stimulus checks, Twitter, 5/14/2020 4:22:22 PM, 226721


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stimulus checks Twitter NodeXL SNA Map and Report for Thursday, 14 May 2020 at 12:05 UTC
stimulus checks Twitter NodeXL SNA Map and Report for Thursday, 14 May 2020 at 12:05 UTC
From:
docassar
Uploaded on:
May 14, 2020
Short Description:
stimulus checks via NodeXL https://bit.ly/3cy2j7C
@realjameswoods
@cnn
@indiana7jones
@realdonaldtrump
@nbcnews
@dismisstrump
@greatscott1991
@repleezeldin
@cbsnews
@speakerpelosi

Top hashtags:
#bitcoin
#covid19
#stimuluschecks
#coronavirus
#stimulus
#foxnews

Description:
Description
The graph represents a network of 18,407 Twitter users whose recent tweets contained "stimulus checks", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 14 May 2020 at 12:39 UTC.

The tweets in the network were tweeted over the 1-day, 10-hour, 58-minute period from Wednesday, 13 May 2020 at 01:06 UTC to Thursday, 14 May 2020 at 12:04 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 : 18407
Unique Edges : 20211
Edges With Duplicates : 1159
Total Edges : 21370
Number of Edge Types : 5
Tweet : 2745
Replies to : 1731
Mentions : 1629
Retweet : 13860
MentionsInRetweet : 1405
Self-Loops : 2819
Reciprocated Vertex Pair Ratio : 0.0033107101473266
Reciprocated Edge Ratio : 0.00659957102788319
Connected Components : 2736
Single-Vertex Connected Components : 1665
Maximum Vertices in a Connected Component : 13281
Maximum Edges in a Connected Component : 16259
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.370517
Graph Density : 5.3668951242813E-05
Modularity : 0.823603
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 18,407 Twitter users whose recent tweets contained "stimulus checks", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 14 May 2020 at 12:39 UTC.

The tweets in the network were tweeted over the 1-day, 10-hour, 58-minute period from Wednesday, 13 May 2020 at 01:06 UTC to Thursday, 14 May 2020 at 12:04 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 : TwitterSearch
Graph Term : stimulus checks
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[141] https://www.cbsnews.com/news/stimulus-check-delays-20-million-waiting-coronavirus-pandemic/?ftag=CNM-00-10aab7e&linkId=88526392
[133] https://www.nbcnews.com/politics/congress/house-democrats-push-new-round-stimulus-checks-coronavirus-bill-n1205421
[114] https://www.foxnews.com/politics/democrats-3t-coronavirus-relief-bill-extends-stimulus-checks-certain-undocumented-immigrants
[99] https://www.forbes.com/sites/kellyphillipserb/2020/05/12/massive-house-bill-includes-new--improved-stimulus-checks-expanded-jobless-benefits-and-tax-relief/
[78] https://www.cnbc.com/2020/05/12/house-democrats-stimulus-bill-includes-a-second-round-of-1200-checks.html
[46] https://www.cbsnews.com/news/stimulus-checks-social-security-recipients-beginning-friday/
[46] https://finance.yahoo.com/news/you-may-soon-receive-additional-covid-19-stimulus-checks-from-uncle-sam-goldman-sachs-181052470.html
[45] https://www.cbsnews.com/news/20-million-stimulus-checks-still-waiting/
[42] https://www.huffpost.com/entry/irs-stimulus-checks-get-my-payment_n_5eba49e7c5b68f80c04c6eaf
[38] https://news.bitcoin.com/new-3-trillion-coronavirus-relief-bill-second-stimulus-checks/

Top URLs in Tweet in G1:
[9] https://www.foxnews.com/politics/democrats-3t-coronavirus-relief-bill-extends-stimulus-checks-certain-undocumented-immigrants
[2] https://www.foxnews.com/politics/democrats-3t-coronavirus-relief-bill-extends-stimulus-checks-certain-undocumented-immigrants.amp?__twitter_impression=true
[1] https://www.forbes.com/sites/kellyphillipserb/2020/05/12/massive-house-bill-includes-new--improved-stimulus-checks-expanded-jobless-benefits-and-tax-relief/
[1] https://www.foxnews.com/politics/house-democrats-new-coronavirus-relief-bill
[1] https://twitter.com/donaldrusso994/status/1260442431964807172

Top URLs in Tweet in G2:
[52] https://www.forbes.com/sites/kellyphillipserb/2020/05/12/massive-house-bill-includes-new--improved-stimulus-checks-expanded-jobless-benefits-and-tax-relief/
[49] https://www.cnbc.com/2020/05/12/house-democrats-stimulus-bill-includes-a-second-round-of-1200-checks.html
[34] https://www.nbcnews.com/politics/congress/house-democrats-push-new-round-stimulus-checks-coronavirus-bill-n1205421
[27] https://www.foxnews.com/politics/democrats-3t-coronavirus-relief-bill-extends-stimulus-checks-certain-undocumented-immigrants
[24] https://finance.yahoo.com/news/you-may-soon-receive-additional-covid-19-stimulus-checks-from-uncle-sam-goldman-sachs-181052470.html
[22] https://www.cbsnews.com/news/stimulus-checks-social-security-recipients-beginning-friday/
[20] https://www.cnbc.com/2020/05/12/house-democrats-stimulus-bill-includes-a-second-round-of-1200-checks.html?__source=sharebar|twitter&par=sharebar
[19] https://www.foxnews.com/politics/house-democrats-new-coronavirus-relief-bill
[13] https://news.bitcoin.com/new-3-trillion-coronavirus-relief-bill-second-stimulus-checks/
[9] https://www.cbsnews.com/news/20-million-stimulus-checks-still-waiting/

Top URLs in Tweet in G3:
[2] https://www.nbcnews.com/politics/congress/house-democrats-push-new-round-stimulus-checks-coronavirus-bill-n1205421

Top URLs in Tweet in G4:
[2] https://chicago.suntimes.com/politics/2020/5/12/21255954/coronavirus-stimulus-check-mixed-status-families-immigration-lawyers-cares-act-exclusion
[2] https://www.kmbc.com/article/why-stimulus-checks-wont-be-taxed-but-unemployment-benefits-will-be-1/32441622?utm_campaign=snd-autopilot
[2] https://www.wlky.com/article/why-stimulus-checks-wont-be-taxed-but-unemployment-benefits-will-be-1/32441622?utm_campaign=snd-autopilot
[1] https://trib.al/LvjaW0h
[1] https://www.independent.co.uk/news/world/americas/us-politics/second-stimulus-checks-more-money-coronavirus-payment-trump-democrat-republican-a9513106.html
[1] https://www.independent.co.uk/news/world/americas/coronavirus-stimulus-checks-millionaires-wealthy-tax-break-loophole-a9466476.html
[1] https://chicago.suntimes.com/politics/2020/5/12/21255954/coronavirus-stimulus-check-mixed-status-families-immigration-lawyers-cares-act-exclusion?utm_campaign=chicago.suntimes&utm_content=entry&utm_medium=social&utm_source=twitter
[1] https://wgntv.com/news/coronavirus/house-unveils-3-trillion-virus-bill-including-second-round-of-stimulus-checks-state-aid/?taid=5ebbb137731afd0001c766c6&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://wgntv.com/news/coronavirus/house-unveils-3-trillion-virus-bill-including-second-round-of-stimulus-checks-state-aid/?taid=5ebb71cf3e01670001c548d6&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://www.cnn.com/2020/05/11/politics/stimulus-checks-unemployment-benefits-taxes/index.html

Top URLs in Tweet in G5:
[2] https://www.kgw.com/article/news/local/2-wants-to-know/stimulus-payment-ssi-social-security-administration-irs-checks-may-13/83-fb3f9b55-352b-4385-b6a0-8bf00face6a2?utm_campaign=snd-autopilot
[1] https://twitter.com/jsolomonReports/status/1260322642755751941
[1] https://www.foxnews.com/politics/democrats-3t-coronavirus-relief-bill-extends-stimulus-checks-certain-undocumented-immigrants

Top URLs in Tweet in G6:
[16] https://www.foxnews.com/politics/democrats-3t-coronavirus-relief-bill-extends-stimulus-checks-certain-undocumented-immigrants
[13] https://www.usatoday.com/story/news/politics/2020/05/12/coronavirus-democratic-stimulus-includes-checks-money-states/3116544001/
[7] https://www.cnbc.com/2020/05/12/house-democrats-stimulus-bill-includes-a-second-round-of-1200-checks.html
[5] https://www.foxnews.com/politics/house-democrats-new-coronavirus-relief-bill
[5] https://www.nbcnews.com/politics/congress/house-democrats-push-new-round-stimulus-checks-coronavirus-bill-n1205421
[5] https://www.cbsnews.com/news/20-million-stimulus-checks-still-waiting/
[3] https://trib.al/Usag0Dx
[3] https://www.cbsnews.com/news/united-states-mnuchin-sued-stimulus-checks-immigrants-children/
[3] https://www.foxnews.com/politics/democrats-3t-coronavirus-relief-bill-extends-stimulus-checks-certain-undocumented-immigrants.amp?__twitter_impression=true
[2] https://www.forbes.com/sites/kellyphillipserb/2020/05/12/massive-house-bill-includes-new--improved-stimulus-checks-expanded-jobless-benefits-and-tax-relief/amp/

Top URLs in Tweet in G7:
[1] https://www.nbcnews.com/politics/congress/house-democrats-push-new-round-stimulus-checks-coronavirus-bill-n1205421
[1] https://www.cbsnews.com/news/stimulus-check-delays-20-million-waiting-coronavirus-pandemic/?ftag=CNM-00-10aab7e&linkId=88526392

Top URLs in Tweet in G8:
[8] https://www.actforamerica.org/action/illegalbailout
[1] https://twitter.com/SpeakerPelosi/status/1260376812103892993
[1] https://www.foxnews.com/politics/democrats-3t-coronavirus-relief-bill-extends-stimulus-checks-certain-undocumented-immigrants
[1] https://www.trump-traiin.com/2020/05/democrats-3t-coronavirus-relief-bill.html
[1] https://www.forbes.com/sites/wesleywhistle/2020/05/12/pelosi-proposes-1200-stimulus-checks-10000-student-loan-forgiveness-and-money-for-colleges/
[1] https://www.forbes.com/sites/terinaallen/2020/05/11/the-2000-second-stimulus-check-what-americans-say-about-it/
[1] https://www.nj.com/coronavirus/2020/05/more-stimulus-checks-added-unemployment-payments-nj-property-tax-relief-in-new-house-bill.html

Top URLs in Tweet in G9:
[6] https://www.foxnews.com/politics/democrats-3t-coronavirus-relief-bill-extends-stimulus-checks-certain-undocumented-immigrants
[3] https://www.politico.com/news/2020/05/01/irs-mistakenly-sends-stimulus-checks-to-foreign-workers-228974
[2] https://www.newsbreak.com/news/0P2aBlrt/answered-when-will-ssi-recipients-get-stimulus-checks?s=oldSite&ss=a2
[2] https://www.youtube.com/watch?v=ifzgHviHPYo&feature=youtu.be

[2] https://www.fastcompany.com/90504667/second-stimulus-checks-update-heres-the-latest-as-democrats-push-for-more-payments
[2] https://fortune.com/2020/05/11/irs-stimulus-check-2020-status-tracker-update-get-my-payment-checks-amount-when-child-credit-reduced-faq/
[1] https://twitter.com/DeItaOne/status/1260901935005290496
[1] https://www.forbes.com/sites/sarahhansen/2020/05/12/democrats-just-released-a-3-trillion-stimulus-wish-list-including-another-round-of-1200-checks/?utm_source=TWITTER&utm_medium=social&utm_content=3338363771&utm_campaign=sprinklrForbesMainTwitter#67bab4235959
[1] https://www.huffpost.com/entry/irs-stimulus-checks-get-my-payment_n_5eba49e7c5b68f80c04c6eaf
[1] https://twitter.com/signmypurse/status/1121741734579527683

Top URLs in Tweet in G10:
[4] https://www.immigrationreform.com/2020/05/07/coronavirus-relief-funds-illegals-pelosi-immigrationreform-com/
[1] https://www.borderreport.com/news/city-is-asked-to-spend-12-million-on-migrants-who-couldnt-get-stimulus-checks/
[1] https://news.yahoo.com/second-round-coronavirus-stimulus-checks-221218079.html
[1] https://finance.yahoo.com/news/you-may-soon-receive-additional-covid-19-stimulus-checks-from-uncle-sam-goldman-sachs-181052470.html
[1] https://www.latimes.com/business/story/2020-04-24/where-is-coronavirus-stimulus-check
[1] https://twitter.com/FAIRImmigration/status/1260729037502083076?s=20
[1] https://www.newsbreakapp.com/n/0P2geYah?s=a2&pd=00qTXz27

Top Domains
Top Domains in Tweet in Entire Graph:
[337] cbsnews.com
[243] twitter.com
[236] forbes.com
[178] foxnews.com
[166] trib.al
[156] nbcnews.com
[129] cnbc.com
[124] yahoo.com
[82] huffpost.com
[64] youtube.com

Top Domains in Tweet in G1:
[12] foxnews.com
[1] forbes.com
[1] twitter.com

Top Domains in Tweet in G2:
[133] twitter.com
[93] forbes.com
[78] cnbc.com
[56] foxnews.com
[48] cbsnews.com
[45] nbcnews.com
[44] yahoo.com
[24] bitcoin.com
[16] msn.com
[15] newsbreak.com

Top Domains in Tweet in G3:
[2] nbcnews.com

Top Domains in Tweet in G4:
[4] suntimes.com
[2] co.uk
[2] wgntv.com
[2] kmbc.com
[2] wlky.com
[1] trib.al
[1] cnn.com

Top Domains in Tweet in G5:
[2] kgw.com
[1] twitter.com
[1] foxnews.com

Top Domains in Tweet in G6:
[26] foxnews.com
[15] usatoday.com
[11] cbsnews.com
[8] cnbc.com
[6] forbes.com
[5] nbcnews.com
[4] twitter.com
[3] trib.al
[3] yahoo.com
[2] trendolizer.com

Top Domains in Tweet in G7:
[1] nbcnews.com
[1] cbsnews.com

Top Domains in Tweet in G8:
[8] actforamerica.org
[2] forbes.com
[1] twitter.com
[1] foxnews.com
[1] trump-traiin.com
[1] nj.com

Top Domains in Tweet in G9:
[8] foxnews.com
[7] twitter.com
[3] politico.com
[3] youtube.com
[2] forbes.com
[2] newsbreak.com
[2] fastcompany.com
[2] fortune.com
[1] huffpost.com
[1] yahoo.com

Top Domains in Tweet in G10:
[4] immigrationreform.com
[2] yahoo.com
[1] borderreport.com
[1] latimes.com
[1] twitter.com
[1] newsbreakapp.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[96] bitcoin
[68] covid19
[54] stimuluschecks
[44] coronavirus
[41] stimulus
[33] foxnews
[30] smartnews
[27] heroesact
[26] coronavirusrelief
[21] irs



Top Hashtags in Tweet in G1:
[2] foxnews
[1] democratvoterfraud

Top Hashtags in Tweet in G2:
[22] foxnews
[16] smartnews
[12] covid19
[11] coronavirus
[10] stimuluschecks
[9] stimulus
[9] bitcoin
[6] news
[6] stimuluscheck
[6] stimulusdeposit

Top Hashtags in Tweet in G4:
[1] moscowmitch
[1] trump
[1] repubicans
[1] coronavirus
[1] climatecrisis
[1] gop
[1] dnc
[1] potus
[1] congress
[1] obamagate

Top Hashtags in Tweet in G5:
[1] heroesact
[1] starvingslowly
[1] foxnews

Top Hashtags in Tweet in G6:
[28] covid19
[16] testing
[4] coronavirus
[3] americansfirst
[3] votewydenout
[3] usa
[2] essentialworkers
[2] kidscomefirst
[2] trumpdepression
[2] trumpgop

Top Hashtags in Tweet in G9:
[5] stimuluschecks
[4] stimulusdeposit
[4] stimuluscheck
[2] usa
[2] stimulus
[2] check
[1] liar
[1] singlemomstuggling
[1] americansmeannothingtoyou
[1] thursdaythoughts

Top Hashtags in Tweet in G10:
[1] liberalismisamentaldisorder
[1] coronavirus

Top Words
Top Words in Tweet in Entire Graph:
[16748] Words in Sentiment List#1: Positive
[14454] Words in Sentiment List#2: Negative
[62] Words in Sentiment List#3: Angry/Violent
[507792] Non-categorized Words
[539006] Total Words
[14490] stimulus
[13695] checks
[4568] illegals
[4133] nancy
[4074] pelosi

Top Words in Tweet in G1:
[3300] nancy
[3300] pelosi
[3298] making
[3298] rain
[3298] illegals
[3298] scam
[3298] easier
[3298] standing
[3298] polling
[3298] places

Top Words in Tweet in G2:
[1620] stimulus
[1576] checks
[355] round
[295] bill
[274] second
[251] coronavirus
[248] new
[215] relief
[210] more
[200] people

Top Words in Tweet in G3:
[1346] stimulus
[1346] checks
[1342] taxes
[1341] pay
[1341] give
[1339] work
[1339] sit
[1339] cell
[1339] phone
[1339] day

Top Words in Tweet in G4:
[908] checks
[907] stimulus
[886] trillion
[873] round
[873] coronavirus
[871] house
[871] 3
[871] package
[871] tuesday
[869] americans

Top Words in Tweet in G5:
[769] stimulus
[765] checks
[748] unemployment
[732] people
[731] illegal
[731] immigrants
[730] prison
[730] bad
[729] receiving
[729] massive

Top Words in Tweet in G6:
[693] stimulus
[558] checks
[354] want
[303] money
[302] t
[300] work
[249] speakerpelosi
[227] don
[128] bill
[122] more

Top Words in Tweet in G7:
[567] checks
[566] stimulus
[554] out
[554] still
[553] round
[552] send
[552] trillion
[551] more
[550] fun
[550] fact

Top Words in Tweet in G8:
[589] stimulus
[561] undocumented
[556] american's
[509] checks
[389] americans
[385] vote
[376] dems
[356] relief
[350] bill
[345] becoming

Top Words in Tweet in G9:
[526] stimulus
[512] checks
[386] realdonaldtrump
[306] bill
[185] relief
[183] coronavirus
[182] dems
[181] undocumented
[177] immigrants
[172] 3t

Top Words in Tweet in G10:
[532] stimulus
[511] checks
[501] illegal
[462] aliens
[455] vote
[274] pelosi
[262] nancy
[246] federal
[246] coronavirus
[236] give

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[12361] stimulus,checks
[3853] nancy,pelosi
[3552] pelosi,making
[3552] making,rain
[3552] rain,illegals
[3552] illegals,scam
[3552] scam,easier
[3552] easier,standing
[3552] standing,polling
[3552] polling,places

Top Word Pairs in Tweet in G1:
[3300] nancy,pelosi
[3298] pelosi,making
[3298] making,rain
[3298] rain,illegals
[3298] illegals,scam
[3298] scam,easier
[3298] easier,standing
[3298] standing,polling
[3298] polling,places
[3298] places,fistful

Top Word Pairs in Tweet in G2:
[1375] stimulus,checks
[238] round,stimulus
[151] second,round
[147] relief,bill
[135] coronavirus,relief
[121] 1,200
[101] another,round
[94] 3,trillion
[84] house,democrats
[82] second,stimulus

Top Word Pairs in Tweet in G3:
[1346] stimulus,checks
[1339] work,pay
[1339] pay,taxes
[1339] taxes,stimulus
[1339] checks,sit
[1339] sit,cell
[1339] cell,phone
[1339] phone,day
[1339] day,post
[1339] post,move

Top Word Pairs in Tweet in G4:
[903] stimulus,checks
[871] 3,trillion
[871] trillion,coronavirus
[867] round,stimulus
[861] second,round
[857] house,democrats
[857] democrats,want
[857] want,send
[857] send,americans
[857] americans,second

Top Word Pairs in Tweet in G5:
[760] stimulus,checks
[729] illegal,immigrants
[729] massive,prison
[729] bad,idea
[728] immigrants,receiving
[728] receiving,stimulus
[728] checks,massive
[728] prison,release
[728] release,bad
[728] idea,banning

Top Word Pairs in Tweet in G6:
[444] stimulus,checks
[227] don,t
[105] want,stimulus
[104] stimulus,money
[104] want,go
[103] speakerpelosi,dnc
[103] dnc,don
[103] t,want
[103] money,want
[103] go,work

Top Word Pairs in Tweet in G7:
[563] stimulus,checks
[553] round,stimulus
[550] fun,fact
[550] fact,last
[550] last,round
[550] checks,cost
[550] cost,293
[550] 293,billion
[550] billion,means
[550] means,government

Top Word Pairs in Tweet in G8:
[508] stimulus,checks
[283] undocumented,immigrants
[283] democrats',3t
[283] 3t,coronavirus
[283] coronavirus,relief
[283] relief,bill
[283] bill,extends
[283] extends,stimulus
[283] checks,certain
[283] certain,undocumented

Top Word Pairs in Tweet in G9:
[457] stimulus,checks
[179] coronavirus,relief
[179] relief,bill
[172] 3t,coronavirus
[172] bill,extends
[172] extends,stimulus
[172] checks,certain
[172] certain,undocumented
[172] undocumented,immigrants
[88] realdonaldtrump,senategop

Top Word Pairs in Tweet in G10:
[506] stimulus,checks
[462] illegal,aliens
[461] checks,illegal
[262] nancy,pelosi
[232] take,action
[232] action,contact
[232] contact,representative
[232] representative,tell
[232] tell,vote
[232] vote,called

Top Replied-To
Top Replied-To in Entire Graph:
@speakerpelosi
@realdonaldtrump
@potus
@irsnews
@senatemajldr
@gop
@senschumer
@fairimmigration
@randpaul
@joebiden

Top Replied-To in G2:

Top Replied-To in G4:
@cnn
@joshuas98136597
@damrightimright
@dnice1289
@stayfoc13092227
@gaylubeoil
@soccergirl14
@michellelauer24
@fender_dee
@arcarsenal09

Top Replied-To in G5:
@repleezeldin
@sabine_durden
@rachelnstephens
@jim_jordan
@cpnovelas

Top Replied-To in G6:
@speakerpelosi
@potus
@senatemajldr
@gop
@senschumer
@randpaul
@joebiden
@chuckcallesto
@realdonaldtrump
@whitehouse

Top Replied-To in G7:
@renewedhopes
@greatscott1991
@speakerpelosi

Top Replied-To in G8:
@neuro7plastic
@benjackd1
@trish_regan
@decentralized3d

Top Replied-To in G9:
@realdonaldtrump
@irsnews
@teampelosi
@speakerpelosi
@senategop
@whitehouse
@ustreasury
@geegeeshere
@senatemajldr
@therightmelissa

Top Replied-To in G10:
@fairimmigration
@helper2

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@senategop
@speakerpelosi
@dnc
@gop
@forbes
@senatemajldr
@randpaul
@huffpostpol
@nbcnews

Top Mentioned in G2:
@frugalrules

Top Mentioned in G3:
@indiana7jones

Top Mentioned in G4:
@cnn
@suntimes
@elonmusk
@aravosis
@oliverdarcy
@teampelosi

Top Mentioned in G5:
@vitalvegas
@nahbabynah
@tabithamimnaugh
@luvlee615
@repleezeldin

Top Mentioned in G6:
@dnc
@speakerpelosi
@senatemajldr
@randpaul
@senschumer
@senduckworth
@gop
@usatoday
@housedemocrats
@ustreasury

Top Mentioned in G7:
@wycked_yum

Top Mentioned in G8:
@zeusfanhouse
@jamesbo51072455
@tomorrowfoundry

Top Mentioned in G9:
@realdonaldtrump
@senategop
@gop
@deanomight1
@irsnews
@senatemajldr
@senjohnbarrasso
@potus
@elonmusk
@irstaxpros

Top Mentioned in G10:
@fairimmigration
@speakerpelosi

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@missb62
@juanmuriangoski
@tomthunkitsmind
@jornalistavitor
@oldlady12345
@inquisitionnews
@filafresh
@rashidaldosari
@yuuji_k1

Top Tweeters in G1:
@juanmuriangoski
@souljahsingh
@fasting39
@scribbledpages1
@mitchiepoo46
@roswellstalkfm
@inabsentia9
@owlwoman911_
@peggyruppe
@icare4america16

Top Tweeters in G2:
@pulpnews
@raybae689
@bitcoinagile
@politicalhedge
@cheezwitham
@beatsbyju
@lucas_wyrsch
@realblack212
@usrealitycheck
@stevekrohn

Top Tweeters in G3:
@its_coachbakari
@baelizean
@esnesy
@glolizabeth
@temistansstuff
@awwhalenawl
@ajaelonnn
@da1nonlycmart
@laj_toocool
@aceredband1t

Top Tweeters in G4:
@yuuji_k1
@ggg_says
@kenkircher1
@anthonybourque
@princessbibirf_
@jrbkjrbk
@sba1211
@safiyahnoor1
@franley12
@ginou1010

Top Tweeters in G5:
@sharneal
@mkues65
@veram43395421
@nahbabynah
@mjgranger1
@24hrtvmazi
@lrod49
@lindasuhler
@ptsd1471
@rncat50

Top Tweeters in G6:
@immoralreport
@inspiteoftrump
@lechatnoire4
@reuters
@baalter
@jackiemcreath1
@mtmarilyn2
@trendolizer
@dsdr2011
@foxnews

Top Tweeters in G7:
@heynessagirl
@kamkasteiiano
@tifethebawse
@lslay19
@shadosolo
@jamel_montalban
@mame6432
@afroslim_
@barryhallphd
@gabydore

Top Tweeters in G8:
@debrammason1
@tammywalt61
@harrellryan1
@sofiegeorge
@superyayadize
@tia6sc
@darhar981
@gaetasusan
@6549lmartin
@lyndag1963

Top Tweeters in G9:
@yojudenz
@law1gloria
@bfrasier1951
@leeleemunster
@lonestartxmary
@pinkk9lover
@fairyq15
@trumpcat04
@_reaalamerican_
@donaldbroom

Top Tweeters in G10:
@qbankendy
@dianabialkowski
@jjwills2
@horseshort
@dianafry18
@rvogt1_cba
@dialmond
@sher308
@annmarieamerica
@clanu2