpas

Top Replied-To in G9:
@nbcnews
@glasslewis
@potus
@katedkat

Top Replied-To in G10:
@beerhallproject

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@ilyamarritz
@mlb
@andreabnyc
@ericuman
@iarnsdorf
@charlesornstein
@ronwyden
@swinstonwolkoff
@mgsquires

Top Mentioned in G1:
@propublica
@mlb
@iamjohnoliver
@lastweektonight
@turbotax
@ericuman
@puddingviz
@najournalists
@ilyamarritz
@charlesornstein

Top Mentioned in G2:
@propublica
@iarnsdorf
@charlesornstein
@ronwyden
@mgsquires
@mainemonitor
@megsnewz
@bgstephenson3
@ilyamarritz
@byardduncan

Top Mentioned in G3:
@ilyamarritz
@andreabnyc
@propublica
@swinstonwolkoff
@anneapplebaum
@out5p0ken
@dougmartin96
@anthony1seattle
@timodc
@ericuman

Top Mentioned in G4:
@judemgreen
@mitigatepartner
@unclemiltd
@infopobn
@joseph_ippolito
@billseiberlich

Top Mentioned in G5:
@propublica
@nytimes
@cnn
@potus
@foxnews
@npr
@vp
@nyclu
@ap
@abc

Top Mentioned in G6:
@ericuman
@propublica
@reportbywilson
@jackpolakoff
@iarnsdorf
@byardduncan
@ronwyden
@nytimes
@ilyamarritz
@joycewhitevance

Top Mentioned in G7:
@alexespind
@gopleader
@gop
@terrista2
@propublica
@leader
@millerk2100
@charliehodgesia
@leadermcconnell
@marcorubio

Top Mentioned in G8:
@shelbykstewart
@kazweida
@propublica
@andreabnyc
@ilyamarritz
@iarnsdorf
@megsnewz
@quizquest
@guthriedavis

Top Mentioned in G9:
@nbcnews
@propublica
@texastribune
@antiwarcom
@demsocialists
@secyellen
@issgovernance
@pressfreedom
@calpers
@carlquintanilla

Top Mentioned in G10:
@beerhallproject
@propublica
@fpwellman
@notfromoff
@andreabnyc
@ilyamarritz
@ronwyden

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@falconhamada_90
@monicasloves
@tinamarie_80s
@cagney1991
@joni_looking
@_redfrog
@bannerite
@kenkircher1
@lizditz

Top Tweeters in G1:
@dichristine
@tinamarie_80s
@mharvey816
@marthalynneowe1
@bob_stinson1234
@pollsstar
@denniskoch10
@wally_wests
@cotey_mary
@tadrow

Top Tweeters in G2:
@bannerite
@kenkircher1
@bunrxm
@backstorymom1
@givemepie360
@1loriking
@jjj5819
@vedehimajumdar
@reneevoicebrand
@cnbsnana

Top Tweeters in G3:
@cagney1991
@_redfrog
@amyayers16
@justwhatnowwhy
@sylviaz1913
@lllwry
@roripierpont1
@sallyagale
@jorge_c_ny
@mdjacksondallas

Top Tweeters in G4:
@prpnews
@coopmike48
@chronlaw
@ken_crichlow
@bmangh
@shasta_otter
@knittingknots
@summer7570
@sevenbowie
@rosenthalellery

Top Tweeters in G5:
@thehill
@reuters
@guardian
@rhonda_harbison
@njdoc
@bbcnews
@nytimes
@nypost
@littlered623
@foxnews

Top Tweeters in G6:
@joni_looking
@fredkiesche
@dancas2
@sba1211
@teetweetshere
@teakinrj
@pookoo_2000
@1feralkat
@young_maymay
@wrap02

Top Tweeters in G7:
@bethsinniresist
@sampson_elaine
@tony201713
@binderfaith1
@fox5atlanta
@therightimagelv
@salzenbart
@alexespind
@sunflowersoul71
@midwest_voter

Top Tweeters in G8:
@patricklee6669
@thomasjankow
@artis_elemental
@sunnyblondie
@kalaax008
@purrmonsta
@notacquiescing
@jazzmom12
@angelmabel19761
@ppr2103

Top Tweeters in G9:
@falconhamada_90
@real_infinity95
@dsochoa
@cnbc
@socialistvoice
@souzaeluam
@nbcnews
@cfitzbroadway
@bookcrossingfan
@teamjakeabbey

Top Tweeters in G10:
@davidpsdem
@suekhi
@laurendownsouth
@bengin1003
@zebrafarm2000
@ebner_jane
@girlfuturist
@kristarchy
@mrjoncryer
@coastalmom11


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