Propublica, Twitter, 3/17/2023 1:13:00 PM, 291428


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Propublica_2023-03-17_06-05-14.xlsx
Propublica_2023-03-17_06-05-14.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 17, 2023
Short Description:
Propublica via NodeXL https://bit.ly/3ZWpill
@propublica
@eisingerj
@emsimani
@robertfaturechi
@logandobson
@fpwellman
@gatlmom123
@rhonda_harbison
@theclimbergal
@snarky_op

Top hashtags:
#forcedbirthstate
#abortionbans
#panamapapers
#swissleaks
#luxleaks

Description:
Description
The graph represents a network of 4,724 Twitter users whose recent tweets contained "Propublica", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/16/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 17 March 2023 at 13:07 UTC.

The tweets in the network were tweeted over the 1856-day, 15-hour, 24-minute period from Wednesday, 14 February 2018 at 08:35 UTC to Friday, 17 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4724
Unique Edges : 2856
Edges With Duplicates : 10187
Total Edges : 13043
Number of Edge Types : 9
Retweet : 4122
MentionsInRetweet : 6000
MentionsInReplyTo : 1371
Mentions : 226
Replies to : 531
Tweet : 485
MentionsInQuote : 139
Quote : 97
MentionsInQuoteReply : 72
Self-Loops : 627
Reciprocated Vertex Pair Ratio : 0.00963751438434983
Reciprocated Edge Ratio : 0.0190910386094885
Connected Components : 331
Single-Vertex Connected Components : 219
Maximum Vertices in a Connected Component : 4150
Maximum Edges in a Connected Component : 12117
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.346286
Graph Density : 0.000314591806933946
Modularity : 0.428669
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,724 Twitter users whose recent tweets contained "Propublica", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/16/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 17 March 2023 at 13:07 UTC.

The tweets in the network were tweeted over the 1856-day, 15-hour, 24-minute period from Wednesday, 14 February 2018 at 08:35 UTC to Friday, 17 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[640] https://www.propublica.org/article/secret-irs-files-trading-competitors-stock
[75] https://www.propublica.org/article/national-debt-trump
[53] https://www.propublica.org/article/tennessee-abortion-ban-doctors-ectopic-pregnancy
[50] https://www.propublica.org/article/liberty-healthshare-healthcare-sharing-ministries-obamacare?fbclid=IwAR3TkA-1rw1YPZdbkmwWYVFt7GtH-HTym6eAejXeNt7G9wNzKOval3TFVZ8
[39] https://projects.propublica.org/spillover/
[33] https://www.propublica.org/article/i-will-never-let-boeing-forget-her-737-max
[30] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[24] https://www.propublica.org/article/tennessee-abortion-ban-doctors-ectopic-pregnancy?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[23] https://twitter.com/eisingerj/status/1636322592440066048
[19] https://www.propublica.org/article/secret-irs-files-trading-competitors-stock?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature

Top URLs in Tweet in G1:
[303] https://www.propublica.org/article/secret-irs-files-trading-competitors-stock
[33] https://www.propublica.org/article/i-will-never-let-boeing-forget-her-737-max
[11] https://www.propublica.org/article/human-traffickers-force-victims-into-cyberscamming
[9] https://twitter.com/propublica/status/1635513730640355328
[6] https://twitter.com/propublica/status/1636291963866562561
[4] https://projects.propublica.org/spillover/
[4] https://twitter.com/emsimani/status/1636332945840685057
[3] https://trib.al/4cln8nA
[3] https://twitter.com/propublica/status/1636396933450268672
[3] https://twitter.com/eisingerj/status/1636322592440066048

Top URLs in Tweet in G2:
[13] https://www.propublica.org/article/secret-irs-files-trading-competitors-stock
[13] https://twitter.com/eisingerj/status/1636322592440066048
[2] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[1] https://projects.propublica.org/americas-highest-incomes-and-taxes-revealed/
[1] https://twitter.com/politicalmath/status/1636407538102026254/photo/1
[1] https://twitter.com/SamAsIAm/status/1636426545698074624/photo/1
[1] https://twitter.com/i/web/status/1636396971538694144
[1] https://twitter.com/i/web/status/1636397532145147905
[1] https://twitter.com/politicalmath/status/1636368647340843008
[1] https://www.propublica.org/article/the-billionaire-playbook-how-sports-owners-use-their-teams-to-avoid-millions-in-taxes

Top URLs in Tweet in G3:
[108] https://www.propublica.org/article/secret-irs-files-trading-competitors-stock
[23] https://projects.propublica.org/spillover/
[4] https://www.propublica.org/article/tennessee-abortion-ban-doctors-ectopic-pregnancy
[3] https://www.propublica.org/article/pandemic-spillover-madagascar-health-in-harmony
[2] https://twitter.com/RobertFaturechi/status/1636326875294486530
[2] https://www.propublica.org/article/why-we-are-publishing-the-tax-secrets-of-the-001
[1] https://www.propublica.org/article/propublica-investigations-recent-impact
[1] https://www.propublica.org/article/new-mexico-lost-juveniles-in-prison
[1] https://twitter.com/charlesornstein/status/1636377017737445378/photo/1
[1] https://www.propublica.org/article/museums-universities-pledge-to-return-native-american-remains

Top URLs in Tweet in G4:
[124] https://www.propublica.org/article/secret-irs-files-trading-competitors-stock
[13] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[9] https://www.propublica.org/article/tennessee-abortion-ban-doctors-ectopic-pregnancy
[7] https://www.propublica.org/article/secret-irs-files-trading-competitors-stock?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[6] https://apple.news/ArbajuRspRhO3tqERQsoxFA
[5] https://www.propublica.org/article/the-billionaire-playbook-how-sports-owners-use-their-teams-to-avoid-millions-in-taxes
[5] https://projects.propublica.org/spillover/
[5] https://www.propublica.org/article/museums-universities-pledge-to-return-native-american-remains
[5] https://www.propublica.org/article/parental-alienation-utah-livestream-judge
[5] https://www.propublica.org/article/florida-roadblocks-league-of-women-voters

Top URLs in Tweet in G5:
[4] https://twitter.com/AGJJUSDIFFERENT/status/1636301984771846151/photo/1
[4] https://twitter.com/AGJJUSDIFFERENT/status/1636304643826360323/photo/1
[2] https://tennesseelookout.com/2023/03/16/a-black-family-fights-to-get-their-kids-back-from-tennessee-department-of-childrens-services/
[2] https://twitter.com/deed_doer/status/1636394891163889665/photo/1
[1] https://twitter.com/plutonium420/status/1636412890759454721/photo/1
[1] https://twitter.com/plutonium420/status/1636412890759454721
[1] https://video.foxbusiness.com/v/6322614847112
[1] https://twitter.com/i/web/status/1636394094762115077
[1] https://twitter.com/AdamEWeinberg/status/1636394094762115077/video/1
[1] https://dianeravitch.net/2023/03/15/propublica-who-is-jeff-yass/

Top URLs in Tweet in G6:
[5] https://twitter.com/eisingerj/status/1636322592440066048
[2] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[1] https://www.law.cornell.edu/uscode/text/26/6103
[1] https://twitter.com/crownmaybe/status/1636371670738034694
[1] https://twitter.com/St_Rev/status/1612315277382881280
[1] https://twitter.com/seanmdav/status/1636408661374386176

Top URLs in Tweet in G7:
[63] https://www.propublica.org/article/national-debt-trump
[9] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[6] https://www.propublica.org/article/secret-irs-files-trading-competitors-stock
[4] https://www.propublica.org/article/national-debt-trump/amp
[3] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[2] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=river
[2] https://www.propublica.org/article/china-cartels-xizhi-li-money-laundering
[2] https://www.propublica.org/article/william-barr-mexico-cartels-cienfuegos-case
[1] https://www.forbes.com/sites/eriksherman/2023/01/29/the-irs-continues-to-focus-its-audits-on-poor-people-not-millionaires/
[1] https://twitter.com/MikeCrapo/status/1636404459906674688/video/1

Top URLs in Tweet in G8:
[3] https://twitter.com/propublica/status/1635513730640355328
[1] https://twitter.com/propublica/status/1635513730640355328?s=20
[1] https://americanindependent.com/new-poll-finds-voters-do-not-want-congress-focusing-on-biden-investigations/?utm_content=bufferbf087&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.propublica.org/article/secret-irs-files-trading-competitors-stock

Top URLs in Tweet in G9:
[50] https://www.propublica.org/article/liberty-healthshare-healthcare-sharing-ministries-obamacare?fbclid=IwAR3TkA-1rw1YPZdbkmwWYVFt7GtH-HTym6eAejXeNt7G9wNzKOval3TFVZ8
[5] https://projects.propublica.org/parler-capitol-videos/
[3] https://www.getlibertyhealth.com/wayneroot
[1] https://www.propublica.org/article/tennessee-abortion-ban-doctors-ectopic-pregnancy
[1] https://www.breitbart.com/politics/2023/03/15/poll-mccarthys-approval-surges-far-superior-to-paul-ryans-at-same-point-in-speakership/
[1] https://twitter.com/i/web/status/1636152744628084741
[1] https://twitter.com/liz_churchill8/status/1635845202836439040/video/1
[1] https://twitter.com/DineshDSouza/status/1636450067967098882/video/1
[1] https://twitter.com/julie_kelly2/status/1636385717399195649/video/1
[1] https://www.youtube.com/watch?v=wJDk-czsivk&feature=youtu.be


Top URLs in Tweet in G10:
[3] https://twitter.com/visionsurreal/status/1636365806756847622/photo/1
[3] https://twitter.com/visionsurreal/status/1635880943528312838/photo/1
[3] https://www.propublica.org/article/leonard-leo-teneo-videos-documents?utm_medium=social&utm_source=twitter&utm_campaign=socialflow
[1] https://propublica-data-j6cases-videos.s3.us-east-1.amazonaws.com/cf681d001ef5013a64612cde48001122.mp4
[1] https://twitter.com/capitolhunters/status/1635668147687800839/video/1
[1] https://twitter.com/visionsurreal/status/1635880943528312838

Top Domains
Top Domains in Tweet in Entire Graph:
[1209] propublica.org
[281] twitter.com
[27] trib.al
[22] apple.news
[20] gofundme.com
[5] youtube.com
[5] libertyhealthshare.org
[4] substack.com
[4] getlibertyhealth.com
[3] linkedin.com

Top Domains in Tweet in G1:
[363] propublica.org
[63] twitter.com
[26] trib.al
[2] wsj.com
[2] linkedin.com
[2] nytimes.com
[2] youtube.com
[1] cultivatesafety.org
[1] snopes.com
[1] themessenger.com

Top Domains in Tweet in G2:
[18] twitter.com
[17] propublica.org

Top Domains in Tweet in G3:
[152] propublica.org
[10] twitter.com

Top Domains in Tweet in G4:
[244] propublica.org
[15] apple.news
[8] twitter.com
[2] apple.com
[1] einnews.com
[1] theatlantic.com
[1] jezebel.com
[1] suntimes.com
[1] thenewsintel.com
[1] google.com

Top Domains in Tweet in G5:
[26] twitter.com
[3] substack.com
[3] propublica.org
[2] tennesseelookout.com
[1] foxbusiness.com
[1] dianeravitch.net
[1] nj.com
[1] fox17.com
[1] mississippifreepress.org
[1] cbsnews.com

Top Domains in Tweet in G6:
[8] twitter.com
[2] propublica.org
[1] cornell.edu

Top Domains in Tweet in G7:
[98] propublica.org
[27] twitter.com
[2] apple.news
[1] forbes.com
[1] nymag.com
[1] cnbc.com
[1] c-span.org
[1] washingtonpost.com
[1] ktul.com

Top Domains in Tweet in G8:
[4] twitter.com
[1] americanindependent.com
[1] propublica.org

Top Domains in Tweet in G9:
[58] propublica.org
[21] twitter.com
[5] libertyhealthshare.org
[4] getlibertyhealth.com
[3] youtube.com
[3] cantonrep.com
[2] fierymillennials.com
[1] breitbart.com
[1] thinksaveretire.com
[1] hsaforamerica.com

Top Domains in Tweet in G10:
[8] twitter.com
[3] propublica.org
[1] amazonaws.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[17] forcedbirthstate
[14] abortionbans
[10] panamapapers
[10] swissleaks
[10] luxleaks
[10] paradisepapers
[7] pandemic
[7] 1099b
[7] goptraitors
[4] calderonesnarco



Top Hashtags in Tweet in G1:
[2] forestloss
[2] pandemic
[2] taxthechurches
[2] churchtoo
[2] 737max
[1] mustread
[1] bankcollapse
[1] ebola
[1] emerge
[1] edges

Top Hashtags in Tweet in G2:
[1] capitalism
[1] remarkable

Top Hashtags in Tweet in G3:
[4] pandemic
[2] deforestation
[2] rainforests
[1] onehealth
[1] longreads
[1] longform
[1] madagascar

Top Hashtags in Tweet in G4:
[3] leonardleo
[3] darkmoney
[2] kochnetwork
[2] maddow
[2] everythingback
[2] ancestorsback
[2] taxtherich
[2] propublica
[1] americaisfallen
[1] court

Top Hashtags in Tweet in G5:
[2] dshea
[2] autopilot
[1] specialbenefits
[1] headsiwintailsulose
[1] opm
[1] occupy
[1] ai
[1] compliance
[1] legal
[1] israeliterrorism

Top Hashtags in Tweet in G7:
[7] goptraitors
[3] gopcorruptionovercountry
[2] northcarolina
[2] gopliesabouteverything
[1] republicansaretheproblem
[1] goptaxscam
[1] commitmenttoamerica
[1] beopen
[1] liebetter
[1] goplies

Top Hashtags in Tweet in G9:
[2] travel
[1] yieldstar
[1] rents
[1] tanf
[1] cpac
[1] cpac18
[1] healthcareforall
[1] medicalcostsharing
[1] healthcare
[1] sicktraveling

Top Words
Top Words in Tweet in Entire Graph:
[2062] propublica
[1505] stock
[1485] emsimani
[1270] year
[1247] trove
[1242] millions
[1218] data
[1201] never
[1194] much
[1169] use

Top Words in Tweet in G1:
[1488] propublica
[1304] emsimani
[1006] stock
[983] trove
[982] year
[949] never
[932] millions
[925] data
[920] last
[913] public

Top Words in Tweet in G2:
[848] eisingerj
[844] people
[840] use
[840] case
[838] much
[838] something
[837] yes
[837] tell
[837] valid
[837] unprecedented

Top Words in Tweet in G3:
[264] stock
[235] robertfaturechi
[232] trading
[211] data
[205] year
[185] trove
[180] last
[135] see
[134] confidential
[134] combing

Top Words in Tweet in G4:
[95] millions
[94] make
[93] competitors
[92] stock
[75] propublica
[69] timing
[68] trading
[65] wealthy
[63] executives
[62] remarkable

Top Words in Tweet in G5:
[25] propublica
[6] nytimes
[6] nypd100pct
[6] nypdpc
[6] nycpba
[5] ap
[5] jeanneallen
[5] civilrights
[5] tennessee
[5] tnlookout

Top Words in Tweet in G6:
[143] tax
[143] irs
[142] leaking
[134] much
[133] use
[132] confidential
[132] ask
[131] logandobson
[131] billion
[131] figure

Top Words in Tweet in G7:
[61] debt
[59] trump
[47] national
[40] speakermccarthy
[37] before
[36] donald
[36] big
[35] pandemic
[35] built
[27] down

Top Words in Tweet in G8:
[115] irs
[106] don
[106] agents
[106] more
[105] fpwellman
[17] propublica
[9] office
[9] council
[9] family
[9] acquiring

Top Words in Tweet in G9:
[58] liberty
[56] healthshare
[25] care
[17] both
[17] survived
[16] much
[16] feel
[16] another
[16] fact
[16] corner

Top Words in Tweet in G10:
[6] jennycohn1
[5] repkinzinger
[5] reppeteaguilar
[5] repraskin
[5] repadamschiff
[5] benniegthompson
[5] repstephmurphy
[5] repzoelofgren
[5] liz_cheney
[4] capitolhunters

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1136] last,year
[1057] emsimani,propublica
[1016] people,use
[1015] something,unprecedented
[1015] valid,case
[1015] much,valid
[1015] unprecedented,yes
[1015] yes,people
[1015] case,tell
[1015] word,much

Top Word Pairs in Tweet in G1:
[989] emsimani,propublica
[919] last,year
[905] data,never
[904] spent,last
[904] trove,data
[904] never,public
[904] ve,spent
[904] millions,stock
[904] propublica,ve
[904] studying,trove

Top Word Pairs in Tweet in G2:
[837] people,use
[837] much,valid
[837] something,unprecedented
[837] word,much
[837] case,tell
[837] use,word
[837] valid,case
[837] unprecedented,yes
[837] yes,people
[836] eisingerj,something

Top Word Pairs in Tweet in G3:
[170] last,year
[144] trading,data
[144] stock,trading
[134] year,combing
[134] allowing,see
[134] trove,confidential
[134] confidential,stock
[134] data,allowing
[134] combing,trove
[133] robertfaturechi,last

Top Word Pairs in Tweet in G4:
[89] make,millions
[88] competitors,stock
[61] wealthy,executives
[61] remarkable,timing
[61] millions,trading
[60] stock,remarkable
[60] executives,make
[60] trading,competitors
[28] timely,trades
[28] execs,make

Top Word Pairs in Tweet in G5:
[6] nypdpc,nypd100pct
[4] vp,ap
[4] govkathyhochul,nycmayor
[4] andrewcuomo,billdeblasio
[4] nypd100pct,andrewcuomo
[4] nycpba,potus
[4] ap,endqiny
[4] billdeblasio,govkathyhochul
[4] anitawadhwani,tnlookout
[4] potus,vp

Top Word Pairs in Tweet in G6:
[131] figure,leaking
[131] irs,use
[131] billion,figure
[131] use,87
[131] confidential,tax
[131] leaking,confidential
[131] much,ask
[131] ask,irs
[131] 87,billion
[130] tax,ret

Top Word Pairs in Tweet in G7:
[47] national,debt
[36] donald,trump
[35] before,pandemic
[34] debt,big
[34] trump,built
[34] built,national
[34] big,before
[19] weigh,down
[19] down,economy
[19] pandemic,ll

Top Word Pairs in Tweet in G8:
[106] irs,agents
[106] don,more
[106] more,irs
[105] fpwellman,don
[9] family,resource
[9] holds,chapel
[9] propublica,acquiring
[9] council,told
[9] chapel,services
[9] resource,council

Top Word Pairs in Tweet in G9:
[55] liberty,healthshare
[16] care,feel
[16] corner,another
[16] both,survived
[16] feel,much
[16] ghouls,care
[16] survived,ghouls
[16] much,corner
[16] fact,both
[15] flossobama,fact

Top Word Pairs in Tweet in G10:
[5] reppeteaguilar,repadamschiff
[5] repadamschiff,repzoelofgren
[5] repkinzinger,repstephmurphy
[5] liz_cheney,repkinzinger
[5] repstephmurphy,reppeteaguilar
[5] repraskin,liz_cheney
[5] repzoelofgren,benniegthompson
[3] clearing_fog,get_innocuous
[3] alanfeuer,aramroston
[3] jennycohn1,brucewilson

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@emsimani
@speakermccarthy
@waffles3x
@senatorbraun
@senrickscott
@marshablackburn
@themedianjoe
@cswcandy
@cuberobssoul

Top Replied-To in G1:
@emsimani
@propublica
@waffles3x
@themedianjoe
@cswcandy
@cuberobssoul
@petersgoodman
@alecmacgillis
@lucaskuncemo
@craftworksxyz

Top Replied-To in G2:
@eisingerj
@sarregoeswest
@markusthejames
@emsimani
@cynicallawyer13
@pjsempe
@becketadams
@dandarling
@ryanechamm
@glenn_somebody_

Top Replied-To in G3:
@rbreich
@charlesornstein
@danielpetty
@a_l
@robinsparkman91
@propublica
@irenatfh

Top Replied-To in G5:
@jeanneallen
@wikileaks
@anitawadhwani
@washingtonpost
@jajhira
@dagenmcdowell
@quintabrunson
@ndrnadvocates
@propublica
@naacp_ldf

Top Replied-To in G6:
@alexthechick
@hoggomcswineass
@soothingdave
@keyofgeo
@logandobson
@seanmdav
@senderowiczj

Top Replied-To in G7:
@speakermccarthy
@senatorbraun
@senrickscott
@marshablackburn
@senmullin
@mikecrapo
@gop
@repmtg
@zuberman75
@tlv51070

Top Replied-To in G8:
@amerindependent
@propublica

Top Replied-To in G9:
@realwayneroot
@fierymillennial
@terrymccarthy33
@indedotcom
@ucfoodietv
@cpac
@iamjohnoliver
@propublica
@donaldjtrumpjr
@julie_kelly2

Top Replied-To in G10:
@repraskin
@jennycohn1

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@emsimani
@eisingerj
@robertfaturechi
@logandobson
@fpwellman
@petersgoodman
@charlesornstein
@a_l
@irenatfh

Top Mentioned in G1:
@propublica
@emsimani
@eisingerj
@petersgoodman
@craftworksxyz
@newyorker
@cuberobssoul
@alecmacgillis
@cezary
@waffles3x

Top Mentioned in G2:
@eisingerj
@propublica
@emsimani
@robertfaturechi
@politicalmath
@mzhemingway
@irs
@gardmaf
@chriswithans
@charlesornstein

Top Mentioned in G3:
@robertfaturechi
@emsimani
@eisingerj
@propublica
@charlesornstein
@a_l
@irenatfh
@danielpetty
@carolineylchen
@robinsparkman91

Top Mentioned in G4:
@fair_josie

Top Mentioned in G5:
@propublica
@nytimes
@ap
@tnlookout
@nycpba
@potus
@vp
@endqiny
@nypdpc
@nypd100pct

Top Mentioned in G6:
@logandobson
@alexthechick
@senderowiczj
@rbpundit
@st_rev
@propublica
@woodrowcall1
@eisingerj
@orthonormalist
@dwstweets

Top Mentioned in G7:
@speakermccarthy
@ocallaghan1313
@joebiden
@potus
@housegop
@mrmikebones
@senatorbraun
@propublica
@jojofromjerz
@gop

Top Mentioned in G8:
@fpwellman
@propublica
@emsimani
@eisingerj
@jeisrael
@djrothkopf
@charlesornstein
@jayelaina1

Top Mentioned in G9:
@flossobama
@realdonaldtrump
@sharinglhs
@lastweektonight
@lukegromen
@breitbartnews
@propublica
@lawrencelepard
@cpac
@iamjohnoliver

Top Mentioned in G10:
@liz_cheney
@repkinzinger
@repstephmurphy
@reppeteaguilar
@repadamschiff
@repzoelofgren
@benniegthompson
@jennycohn1
@capitolhunters
@repriggleman

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@faby_nava77
@independent
@yarosisnancy
@_redfrog
@cloudwanderer3
@blueflower1096
@alcinodoliveira
@fernand55916148
@bannerite

Top Tweeters in G1:
@yarosisnancy
@_redfrog
@blueflower1096
@jjj5819
@pollsstar
@1loriking
@79topper
@elkehollings
@bellesapepper37
@joanisparkles

Top Tweeters in G2:
@micjojd
@drseid
@roripierpont1
@emccoy_writer
@lkjtexas
@raypride
@scratchinpro
@tati_vict
@neolithicsheep
@docjanicel

Top Tweeters in G3:
@missb62
@vedehimajumdar
@debr3322
@ronilj261
@overunderclover
@nobiggovduh
@meljmcd
@thumppooh
@ballerinax
@dbluewave20

Top Tweeters in G4:
@gregmroscoe
@redot2005
@ajblackston
@melodypuppydog
@natty4bumpo
@zulaqi
@br00t4c
@relunrelated
@jrbaltmd57
@dianeraucher

Top Tweeters in G5:
@independent
@thehill
@reuters
@guardian
@huffpost
@nhk_news
@nypost
@foxnews
@no2hitting
@nytimes

Top Tweeters in G6:
@madanabhat
@bassaces1
@purpledalmation
@rhcm123
@jtlol
@varadmehta
@epeterd916
@blackirishi
@rbpundit
@anthonyabides

Top Tweeters in G7:
@stockguy61
@ecclesias
@rhonda_harbison
@rleas
@asoldiersvoice
@momrovin
@perpetual_now
@wsj
@hawkmanalex
@nbcnewyork

Top Tweeters in G8:
@rhiles2760
@princessbravato
@jjaazzee1
@pgmckim
@chrislongview
@asemota
@gastropoda
@mikelking
@leslie17debbie
@meloniasherban

Top Tweeters in G9:
@belladonamodels
@snarky_op
@vabvox
@coastalmom11
@roguecitizenone
@jimswiftdc
@breitbartnews
@pauldereume
@dineshdsouza
@targetedsince07

Top Tweeters in G10:
@jennycohn1
@twothewoods1
@heidi_cuda
@evalyn27
@sethabramson
@brucewilson
@clearing_fog
@sidneypowell1
@corvid317
@gal_suburban


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