Propublica, Twitter, 1/8/2021 2:49:45 PM, 245212


FAQ | Problem?

Propublica_2021-01-08_05-50-07.xlsx
Propublica_2021-01-08_05-50-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 08, 2021
Short Description:
Propublica via NodeXL https://bit.ly/35nsNXJ
@propublica
@donwinslow
@ayannapressley
@charlesornstein
@claudiastellar
@realdonaldtrump
@derekwillis
@crewcrew
@boston_grandpa
@zahiratorres

Top hashtags:
#covid19
#borderwall
#smartnews
#trumpcrimefamily
#trump

Description:
Description
The graph represents a network of 6,949 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, 08 January 2021 at 14:28 UTC.

The requested start date was Friday, 08 January 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 2-day, 10-hour, 22-minute period from Thursday, 31 December 2020 at 01:12 UTC to Saturday, 02 January 2021 at 11:34 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 : 6949
Unique Edges : 3431
Edges With Duplicates : 12372
Total Edges : 15803
Number of Edge Types : 5
Retweet : 5639
MentionsInRetweet : 6535
Tweet : 937
Mentions : 1683
Replies to : 1009
Self-Loops : 967
Reciprocated Vertex Pair Ratio : 0.0095878470925165
Reciprocated Edge Ratio : 0.0189935865811544
Connected Components : 695
Single-Vertex Connected Components : 470
Maximum Vertices in a Connected Component : 5784
Maximum Edges in a Connected Component : 14290
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.195033
Graph Density : 0.000167931287852371
Modularity : 0.423807
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,949 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, 08 January 2021 at 14:28 UTC.

The requested start date was Friday, 08 January 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 2-day, 10-hour, 22-minute period from Thursday, 31 December 2020 at 01:12 UTC to Saturday, 02 January 2021 at 11:34 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:
[172] https://www.propublica.org/article/those-of-us-who-dont-die-are-going-to-quit-a-crush-of-patients-dwindling-supplies-and-the-nurse-who-lost-hope
[106] https://www.propublica.org/article/the-cares-act-sent-you-a-1-200-check-but-gave-millionaires-and-billionaires-far-more
[80] https://www.propublica.org/article/timber-water-oregon
[80] https://www.propublica.org/article/how-covid-19-hollowed-out-a-generation-of-young-black-men
[65] https://projects.propublica.org/politwoops/tweet/1345164065610608641
[58] https://www.propublica.org/article/texas-border-wall-contracts-land-trump-administration
[56] https://twitter.com/propublica/status/1345172661987659776
[56] https://projects.propublica.org/hawaii-beach-loss/
[48] https://trib.al/6RHbFAP
[37] https://www.propublica.org/article/inside-trump-and-barrs-last-minute-killing-spree

Top URLs in Tweet in G1:
[37] https://trib.al/6RHbFAP
[6] https://twitter.com/propublica/status/1344893179473104897
[5] https://twitter.com/propublica/status/1344834256221204483
[4] https://twitter.com/propublica/status/1344987845543555077
[3] https://www.propublica.org/article/those-of-us-who-dont-die-are-going-to-quit-a-crush-of-patients-dwindling-supplies-and-the-nurse-who-lost-hope
[3] https://twitter.com/propublica/status/1344999754611113985
[3] https://twitter.com/propublica/status/1344723616089468928
[3] https://twitter.com/propublica/status/1344881403016736769
[3] https://features.propublica.org/black-land-loss/heirs-property-rights-why-black-families-lose-land-south/
[3] https://projects.propublica.org/hawaii-beach-loss/

Top URLs in Tweet in G2:
[66] https://www.propublica.org/article/those-of-us-who-dont-die-are-going-to-quit-a-crush-of-patients-dwindling-supplies-and-the-nurse-who-lost-hope
[26] https://projects.propublica.org/hawaii-beach-loss/
[20] https://www.propublica.org/article/how-covid-19-hollowed-out-a-generation-of-young-black-men
[16] https://twitter.com/propublica/status/1344473236243791872
[16] https://www.propublica.org/article/inside-trump-and-barrs-last-minute-killing-spree
[15] https://www.propublica.org/article/timber-water-oregon
[12] https://twitter.com/propublica/status/1344893179473104897
[9] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[8] https://www.propublica.org/article/after-3-years-and-1-5-million-testing-rape-kits-alaska-made-one-new-arrest
[8] https://twitter.com/propublica/status/1344387998759182336

Top URLs in Tweet in G3:
[5] https://www.propublica.org/article/the-story-behind-jared-kushners-curious-acceptance-into-harvard
[5] https://trib.al/6RHbFAP
[1] https://www.propublica.org/article/cellphone-data-shows-how-las-vegas-is-gambling-with-lives-across-the-country
[1] https://twitter.com/i/web/status/1345116426160500737
[1] https://twitter.com/i/web/status/1345116053853130752
[1] https://projects.propublica.org/trump-town/staffers/julia-zsuzsa-haller
[1] https://trib.al/iKkrplJ
[1] https://twitter.com/i/web/status/1344701957735374851
[1] https://twitter.com/propublica/status/1344987845543555077
[1] https://twitter.com/i/web/status/1344941522790322176

Top URLs in Tweet in G4:
[19] https://www.propublica.org/article/how-covid-19-hollowed-out-a-generation-of-young-black-men
[15] https://www.propublica.org/article/after-3-years-and-1-5-million-testing-rape-kits-alaska-made-one-new-arrest
[7] https://www.propublica.org/article/timber-water-oregon
[5] https://projects.propublica.org/hawaii-beach-loss/
[5] https://www.propublica.org/article/those-of-us-who-dont-die-are-going-to-quit-a-crush-of-patients-dwindling-supplies-and-the-nurse-who-lost-hope
[3] https://www.propublica.org/article/alaska-requires-dna-be-collected-from-people-arrested-for-violent-crimes-many-police-have-ignored-that
[3] https://www.propublica.org/article/fedex-prioritizes-packages-over-employee-safety-workers-and-experts-say
[3] https://twitter.com/raju/status/1345050570709753857
[2] https://twitter.com/propublica/status/1345172661987659776
[2] https://mountainstatespotlight.org/2020/11/16/mountain-state-spotlights-ward-selected-for-propublica-distinguished-fellows-program-to-boost-local-accountability-journalism/

Top URLs in Tweet in G5:
[11] https://twitter.com/propublica/status/1344665432192593922
[5] https://www.propublica.org/article/these-cities-tried-to-tackle-disinvestment-here-are-lessons-from-what-happened
[3] https://www.propublica.org/article/timber-water-oregon
[2] https://www.salon.com/2019/06/11/rachel-maddow-details-shocking-allegations-of-corruption-involving-elaine-chao-and-mitch-mcconnell_partner/
[2] https://trib.al/6RHbFAP
[1] https://twitter.com/i/web/status/1344335109273620480
[1] https://www.propublica.org/article/judges-are-locking-up-children-for-noncriminal-offenses-like-repeatedly-disobeying-their-parents-and-skipping-school
[1] https://twitter.com/loganjaffe/status/1344677210263859201
[1] https://www.propublica.org/newsletters/the-weekly-dispatch
[1] https://www.propublica.org/series/propublica-illinois-newsletters-archive

Top URLs in Tweet in G6:
[20] https://www.propublica.org/article/the-story-behind-jared-kushners-curious-acceptance-into-harvard
[5] https://www.propublica.org/article/those-of-us-who-dont-die-are-going-to-quit-a-crush-of-patients-dwindling-supplies-and-the-nurse-who-lost-hope
[4] https://twitter.com/propublica/status/1344834256221204483
[3] https://www.propublica.org/article/trump-friends-and-family-cleared-for-millions-in-small-business-bailout
[3] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[3] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor?utm_medium=social&utm_source=twitter
[2] https://apple.news/AKYmIv8GHSpqm30HxxXRqHA
[2] https://www.propublica.org/article/the-kushners-freddie-mac-loan-wasnt-just-massive-it-came-with-unusually-good-terms-too
[2] https://www.propublica.org/article/the-cares-act-sent-you-a-1-200-check-but-gave-millionaires-and-billionaires-far-more
[1] https://www.propublica.org/article/different-names-same-address-how-big-businesses-got-government-loans-meant-for-small-businesses?utm_medium=social&utm_source=twitter

Top URLs in Tweet in G7:
[52] https://www.propublica.org/article/texas-border-wall-contracts-land-trump-administration
[6] https://projects.propublica.org/hawaii-beach-loss/
[2] https://www.propublica.org/article/inside-trump-and-barrs-last-minute-killing-spree
[2] https://www.propublica.org/article/those-of-us-who-dont-die-are-going-to-quit-a-crush-of-patients-dwindling-supplies-and-the-nurse-who-lost-hope
[2] https://twitter.com/propublica/status/1344687727208497154?s=19
[1] https://www.propublica.org/article/religious-freedom-policies-trump-administration
[1] https://www.propublica.org/article/how-profit-and-incompetence-delayed-n95-masks-while-people-died-at-the-va
[1] https://www.propublica.org/article/the-secret-absurd-world-of-coronavirus-mask-traders-and-middlemen-trying-to-get-rich-off-government-money
[1] https://twitter.com/barbarastarrcnn/status/1345017762033315840?s=20
[1] https://twitter.com/travisakers/status/1344679420104204296?s=20

Top URLs in Tweet in G8:
[97] https://www.propublica.org/article/the-cares-act-sent-you-a-1-200-check-but-gave-millionaires-and-billionaires-far-more
[1] https://twitter.com/propublica/status/1344916500252139521
[1] https://www.propublica.org/article/those-of-us-who-dont-die-are-going-to-quit-a-crush-of-patients-dwindling-supplies-and-the-nurse-who-lost-hope
[1] https://www.propublica.org/article/inside-the-fall-of-the-cdc
[1] https://twitter.com/propublica/status/1342522733628977157
[1] https://www.propublica.org/article/different-names-same-address-how-big-businesses-got-government-loans-meant-for-small-businesses/amp#click=https://t.co/fEgPhe4az4

Top URLs in Tweet in G9:
[3] https://www.propublica.org/article/obama-and-the-beach-house-loopholes
[2] https://www.propublica.org/article/how-dollar-stores-became-magnets-for-crime-and-killing
[2] https://twitter.com/propublica/status/1344834256221204483
[1] https://twitter.com/propublica/status/1345239396371607555?s=21
[1] https://www.propublica.org/article/sen-david-perdue-sold-his-home-to-a-finance-industry-official-whose-organization-was-lobbying-the-senate
[1] https://twitter.com/i/web/status/1345140137697558528
[1] https://twitter.com/i/web/status/1345133874347651074
[1] https://twitter.com/i/web/status/1344464713111973895
[1] https://www.latimes.com/california/story/2021-01-01/jump-out-boys-win-appeals-after-sheriffs-department-firing
[1] https://twitter.com/i/web/status/1345006261197271040

Top URLs in Tweet in G10:
[2] https://projects.propublica.org/hawaii-beach-loss/
[2] https://www.propublica.org/article/climate-change-will-force-a-new-american-migration
[1] https://twitter.com/loudnoise38/status/1337776494429532162?s=19
[1] https://nyti.ms/3ixJ7Kh
[1] https://trib.al/UFDN6QX
[1] https://publicintegrity.org/inside-publici/newsletters/watchdog-newsletter/how-journalists-documented-americas-inequality-crisis-in-2020/
[1] https://twitter.com/i/web/status/1345279758234505217
[1] https://twitter.com/i/web/status/1345142040598900737
[1] https://twitter.com/i/web/status/1345259149043462144
[1] https://twitter.com/i/web/status/1344304166836039686

Top Domains
Top Domains in Tweet in Entire Graph:
[1287] propublica.org
[836] twitter.com
[88] trib.al
[24] propub.li
[11] apple.news
[4] youtube.com
[3] nytimes.com
[2] paper.li
[2] mountainstatespotlight.org
[2] salon.com

Top Domains in Tweet in G1:
[193] twitter.com
[72] trib.al
[26] propublica.org
[24] propub.li
[4] youtube.com
[2] joyfulheartfoundation.org
[2] nbcnews.com
[1] t.co
[1] thedailybeast.com
[1] rollcall.com

Top Domains in Tweet in G2:
[318] propublica.org
[190] twitter.com
[7] apple.news
[1] facebook.com
[1] trib.al
[1] pressofatlanticcity.com
[1] fortune.com
[1] walmart.com
[1] justice.gov
[1] nytimes.com

Top Domains in Tweet in G3:
[7] propublica.org
[7] twitter.com
[6] trib.al
[1] townandcountrymag.com

Top Domains in Tweet in G4:
[71] propublica.org
[40] twitter.com
[2] mountainstatespotlight.org
[2] trib.al
[1] opb.org
[1] adn.com
[1] nj.gov

Top Domains in Tweet in G5:
[21] twitter.com
[21] propublica.org
[2] salon.com
[2] trib.al
[1] crooksandliars.com
[1] zerohedge.com
[1] subjectio.org
[1] rt.com
[1] washingtontimes.com

Top Domains in Tweet in G6:
[51] propublica.org
[24] twitter.com
[2] apple.news
[2] trib.al
[1] washingtonpost.com

Top Domains in Tweet in G7:
[67] propublica.org
[9] twitter.com
[1] wlrn.org

Top Domains in Tweet in G8:
[100] propublica.org
[2] twitter.com

Top Domains in Tweet in G9:
[15] twitter.com
[9] propublica.org
[1] latimes.com
[1] seattletimes.com

Top Domains in Tweet in G10:
[22] twitter.com
[7] propublica.org
[2] trib.al
[2] publicintegrity.org
[2] nytimes.com
[1] nyti.ms

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[57] covid19
[13] borderwall
[11] smartnews
[11] trumpcrimefamily
[8] trump
[7] lockthemallup
[6] propublica
[4] coronavirus
[4] journalism
[4] abolishice



Top Hashtags in Tweet in G1:
[3] grifterinchief
[2] covid19
[2] trumpvirus
[2] lol
[2] shitholepresident
[2] gophatesus
[2] maga
[1] gaysfortrump
[1] lgbtq
[1] eattherich

Top Hashtags in Tweet in G2:
[10] smartnews
[4] covid19
[4] propublica
[3] alaska
[3] hawaii
[3] abolishice
[2] irs
[2] walmart
[2] oregon
[2] trump

Top Hashtags in Tweet in G3:
[4] fridayfeeling
[3] fridaymotivation
[1] superspreaderevent
[1] covid_19

Top Hashtags in Tweet in G4:
[3] wearamask
[2] covid19
[2] timberwars
[2] akleg
[1] climateemergency
[1] feargod
[1] mementomori
[1] 2021yearofjustice
[1] noaa
[1] propublica

Top Hashtags in Tweet in G5:
[2] nypd
[1] covid19
[1] defundthepolice
[1] abolishthepolice
[1] fail
[1] weneedpolice
[1] chicago

Top Hashtags in Tweet in G6:
[2] gopbetrayedamerica
[1] trumpsatransitiontoprison
[1] ky
[1] ga
[1] mitchdoesntcare
[1] senategop

Top Hashtags in Tweet in G7:
[1] bringbackosha

Top Hashtags in Tweet in G9:
[2] auspol
[2] cdnpoli
[2] nzpol
[2] thorium
[1] gop
[1] maga
[1] politics
[1] change2021
[1] nuclear
[1] advocates

Top Hashtags in Tweet in G10:
[1] 𝙏𝙧π™ͺ𝙒π™₯π™„π™¨π™π™π™šπ™Žπ™¬π™–π™’π™₯
[1] lestweforget
[1] protectworkers
[1] americawillwin

Top Words
Top Words in Tweet in Entire Graph:
[4884] propublica
[824] trump
[676] black
[676] kushner
[626] patients
[568] nurse
[543] supply
[532] companies
[522] more
[520] rate

Top Words in Tweet in G1:
[3534] propublica
[528] trump
[495] black
[453] rate
[443] companies
[442] supply
[436] patients
[432] put
[430] doctor
[429] others

Top Words in Tweet in G2:
[71] those
[70] lost
[70] nurse
[69] don
[69] going
[67] die
[66] quit
[66] supplies
[65] patients
[64] crush

Top Words in Tweet in G3:
[326] donwinslow
[318] kushner
[316] jared
[314] found
[312] 1998
[312] unknown
[312] jersey
[312] high
[312] school
[312] student

Top Words in Tweet in G4:
[199] propublica
[188] charlesornstein
[73] rape
[72] testing
[72] year
[63] kits
[57] oregon
[56] story
[53] years
[53] tonyvschick

Top Words in Tweet in G5:
[153] propublica
[63] scotthech
[58] nypd
[58] awkwordrap
[52] shows
[52] crime
[51] data
[51] spike
[50] decline
[50] peddling

Top Words in Tweet in G6:
[99] propublica
[36] realdonaldtrump
[26] trump
[23] ivankatrump
[18] money
[17] senatemajldr
[10] gop
[9] 000
[9] one
[9] ventilators

Top Words in Tweet in G7:
[67] crewcrew
[52] propublica
[52] probably
[52] imagined
[52] issues
[52] trump's
[52] border
[52] wall
[52] contracts
[21] safetypindaily

Top Words in Tweet in G8:
[97] receipts
[96] ayannapressley
[36] 10
[31] military
[31] industrial
[31] complex
[31] giant
[31] fraud
[31] extracts
[31] resources

Top Words in Tweet in G9:
[40] propublica
[8] trump
[6] cnn
[6] ossoff
[6] black
[5] theatlantic
[5] nbcnews
[5] perduesenate
[4] npr
[4] cbsnews

Top Words in Tweet in G10:
[65] propublica
[21] nytimes
[17] wsj
[15] washingtonpost
[13] climate
[11] 2020
[10] crisis
[10] migration
[10] publicintegrity
[10] 19thnews

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[455] propublica,black
[454] black,patients
[454] patients,losing
[454] losing,limbs
[454] limbs,triple
[454] triple,rate
[454] rate,others
[454] others,doctor
[454] doctor,put
[454] put,billboards

Top Word Pairs in Tweet in G1:
[428] black,patients
[428] patients,losing
[428] losing,limbs
[428] limbs,triple
[428] triple,rate
[428] rate,others
[428] others,doctor
[428] doctor,put
[428] put,billboards
[428] billboards,mississippi

Top Word Pairs in Tweet in G2:
[67] those,don
[66] don,die
[66] die,going
[66] going,quit
[64] crush,patients
[64] patients,dwindling
[64] dwindling,supplies
[63] quit,crush
[63] supplies,nurse
[63] nurse,lost

Top Word Pairs in Tweet in G3:
[312] found,1998
[312] 1998,unknown
[312] unknown,jersey
[312] jersey,high
[312] high,school
[312] school,student
[312] student,jared
[312] jared,looking
[312] looking,colleges
[312] colleges,charles

Top Word Pairs in Tweet in G4:
[61] rape,kits
[53] tonyvschick,robwdavis
[49] timber,tax
[49] tax,cuts
[49] cuts,cost
[49] cost,oregon
[49] oregon,towns
[49] towns,billions
[42] closing,year
[42] year,right

Top Word Pairs in Tweet in G5:
[50] nypd,peddling
[50] peddling,propaganda
[50] propaganda,historic
[50] historic,spike
[50] spike,crime
[50] crime,scotthech
[50] scotthech,data
[50] data,shows
[50] shows,major
[50] major,felonies

Top Word Pairs in Tweet in G6:
[8] pp_represent,propublica
[8] follow,money
[7] harmonica_cafe,propublica
[6] aviberkow45,ivankatrump
[5] propublica,beneficiaries
[5] beneficiaries,ppp
[5] ppp,included
[5] included,lettuce
[5] lettuce,farming
[5] farming,venture

Top Word Pairs in Tweet in G7:
[52] probably,imagined
[52] imagined,issues
[52] issues,trump's
[52] trump's,border
[52] border,wall
[52] wall,contracts
[51] crewcrew,probably
[18] those,die
[18] die,going
[18] going,quit

Top Word Pairs in Tweet in G8:
[96] ayannapressley,receipts
[31] military,industrial
[31] industrial,complex
[31] complex,giant
[31] giant,fraud
[31] fraud,extracts
[31] extracts,resources
[31] resources,destroys
[31] destroys,entire
[31] entire,communities

Top Word Pairs in Tweet in G9:
[4] world,greatest
[3] nbcnews,nbcpolitics
[3] black,guy
[3] guy,whose
[3] whose,video
[3] video,stumping
[3] stumping,trump
[3] trump,polls
[3] polls,went
[3] went,viral

Top Word Pairs in Tweet in G10:
[9] tb_times,19thnews
[9] 19thnews,propublica
[8] america,inequality
[8] inequality,crisis
[8] crisis,widened
[8] widened,2020
[8] 2020,pandemic
[8] pandemic,couldn
[8] couldn,keep
[8] keep,tb_times

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@kylehopkinsak
@dicktofel
@charlesornstein
@realdonaldtrump
@ivankatrump
@smmills1960
@brett_327
@zahiratorres
@aviberkow45

Top Replied-To in G1:
@propublica
@janejohnson8793
@shurtcircuit
@ellen_abbott
@jenny62516570
@albertmendonca
@drdavidst
@jakerz10
@rumi1152
@anyakesey

Top Replied-To in G3:
@propublica
@kheningspeedone
@donwinslow
@davidsonlvrj
@laurie_david

Top Replied-To in G4:
@kylehopkinsak
@charlesornstein
@propublica
@racheldissell
@lovebccanada
@kenwardjr
@deancollins
@sarah_cone
@jeffgoodell
@chasingray

Top Replied-To in G5:
@smmills1960
@propublica
@awkwordrap
@donwinslow
@scotthech
@nydbagredux
@loganjaffe
@crooksandliars
@an_t_farm
@nipplefat2

Top Replied-To in G6:
@propublica
@ivankatrump
@realdonaldtrump
@aviberkow45
@senatemajldr
@nobody0635
@catsocialist
@harmonica_cafe
@nikkihaley
@shearm

Top Replied-To in G7:
@propublica
@maddow
@wvgovernor
@bmt8291
@splcenter
@jennycohn1
@mcahalane

Top Replied-To in G9:
@propublica
@cnn
@garepublicans
@roseclouston
@afp
@abc
@halplotkin
@npr
@waylon_atx
@foxnews

Top Replied-To in G10:
@digiphile
@abautistachavez
@nytimes
@propublica
@highcountrynews
@sosayslucia
@ekbmary
@a_w_h_i_u
@richardfromla
@repmattgaetz

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@donwinslow
@charlesornstein
@claudiastellar
@ayannapressley
@crewcrew
@derekwillis
@scotthech
@loganjaffe
@dicktofel

Top Mentioned in G1:
@propublica
@thanerichard
@ibwellssociety
@orbvious66
@arabellesicardi
@charlesornstein
@loganjaffe
@smmills1960
@marcedelmannyc
@harucoryne

Top Mentioned in G2:
@haroldpbenson1
@risksolutioncon
@davidemurray007
@katerimed

Top Mentioned in G3:
@donwinslow
@propublica
@roshan_rinaldi
@secelainechao
@laurie_david
@kheningspeedone
@rom_talan
@tectonixgeo
@slimpickens2916
@rivalschoolx

Top Mentioned in G4:
@propublica
@charlesornstein
@tonyvschick
@robwdavis
@adndotcom
@kylehopkinsak
@sophiecocke
@kenwardjr
@opb
@ngusletter

Top Mentioned in G5:
@propublica
@scotthech
@awkwordrap
@loganjaffe
@smmills1960
@harucoryne
@tonybriscoe
@propublicail
@crooksandliars

Top Mentioned in G6:
@propublica
@realdonaldtrump
@senatemajldr
@ivankatrump
@pp_represent
@gop
@johncornyn
@harmonica_cafe
@daicing
@catsocialist

Top Mentioned in G7:
@crewcrew
@propublica
@safetypindaily
@aclu
@maddow
@oversightdems
@joebiden
@senkamalaharris
@indivisibleteam
@dicktofel

Top Mentioned in G8:
@ayannapressley
@shahidforchange
@ali_gharib
@propublica
@donwinslow

Top Mentioned in G9:
@propublica
@ossoff
@theatlantic
@nbcnews
@rolandsmartin
@cnn
@msnbc
@npr
@cbsnews
@jaketapper

Top Mentioned in G10:
@propublica
@nytimes
@wsj
@washingtonpost
@19thnews
@publicintegrity
@tb_times
@marsha
@themarkup
@buzzfeednews

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@dichristine
@threadreaderapp
@odio_nao
@rk70534
@bella623
@monicasloves
@mattmurph24
@1denmadrid
@rjber15

Top Tweeters in G1:
@odio_nao
@mattmurph24
@1denmadrid
@thereal_rebel
@_redfrog
@washumom
@rxbun
@homegypsy
@truthglow
@kenkircher1

Top Tweeters in G2:
@coopmike48
@schestowitz
@russelltim151
@alaskarebel
@hardknoxfirst
@criticalanglez
@akaxochi
@plankysmith
@kenikewahine78
@megresistor

Top Tweeters in G3:
@ungubunugu1274
@theresamax
@dovewoman1
@leslielee327
@squirrel1110
@monicarivpin
@broomstick33
@bluedillygal
@kat223
@janattheocean

Top Tweeters in G4:
@dichristine
@billm9
@bannerite
@paxnostrum
@amyayers16
@88seattle61
@deathtocrazy
@wheelsntoys
@laura78703
@dvanhook822

Top Tweeters in G5:
@rk70534
@rjber15
@dgendvil
@mastaofmp3s
@geegeebythesea
@janiecestaton
@valsadie
@americanmom01
@1jasliz
@masky_jay_hoody

Top Tweeters in G6:
@thehill
@tigerbeat
@colourbars
@nypost
@vinylpoodle
@maggienyt
@republicanswine
@sassyblackburn
@pammaccabee
@s3bland57

Top Tweeters in G7:
@bella623
@britpoptarts
@ggg_says
@guardian
@safetypindaily
@penneyewart
@royaleight
@soaprookie
@29361rmsm
@1feralkat

Top Tweeters in G8:
@thepoliticalcat
@justwhatnowwhy
@wellness4you13
@teckiegirl
@aziegler
@metrofla
@kane007
@nartist
@wandainparis
@gabydore

Top Tweeters in G9:
@reuters
@docrocktex26
@rolandsmartin
@bostonglobe
@foxnews
@enardavis1
@politico
@thedailybeast
@abc
@abc7ny

Top Tweeters in G10:
@varun18vijay
@nytimes
@laurendownsouth
@washingtonpost
@usatoday
@wsj
@gma
@tb_times
@ekbmary
@buzzfeednews