Propublica, Twitter, 4/8/2022 1:09:30 PM, 274504
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Propublica_2022-04-08_05-35-12.xlsx
Propublica_2022-04-08_05-35-12.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
April 08, 2022
Short Description:
Propublica via NodeXL https://bit.ly/3v2e8NF
@propublica
@nicolesantacruz
@texastribune
@youranonnews
@intuit
@turbotax
@drvolts
@carrybeyond
@no2hitting
@andrewpduncan2

Top hashtags:
#autopilot
#sigmas22
#arizona
#2yrs
#stl
#dshea
#cuomo
#blacksnow
#sentencingreform

Description:
Description
The graph represents a network of 6,685 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 April 2022 at 12:58 UTC.

The requested start date was Friday, 08 April 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 4-day, 13-hour, 3-minute period from Sunday, 03 April 2022 at 02:31 UTC to Thursday, 07 April 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 : 6685
Unique Edges : 5016
Edges With Duplicates : 13118
Total Edges : 18134
Number of Edge Types : 5
Retweet : 5356
MentionsInRetweet : 7553
Tweet : 963
Replies to : 998
Mentions : 3264
Self-Loops : 1012
Reciprocated Vertex Pair Ratio : 0.0138728323699422
Reciprocated Edge Ratio : 0.0273660205245154
Connected Components : 720
Single-Vertex Connected Components : 442
Maximum Vertices in a Connected Component : 5067
Maximum Edges in a Connected Component : 16014
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.418758
Graph Density : 0.000215900886565535
Modularity : 0.443734
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,685 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 April 2022 at 12:58 UTC.

The requested start date was Friday, 08 April 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 4-day, 13-hour, 3-minute period from Sunday, 03 April 2022 at 02:31 UTC to Thursday, 07 April 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:
[129] https://www.propublica.org/article/the-invisible-hand-of-steve-twist
[84] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[67] https://www.propublica.org/article/texas-border-operation-is-meant-to-deter-cartels-and-smugglers-more-often-it-imprisons-lone-men-for-trespassing
[61] https://www.propublica.org/article/national-debt-trump
[50] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[50] https://www.propublica.org/article/what-increasingly-partisan-and-venomous-wisconsin-school-board-races-reveal-about-american-elections
[44] https://www.propublica.org/article/hell-at-abbey-gate-chaos-confusion-and-death-in-the-final-days-of-the-war-in-afghanistan
[22] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up
[21] https://www.propublica.org/article/meet-propublicas-2022-student-conference-stipend-recipients
[19] https://www.propublica.org/article/infamous-russian-troll-farm-appears-to-be-source-of-anti-ukraine-propaganda

Top URLs in Tweet in G1:
[14] https://twitter.com/propublica/status/1511373869705216003
[9] https://www.pbs.org/wgbh/frontline/film/plot-to-overturn-the-election/
[7] https://propub.li/3v451fI
[6] https://www.propublica.org/article/meet-propublicas-2022-student-conference-stipend-recipients
[6] https://www.propublica.org/series/the-secret-irs-files
[5] https://propub.li/3HKhF8J
[5] https://www.propublica.org/article/what-increasingly-partisan-and-venomous-wisconsin-school-board-races-reveal-about-american-elections
[4] https://www.propublica.org/article/the-invisible-hand-of-steve-twist
[4] https://www.propublica.org/article/texas-border-operation-is-meant-to-deter-cartels-and-smugglers-more-often-it-imprisons-lone-men-for-trespassing
[3] https://twitter.com/propublica/status/1511555538638811139

Top URLs in Tweet in G2:
[42] https://www.propublica.org/article/the-invisible-hand-of-steve-twist
[7] https://www.propublica.org/article/meet-propublicas-2022-student-conference-stipend-recipients
[3] https://www.transparencyusa.org/az/donor/steve-twist/?cycle=2017-to-now
[2] https://www.propublica.org/jobs/news-apps-developer
[2] https://twitter.com/nicolesantacruz/status/1511404522421174276
[2] https://www.propublica.org/series/the-secret-irs-files
[2] https://www.propublica.org/article/what-increasingly-partisan-and-venomous-wisconsin-school-board-races-reveal-about-american-elections
[2] https://www.azcentral.com/story/news/politics/elections/2022/03/24/who-republican-democrats-running-maricopa-county-attorney/7136312001/
[2] https://www.propublica.org/article/texas-border-operation-is-meant-to-deter-cartels-and-smugglers-more-often-it-imprisons-lone-men-for-trespassing
[1] https://twitter.com/schwanksta/status/1511389671502368775

Top URLs in Tweet in G3:
[56] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[20] https://www.propublica.org/article/national-debt-trump
[7] https://www.propublica.org/article/ivanka-donald-trump-jr-close-to-being-charged-felony-fraud
[4] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[3] https://www.epi.org/blog/as-investment-continues-to-decline-the-trump-tax-cuts-remain-nothing-but-a-handout-to-the-rich/
[3] https://www.propublica.org/article/the-fbi-is-investigating-massive-embezzlement-of-border-patrol-union-funds
[2] https://www.propublica.org/article/trumps-trillion-dollar-hit-to-homeowners
[2] https://www.citizensforethics.org/reports-investigations/crew-investigations/jared-and-ivanka-made-up-to-640-million-in-the-white-house/
[2] https://twitter.com/no2hitting/status/1510618520987570183
[2] https://twitter.com/propublica/status/1511555538638811139

Top URLs in Tweet in G4:
[8] https://www.propublica.org/article/texas-border-operation-is-meant-to-deter-cartels-and-smugglers-more-often-it-imprisons-lone-men-for-trespassing
[6] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up
[5] https://www.propublica.org/article/hell-at-abbey-gate-chaos-confusion-and-death-in-the-final-days-of-the-war-in-afghanistan
[4] https://bit.ly/3DBzyoK
[3] https://www.propublica.org/article/the-invisible-hand-of-steve-twist
[2] https://www.ire.org/announcing-the-2021-ire-award-winners/
[2] https://propub.li/3v451fI
[1] https://bit.ly/3jc4h2c
[1] https://bit.ly/3uhNlOu
[1] https://think.kera.org/2022/04/07/texas-is-spending-border-security-funds-far-from-the-border/

Top URLs in Tweet in G5:
[63] https://www.propublica.org/article/the-invisible-hand-of-steve-twist
[33] https://www.propublica.org/article/texas-border-operation-is-meant-to-deter-cartels-and-smugglers-more-often-it-imprisons-lone-men-for-trespassing
[26] https://www.propublica.org/article/hell-at-abbey-gate-chaos-confusion-and-death-in-the-final-days-of-the-war-in-afghanistan
[21] https://www.propublica.org/article/what-increasingly-partisan-and-venomous-wisconsin-school-board-races-reveal-about-american-elections
[9] https://www.propublica.org/article/how-your-shadow-credit-score-could-decide-whether-you-get-an-apartment
[9] https://twitter.com/propublica/status/1511287639151886344
[8] https://www.propublica.org/article/citing-propublicas-reporting-on-mckinsey-senators-propose-bill-addressing-contractors-conflicts-of-interest
[8] https://twitter.com/propublica/status/1511143656966823944
[7] https://www.propublica.org/article/shes-supposed-to-protect-americans-from-toxic-chemicals-first-she-just-has-to-fix-trumps-mess-and-decades-of-neglect
[6] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free

Top URLs in Tweet in G6:
[4] https://www.propublica.org/article/the-invisible-hand-of-steve-twist
[3] https://taskandpurpose.com/news/abbey-gate-bombing-afghanistan-investigation/
[2] https://www.propublica.org/article/texas-border-operation-is-meant-to-deter-cartels-and-smugglers-more-often-it-imprisons-lone-men-for-trespassing
[2] https://www.propublica.org/article/what-increasingly-partisan-and-venomous-wisconsin-school-board-races-reveal-about-american-elections
[2] https://www.propublica.org/article/washington-state-budgets-1-6-million-for-study-and-removal-of-toxic-lights
[2] https://www.propublica.org/article/shes-supposed-to-protect-americans-from-toxic-chemicals-first-she-just-has-to-fix-trumps-mess-and-decades-of-neglect
[2] https://www.propublica.org/article/hell-at-abbey-gate-chaos-confusion-and-death-in-the-final-days-of-the-war-in-afghanistan
[2] https://www.propublica.org/series/the-secret-irs-files
[1] https://twitter.com/sigmaawards/status/1512043808913264641
[1] https://twitter.com/propublica/status/1511373869705216003

Top URLs in Tweet in G7:
[1] https://twitter.com/propublica/status/1511944526096744449?s=20&t=_dWbQyxmO8tz57T0d-oRng
[1] https://twitter.com/propublica/status/1511555538638811139
[1] https://twitter.com/propublica/status/1511106682151227393
[1] https://www.texastribune.org/2022/03/23/north-texas-superintendent-targets-books-about-transgender-people/
[1] https://www.mi6rogue.com/blog

Top URLs in Tweet in G8:
[2] https://projects.propublica.org/politwoops/tweet/1511821026048548873
[1] https://www.propublica.org/article/shes-supposed-to-protect-americans-from-toxic-chemicals-first-she-just-has-to-fix-trumps-mess-and-decades-of-neglect
[1] https://twitter.com/jdanbishop/status/1511823876606595076
[1] https://twitter.com/schwanksta/status/1511015935418806276
[1] https://projects.propublica.org/politwoops/tweet/1511012530784772105
[1] https://www.propublica.org/article/in-the-ukraine-conflict-fake-fact-checks-are-being-used-to-spread-disinformation
[1] https://twitter.com/propublica/status/1181320870637314048
[1] https://www.propublica.org/article/secret-border-patrol-facebook-group-agents-joke-about-migrant-deaths-post-sexist-memes/amp
[1] https://twitter.com/BPUnion/status/1509954810111479811
[1] https://www.propublica.org/article/after-a-year-of-investigation-the-border-patrol-has-little-to-say-about-agents-misogynistic-and-racist-facebook-group

Top URLs in Tweet in G9:
[2] https://www.propublica.org/article/how-your-shadow-credit-score-could-decide-whether-you-get-an-apartment
[2] https://projects.propublica.org/represent/members/L000588-conor-lamb
[1] https://www.propublica.org/article/meet-propublicas-2022-student-conference-stipend-recipients
[1] https://propub.li/3HKhF8J
[1] https://propub.li/3v451fI
[1] https://twitter.com/julianrouth/status/1511046371935141891
[1] https://twitter.com/propublica/status/1510719044147630088
[1] https://www.nytimes.com/2021/05/20/magazine/extended-stay-hotels.amp.html

Top URLs in Tweet in G10:
[1] https://www.propublica.org/article/we-found-over-700-doctors-who-were-paid-more-than-a-million-dollars-by-drug-and-medical-device-companies
[1] https://www.propublica.org/article/lets-recall-what-exactly-paul-manafort-and-rudy-giuliani-were-doing-in-ukraine
[1] https://projects.propublica.org/parler-capitol-videos/

Top Domains
Top Domains in Tweet in Entire Graph:
[1215] propublica.org
[313] twitter.com
[126] propub.li
[29] bit.ly
[15] pbs.org
[11] buff.ly
[10] youtube.com
[10] texastribune.org
[10] nymag.com
[9] npr.org

Top Domains in Tweet in G1:
[114] propub.li
[60] twitter.com
[59] propublica.org
[12] pbs.org
[8] trib.al
[5] youtube.com
[5] buff.ly
[2] bit.ly
[2] facebook.com
[1] sigmaawards.org

Top Domains in Tweet in G2:
[67] propublica.org
[7] twitter.com
[3] transparencyusa.org
[3] azcentral.com
[1] buff.ly
[1] brookings.edu
[1] classy.org
[1] maricopa.gov

Top Domains in Tweet in G3:
[109] propublica.org
[18] twitter.com
[3] epi.org
[2] citizensforethics.org
[1] theweek.com
[1] cnbc.com
[1] gq.com
[1] nationalpost.com
[1] bostonreview.net
[1] forbes.com

Top Domains in Tweet in G4:
[30] propublica.org
[9] twitter.com
[6] bit.ly
[4] themarshallproject.org
[4] texastribune.org
[3] ire.org
[3] buff.ly
[2] propub.li
[1] kera.org
[1] indianz.com

Top Domains in Tweet in G5:
[364] propublica.org
[122] twitter.com
[4] lnkd.in
[4] propub.li
[4] classy.org
[3] bit.ly
[2] co.uk
[2] texastribune.org
[2] apple.news
[2] axios.com

Top Domains in Tweet in G6:
[26] propublica.org
[10] twitter.com
[3] taskandpurpose.com
[2] alive-in.org
[1] nytimes.com
[1] washingtonpost.com
[1] propub.li
[1] buff.ly
[1] unc.edu
[1] mit.edu

Top Domains in Tweet in G7:
[3] twitter.com
[1] texastribune.org
[1] mi6rogue.com

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

Top Domains in Tweet in G9:
[5] propublica.org
[2] propub.li
[2] twitter.com
[1] nytimes.com

Top Domains in Tweet in G10:
[3] propublica.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[25] autopilot
[21] sigmas22
[12] arizona
[11] 2yrs
[10] stl
[9] dshea
[9] cuomo
[8] blacksnow
[8] sentencingreform
[7] bidenboom



Top Hashtags in Tweet in G1:
[6] huganewspersonday
[5] aajakudos
[3] ijf22
[3] aaja22
[2] morelatinosinnews
[2] press
[2] feedly
[2] us
[2] afghanistan
[1] sigmas22

Top Hashtags in Tweet in G2:
[10] arizona
[8] sentencingreform
[2] arizonamassincarceration
[2] propublica
[1] journalists
[1] deathpenalty
[1] environmentalracism
[1] criminaljustice
[1] marxist

Top Hashtags in Tweet in G3:
[25] autopilot
[11] 2yrs
[9] dshea
[9] cuomo
[7] bidenboom
[3] stopthedelaysandcoverups
[2] blackcivilrightsmatter
[2] endq
[2] howthisok
[2] eritrea

Top Hashtags in Tweet in G4:
[5] operationlonestar
[3] ireawards
[3] betoforgovernor
[2] txlege
[2] cisionmediamove
[2] failure
[1] abbottfailstexasdaily
[1] sej2022
[1] texasfreeze
[1] texasdeservesbetter

Top Hashtags in Tweet in G5:
[5] forwardparty
[5] representus
[3] politics
[3] uspolitics
[3] stevetwist
[3] texas
[2] smartnews
[2] cruel
[2] welfare
[2] southwest

Top Hashtags in Tweet in G6:
[1] awards
[1] longreads
[1] longform

Top Hashtags in Tweet in G7:
[1] election2022

Top Hashtags in Tweet in G8:
[1] nc04

Top Words
Top Words in Tweet in Entire Graph:
[4083] propublica
[577] state
[526] nicolesantacruz
[508] operation
[503] more
[501] border
[466] back
[458] lone
[455] trump
[454] rate

Top Words in Tweet in G1:
[2266] propublica
[207] frontlinepbs
[196] people
[193] election
[190] trump
[190] overturn
[174] school
[173] more
[170] œplot
[168] year

Top Words in Tweet in G2:
[478] nicolesantacruz
[378] az
[372] state
[365] incarceration
[358] rate
[357] back
[355] country
[354] kept
[353] learned
[352] highest

Top Words in Tweet in G3:
[245] turbotax
[214] taxes
[201] intuit
[198] free
[176] countries
[158] wealthy
[154] spent
[153] online
[151] pogue
[151] makes

Top Words in Tweet in G4:
[404] propublica
[367] texastribune
[258] operation
[256] border
[236] lone
[224] star
[184] mission
[184] combat
[177] abbott
[173] drug

Top Words in Tweet in G5:
[100] propublica
[58] more
[55] steve
[52] twist
[51] invisible
[51] hand
[47] border
[38] texasâ
[37] school
[37] operation

Top Words in Tweet in G6:
[205] propublica
[78] charlesornstein
[69] bandler_james
[69] tax
[67] pikettylemonde
[65] more
[57] income
[53] pay
[53] federal
[53] compared

Top Words in Tweet in G7:
[168] install
[156] youranonnews
[156] figure
[156] care
[156] wait
[156] find
[156] david
[156] duke's
[156] stated
[156] plan

Top Words in Tweet in G8:
[99] trump
[98] enormous
[98] amount
[98] biden
[98] administration
[98] energy
[98] devoted
[98] rebuilding
[98] agencies
[98] destroyed

Top Words in Tweet in G9:
[102] score
[100] hvogell
[96] credit
[94] smithreports
[92] federal
[92] scoring
[91] make
[90] comes
[90] regulators
[90] monitor

Top Words in Tweet in G10:
[3] lifenyc2
[2] jbizzy6969
[2] hrt6017
[2] howienudet
[2] huckleberry1023
[2] klee34036780
[2] huntersartwork
[2] lostandlovinit
[2] shellyrkirchoff
[2] petersarlene

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[393] incarceration,rate
[391] highest,incarceration
[390] moved,back
[390] back,az
[390] az,learned
[390] learned,state
[390] state,fifth
[390] fifth,highest
[390] rate,country
[390] country,kept

Top Word Pairs in Tweet in G1:
[170] œplot,overturn
[160] trump,supporters
[151] overturn,election
[138] frontline,propublica
[133] election,frontline
[125] frontlinepbs,œplot
[103] propublica,examine
[103] examine,handful
[103] handful,people
[103] people,outsized

Top Word Pairs in Tweet in G2:
[353] incarceration,rate
[351] moved,back
[351] back,az
[351] az,learned
[351] learned,state
[351] state,fifth
[351] fifth,highest
[351] highest,incarceration
[351] rate,country
[351] country,kept

Top Word Pairs in Tweet in G3:
[153] wealthy,countries
[151] countries,taxes
[151] taxes,online
[151] online,free
[151] free,intuit
[151] intuit,makes
[151] makes,turbotax
[151] turbotax,spent
[150] pogue,wealthy
[150] spent,2â

Top Word Pairs in Tweet in G4:
[224] lone,star
[220] operation,lone
[184] border,mission
[159] greg,abbott
[158] gov,greg
[132] dollar,border
[131] abbott,multibillion
[131] multibillion,dollar
[131] mission,operation
[131] star,intended

Top Word Pairs in Tweet in G5:
[52] steve,twist
[51] invisible,hand
[50] hand,steve
[35] border,operation
[35] operation,meant
[35] meant,deter
[35] deter,cartels
[35] cartels,smugglers
[35] smugglers,more
[35] more,imprisons

Top Word Pairs in Tweet in G6:
[50] income,tax
[49] federal,income
[48] citing,propublicaâ
[48] propublicaâ,probe
[48] probe,pikettylemonde
[48] pikettylemonde,notes
[48] notes,œbillionaires
[48] œbillionaires,pay
[48] pay,zero
[48] zero,federal

Top Word Pairs in Tweet in G7:
[156] figure,care
[156] care,wait
[156] wait,find
[156] find,david
[156] david,duke's
[156] duke's,stated
[156] stated,plan
[156] plan,train
[156] train,install
[156] install,kkk

Top Word Pairs in Tweet in G8:
[98] enormous,amount
[98] amount,biden
[98] biden,administration
[98] administration,energy
[98] energy,devoted
[98] devoted,rebuilding
[98] rebuilding,agencies
[98] agencies,trump
[98] trump,destroyed
[97] drvolts,enormous

Top Word Pairs in Tweet in G9:
[92] credit,score
[91] smithreports,hvogell
[90] hvogell,comes
[90] comes,credit
[90] score,federal
[90] federal,regulators
[90] regulators,monitor
[90] monitor,scoring
[90] scoring,methods
[90] methods,make

Top Word Pairs in Tweet in G10:
[2] shellyrkirchoff,petersarlene
[2] petersarlene,natfortrump2024
[2] natfortrump2024,vincegottalotta
[2] vincegottalotta,vinniediego
[2] vinniediego,najjar_richard
[2] najjar_richard,ronfancy
[2] tastymorsel6,jimaw63
[2] jimaw63,vickibevins
[2] vickibevins,angry_mema
[2] angry_mema,godslightangel7

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@nicolesantacruz
@texastribune
@jmdjacobs
@frontlinepbs
@eisingerj
@jsmccullou
@dsafavianesq
@turbotax
@potus

Top Replied-To in G1:
@propublica
@jmdjacobs
@frontlinepbs
@tamiafowlkes
@javibuckets
@carmen7graciela
@potter_black
@alexip718
@julianrberger
@jdcocchiarella

Top Replied-To in G2:
@nicolesantacruz
@dsafavianesq
@propublica
@linusisaacs
@phx_marilyn
@vetjuspro
@laurieroberts
@schwanksta
@esposition
@lofoir

Top Replied-To in G3:
@turbotax
@potus
@nycmayor
@thejusticedept
@jim_jordan
@joebiden
@teamturbotax
@propublica
@barackobama
@rncresearch

Top Replied-To in G4:
@texastribune
@propublica
@jsmccullou
@sewellchan
@marshallproj
@perla_trevizo
@trollinjabronis
@usafgrannyvet
@gregabbott_tx
@kerathink

Top Replied-To in G5:

Top Replied-To in G6:
@propublica
@eisingerj
@ubi4uandi
@djmedinah
@bandler_james
@jinatx
@thomasm38890121
@kodachromist
@valeriestone
@cjpastore2

Top Replied-To in G7:
@youranonnews
@jaldous

Top Replied-To in G9:
@hvogell
@smithreports
@carly_dani_
@propublica
@tify330

Top Replied-To in G10:
@jalan21813286
@izmks44
@tetraqammon

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@nicolesantacruz
@texastribune
@turbotax
@frontlinepbs
@intuit
@youranonnews
@pogue
@marshallproj

Top Mentioned in G1:
@propublica
@frontlinepbs
@lastweektonight
@buzzfeednews
@clemsonhub
@charlesornstein
@solomonscafe13
@mlk50memphis
@texastribune
@nahj

Top Mentioned in G2:
@nicolesantacruz
@propublica
@schwanksta
@phx_marilyn
@laurieroberts
@ndn_dosborn
@markolalde
@dillonreedrose
@dougducey

Top Mentioned in G3:
@turbotax
@intuit
@pogue
@propublica
@potus
@teamturbotax
@nyclu
@cnn
@vp
@jsrailton

Top Mentioned in G4:
@propublica
@texastribune
@marshallproj
@jsmccullou
@ire_nicar
@nbcnews
@sewellchan
@perla_trevizo
@zahiratorres
@govabbott

Top Mentioned in G5:
@wydmindfeersart
@likesmixednuts
@luigi_warren
@atlpartycrasher
@lynxotic1
@pcribbett
@yodastwitmoacct
@blackrepublican

Top Mentioned in G6:
@propublica
@charlesornstein
@pikettylemonde
@bandler_james
@paulkiel
@lydiadepillis
@eisingerj
@aliveinafg
@jeffernsthausen

Top Mentioned in G7:
@youranonnews
@propublica
@jaldous
@mi6rogue
@anjeanettedamon
@clemsonhub
@charlesornstein
@roxy_mojo
@texastribune
@nicolesantacruz

Top Mentioned in G8:
@drvolts
@tusk81
@propublica
@gmikewebb
@repdanbishop
@derekwillis
@nidaallam
@texastribune
@nicolesantacruz
@frontlinepbs

Top Mentioned in G9:
@hvogell
@smithreports
@propublica
@tify330
@carly_dani_
@nicolesantacruz
@frontlinepbs
@lastweektonight
@buzzfeednews
@texastribune

Top Mentioned in G10:
@lifenyc2
@jbizzy6969
@hrt6017
@howienudet
@huckleberry1023
@klee34036780
@huntersartwork
@lostandlovinit
@shellyrkirchoff
@petersarlene

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@dichristine
@robinsnewswire
@s9tmt
@mattmurph24
@_redfrog
@yarosisnancy
@bannerite
@lizditz
@bunrxm

Top Tweeters in G1:
@missb62
@dichristine
@_redfrog
@bannerite
@bunrxm
@coopmike48
@1loriking
@pollsstar
@jjj5819
@missnisha6849

Top Tweeters in G2:
@mattmurph24
@russelltim151
@metaquest
@saintwalker98
@sba1211
@bbkenn92
@broomstick33
@cynicalvision50
@iamjoetrudeau
@laurahennesse11

Top Tweeters in G3:
@ungubunugu1274
@jmhamiltonblog
@rcrockett
@businessinsider
@bbcnews
@ronsupportsyou
@nypost
@foxnews
@dianeeugenio
@jax6655

Top Tweeters in G4:
@lechatnoire4
@sallyagale
@cheryl_marlin
@noybsk2017
@tates5a
@cmargaronis
@shareitarie10
@zentaoprincess
@lauriespoon
@knight201701

Top Tweeters in G5:
@robinsnewswire
@backstorymom1
@dgendvil
@miss_placed_
@roripierpont1
@usrealitycheck
@npsusa
@gregmroscoe
@blackrepublican
@kat223

Top Tweeters in G6:
@marciabunney
@eilonwy24
@suestroud
@alwaysthinkhow
@kw1979
@protectingterra
@theriverwanders
@dazyjane410
@redhed67
@ballerinax

Top Tweeters in G7:
@s9tmt
@yarosisnancy
@youranonriots
@didifrench
@my2twh
@kevtkel
@cb765
@perpetual_now
@daisybelll
@susankheflin

Top Tweeters in G8:
@lizditz
@cnbsnana
@sailorpsy
@povediitz
@mampdx
@girlfuturist
@denicolo_chuck
@flanigancolette
@decotodd
@davidcoleaia

Top Tweeters in G9:
@marthalynneowe1
@samhainnight
@estarianne
@avonan
@masky_jay_hoody
@deemoney521
@suescoby
@notacquiescing
@crystal4obama
@nobiggovduh

Top Tweeters in G10:
@thereseosulliv2
@michellmybell1
@vincegottalotta
@ladyoftheocean1
@instinctnaturel
@klee34036780
@42gnome
@liewbob
@merry_hippie
@jimaw63


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