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#stimulusbill_2020-03-25_08-19-41.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
March 25, 2020
Short Description:
#stimulusbill via NodeXL https://bit.ly/3brhDSt
@marksimoneny
@diamondandsilk
@realdonaldtrump
@fiverights
@thiaballerina
@michelleleah91
@speakerpelosi
@crosa1988
@xtineogle
@ar15m4mid

Top hashtags:
#stimulusbill
#coronavirus
#covid19
#stimulusplan
#covid2019

Description:
Description
The graph represents a network of 9,497 Twitter users whose recent tweets contained "#stimulusbill", 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 Wednesday, 25 March 2020 at 16:13 UTC.

The tweets in the network were tweeted over the 7-day, 16-hour, 27-minute period from Tuesday, 17 March 2020 at 22:54 UTC to Wednesday, 25 March 2020 at 15:21 UTC.

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 : 9497
Unique Edges : 12223
Edges With Duplicates : 1163
Total Edges : 13386
Number of Edge Types : 5
Tweet : 2027
Retweet : 8214
MentionsInRetweet : 975
Replies to : 867
Mentions : 1303
Self-Loops : 2048
Reciprocated Vertex Pair Ratio : 0.000732265446224256
Reciprocated Edge Ratio : 0.00146345925180646
Connected Components : 1505
Single-Vertex Connected Components : 1167
Maximum Vertices in a Connected Component : 7322
Maximum Edges in a Connected Component : 11090
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.589701
Graph Density : 0.000121230585919076
Modularity : 0.730489
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 9,497 Twitter users whose recent tweets contained "#stimulusbill", 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 Wednesday, 25 March 2020 at 16:13 UTC.

The tweets in the network were tweeted over the 7-day, 16-hour, 27-minute period from Tuesday, 17 March 2020 at 22:54 UTC to Wednesday, 25 March 2020 at 15:21 UTC.

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 : #stimulusbill
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:
[13] https://www.cnn.com/2020/03/25/politics/stimulus-senate-action-coronavirus/index.html
[9] https://www.latimes.com/politics/story/2020-03-24/congress-white-house-stimulus-deal-coronavirus
[9] https://foreignpolicy.com/2020/03/24/us-congress-2-trillion-rescue-package-too-little-too-late/
[8] https://pandemic.warroom.org/listen-live/
[8] https://www.politicususa.com/2020/03/23/mcconnell-democrats-wrote-stimulus-bill.html
[7] https://82ac86c1qkihwgxeqiyobz9z26.hop.clickbank.net/
[7] https://www.youtube.com/watch?v=Is5nuxX7OVE&feature=youtu.be

[5] https://twitter.com/timobrien/status/1242782172177727488
[5] https://www.washingtonpost.com/business/2020/03/25/trump-senate-coronavirus-economic-stimulus-2-trillion/
[5] https://twitter.com/magnianon/status/1242820699628146688

Top URLs in Tweet in G1:
[2] https://mattstoller.substack.com/p/stop-the-6-trillion-coronavirus-corporate
[1] https://twitter.com/xtineogle/status/1242763249126342657
[1] https://twitter.com/yaboiinell/status/1242817369950416896
[1] https://johnpavlovitz.com/2020/03/24/their-money-or-your-life-the-fraudulence-of-pro-life-christian-capitalism/
[1] https://twitter.com/ajfaultlines/status/1241458307144941568
[1] https://siebe2020.com/
[1] https://twitter.com/theplumlinegs/status/1242827689888808965
[1] https://twitter.com/theplumlinegs/status/1242831247904309259
[1] https://twitter.com/thiaballerina/status/1242822480797941760
[1] https://twitter.com/onlyyoontv/status/1242683081208692736?s=19

Top URLs in Tweet in G2:
[8] https://www.cnn.com/2020/03/25/politics/stimulus-senate-action-coronavirus/index.html
[4] https://twitter.com/timobrien/status/1242782172177727488
[3] https://www.latimes.com/politics/story/2020-03-24/congress-white-house-stimulus-deal-coronavirus
[3] https://www.washingtonpost.com/us-policy/2020/03/24/trump-coronavirus-congress-economic-stimulus/
[3] https://thehill.com/homenews/senate/489382-senate-white-house-reach-deal-on-massive-stimulus-package
[3] https://www.cnn.com/2020/03/25/politics/senate-deal-stimulus-checks-coronavirus/index.html
[3] https://www.washingtonpost.com/business/2020/03/25/trump-senate-coronavirus-economic-stimulus-2-trillion/
[2] https://www.nbcnews.com/politics/congress/top-democrats-say-they-re-not-yet-ready-sign-coronavirus-n1166021
[2] https://www.medtechdive.com/news/lab-industry-stimulus-bill-lacks-funding-to-sustain-testing-ramp-up/574608/
[2] https://www.forbes.com/sites/jasonbrett/2020/03/23/new-coronavirus-stimulus-bill-introduces-digital-dollar-and-digital-dollar-wallets/

Top URLs in Tweet in G3:
[5] https://twitter.com/BillMcCombs3/status/1242302187994136578
[3] https://twitter.com/realdonaldtrump/status/1242787050337832961
[2] https://www.youtube.com/watch?v=88Y7in-04Ng&feature=youtu.be

[2] https://www.counterpunch.org/2020/03/23/a-debt-jubilee-is-the-only-way-to-avoid-a-depression/
[2] https://apple.news/AEY_0jWEYRgKMgPTBynolDw
[2] https://twitter.com/senatemajldr/status/1242690673800855552
[2] http://www.msn.com/en-us/news/politics/how-the-house-democrats-stimulus-plan-compares-to-the-senates/ar-BB11Bq3k?ocid=st2
[2] https://goldenstatetimes.com/senate-and-white-house-has-reached-a-deal-on-coronavirus-relief/
[2] https://twitter.com/RoscoeBDavis1/status/1242262861138837506
[1] https://twitter.com/alanasaltz/status/1240290190423281664

Top URLs in Tweet in G4:
[1] https://twitter.com/jaketapper/status/1242633787185541120
[1] https://twitter.com/realDonaldTrump/status/1242780126674333697

Top URLs in Tweet in G5:
[1] https://www.diamondandsilk.com/blog/2020/03/23/democrats-argue-against-gop-plan-to-send-1200-checks-to-americans/
[1] https://twitter.com/KurtHackbarth/status/1242604884974764037
[1] https://twitter.com/andrewpollackfl/status/1242800184075210752

Top URLs in Tweet in G6:
[4] https://anebbandflow.blogspot.com/2020/03/dems-block-coronavirus-stimulus-bill.html
[1] https://news.yahoo.com/trump-handling-coronavirus-approved-60-210556600.html
[1] https://twitter.com/DenSow57/status/1242476677902602241

Top URLs in Tweet in G7:
[4] https://twitter.com/LizKilmerWPXI/status/1242778723088306177
[1] https://twitter.com/meatloafsndwch/status/1242792204286021633
[1] https://twitter.com/cnnbrk/status/1242799274120949766
[1] https://www.latimes.com/politics/story/2020-03-24/congress-white-house-stimulus-deal-coronavirus

Top URLs in Tweet in G8:
[1] https://www.theguardian.com/world/2020/mar/25/senate-passes-coronavirus-stimulus-package
[1] https://www.marketwatch.com/story/dow-futures-plunge-the-most-allowable-as-coronavirus-slams-market-fed-officials-warns-unemployment-could-hit-30-2020-03-22
[1] https://twitter.com/RyanAFournier/status/1242518506706477057
[1] https://twitter.com/JimC64/status/1242591744614531072
[1] https://twitter.com/Will_of_Ockham/status/1242605785479348225

Top URLs in Tweet in G9:
[3] https://www.nytimes.com/2020/03/23/opinion/coronavirus-bailout-mcconnell-congress.html
[2] https://apnews.com/db4a954801ab08b492aedddfcf7132c8
[1] https://crooksandliars.com/cltv/2020/03/oversight-states-not-republican-slush
[1] https://twitter.com/xtineogle/status/1242810079113601026

Top Domains
Top Domains in Tweet in Entire Graph:
[389] twitter.com
[68] youtube.com
[21] cnn.com
[20] washingtonpost.com
[12] nytimes.com
[12] forbes.com
[10] npr.org
[10] apple.news
[9] clickbank.net
[9] latimes.com

Top Domains in Tweet in G1:
[12] twitter.com
[2] substack.com
[1] johnpavlovitz.com
[1] siebe2020.com
[1] listenjay.com

Top Domains in Tweet in G2:
[172] twitter.com
[22] youtube.com
[12] cnn.com
[6] forbes.com
[6] apple.news
[6] washingtonpost.com
[5] nytimes.com
[4] thehill.com
[4] nbcnews.com
[4] npr.org

Top Domains in Tweet in G3:
[93] twitter.com
[6] youtube.com
[3] washingtonpost.com
[3] npr.org
[3] msn.com
[2] counterpunch.org
[2] apple.news
[2] thedailybeast.com
[2] nbcnews.com
[2] goldenstatetimes.com

Top Domains in Tweet in G4:
[2] twitter.com

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

Top Domains in Tweet in G6:
[4] blogspot.com
[1] yahoo.com
[1] twitter.com

Top Domains in Tweet in G7:
[6] twitter.com
[1] latimes.com

Top Domains in Tweet in G8:
[3] twitter.com
[1] theguardian.com
[1] marketwatch.com

Top Domains in Tweet in G9:
[3] nytimes.com
[2] apnews.com
[1] crooksandliars.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6336] stimulusbill
[537] coronavirus
[372] covid19
[248] stimulusplan
[191] covid2019
[165] stimuluspackage
[123] stimuluspackage2020
[121] coronaviruslockdown
[116] wednesdaythoughts
[94] stimulus



Top Hashtags in Tweet in G1:
[1299] stimulusbill
[47] disabled
[46] elderly
[46] homeless
[42] covid2019
[19] stimulusplan
[13] stimuluspackage2020
[5] coronavirus
[5] covid19
[4] stimuluscheck

Top Hashtags in Tweet in G2:
[1269] stimulusbill
[202] coronavirus
[137] covid19
[92] stimulusplan
[68] covid2019
[65] coronaviruslockdown
[59] wednesdaythoughts
[50] stimuluspackage
[41] stimuluspackage2020
[35] stayhome

Top Hashtags in Tweet in G3:
[873] stimulusbill
[122] coronavirus
[93] covid19
[50] stimuluspackage
[40] stimuluspackage2020
[34] stimulusplan
[26] stimulus
[21] wethepeople
[21] democrats
[20] nancypelosi

Top Hashtags in Tweet in G4:
[24] stimulusbill
[3] kuzznews
[3] coronaviruslockdown
[2] covid19
[1] wednesdaythoughts
[1] covidactnow
[1] science
[1] rino
[1] reopenamerica
[1] boeing

Top Hashtags in Tweet in G5:
[25] stimulusbill
[2] coronavirus
[1] covid19
[1] landslide2020
[1] maga
[1] maga2020landslide
[1] trump2020
[1] voteredtosaveamerica2020
[1] trumptrain2020
[1] congress

Top Hashtags in Tweet in G6:
[532] stimulusbill
[4] dems
[4] coronavirus
[4] stockmarket
[4] partisanship
[4] atitsworst
[1] morningjoe
[1] eastermassacre
[1] trump2020nowmorethanever
[1] getalife

Top Hashtags in Tweet in G7:
[121] stimulusbill
[8] stimulusplan
[5] generalstrike
[5] notdying4wallstreet
[5] notmeus
[4] bipartisan
[2] gigeconomy
[2] republicans
[1] disabled
[1] elderly

Top Hashtags in Tweet in G8:
[305] stimulusbill
[9] covid19
[5] coronavirus
[5] coronaviruslockdown
[4] stimuluschecks
[4] stimuluspackage
[4] pelosihatesamericans
[4] nopay4usnopay4congress
[3] chuckschumer
[3] nancypelosi

Top Hashtags in Tweet in G9:
[66] stimulusbill
[13] hayek
[4] covid2019
[4] coronavirus
[2] stimulusplan
[2] americans
[1] stimuluspackage
[1] keyesian
[1] wednesdaythoughts
[1] stayhome

Top Hashtags in Tweet in G10:
[3] stimulusbill
[1] foxnewstownhall
[1] trumptownhall
[1] covid2019

Top Words
Top Words in Tweet in Entire Graph:
[10139] Words in Sentiment List#1: Positive
[12853] Words in Sentiment List#2: Negative
[339] Words in Sentiment List#3: Angry/Violent
[379512] Non-categorized Words
[402507] Total Words
[11610] #stimulusbill
[3566] aid
[3150] trump
[2639] americans
[1985] pro

Top Words in Tweet in G1:
[2935] #stimulusbill
[1037] rent
[926] debt
[865] payment
[700] bill
[693] president
[692] payments
[673] student
[653] 1200
[643] people

Top Words in Tweet in G2:
[1269] #stimulusbill
[202] #coronavirus
[159] stimulus
[154] people
[137] #covid19
[133] bill
[123] money
[100] trillion
[92] #stimulusplan
[89] time

Top Words in Tweet in G3:
[1228] #stimulusbill
[271] speakerpelosi
[265] realdonaldtrump
[222] people
[206] bill
[189] americans
[159] #coronavirus
[153] #covid19
[134] more
[133] workers

Top Words in Tweet in G4:
[1684] holding
[1684] aid
[1684] quid
[1684] pro
[866] #stimulusbill
[844] trump
[843] two
[842] few
[842] weeks
[842] ago

Top Words in Tweet in G5:
[1634] aid
[1570] giving
[1570] millions
[1570] american
[1570] taxpayer
[1570] dollars
[842] #stimulusbill
[787] americans
[786] democrats
[785] ok

Top Words in Tweet in G6:
[1046] trump
[1026] hating
[891] americans
[558] #stimulusbill
[518] breaking
[518] overnight
[513] code
[377] democrats
[369] need
[369] something

Top Words in Tweet in G7:
[851] money
[596] #stimulusbill
[478] rent
[459] 1200
[457] payment
[454] student
[452] debt
[450] one
[450] time
[442] forgiveness

Top Words in Tweet in G8:
[332] #stimulusbill
[299] democrats
[284] more
[283] pay
[282] taxpayers
[282] waiting
[282] 200
[282] survive
[282] complete
[282] shutdown

Top Words in Tweet in G9:
[354] #stimulusbill
[245] nytimes
[242] congress
[242] passed
[242] need
[240] healthcare
[239] trillion
[239] thing
[239] political
[238] week

Top Words in Tweet in G10:
[400] trust
[205] #stimulusbill
[201] trump
[201] lives
[200] americans
[200] choice
[200] america's
[200] doctors
[200] best
[200] world

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1828] quid,pro
[1659] taxpayer,dollars
[1658] american,taxpayer
[1656] giving,millions
[1656] millions,american
[1656] dollars,aid
[934] president,trump
[927] student,debt
[918] few,weeks
[916] pro,quo

Top Word Pairs in Tweet in G1:
[445] student,debt
[436] little,guy
[304] #stimulusbill,#coronavirus
[304] #coronavirus,#covid19
[302] rent,payment
[301] 500,billion
[301] millennials,trying
[301] trying,figure
[301] figure,1200
[301] 1200,stimulus

Top Word Pairs in Tweet in G2:
[55] #coronavirus,#stimulusbill
[46] stimulus,bill
[37] #stimulusplan,#stimulusbill
[35] #stimulusbill,#coronavirus
[33] #stimulusbill,#stimulusplan
[30] #covid19,#stimulusbill
[26] #stimulusbill,#covid19
[24] stimulus,package
[21] #coronavirus,#covid19
[21] one,time

Top Word Pairs in Tweet in G3:
[53] americans,#stimulusbill
[46] #coronavirus,#stimulusbill
[43] #stimuluspackage,#stimulusbill
[43] american,people
[38] keeping,aid
[35] #covid19,#stimulusbill
[34] small,businesses
[34] speakerpelosi,senschumer
[34] cash,bailout
[32] stimulus,bill

Top Word Pairs in Tweet in G4:
[1684] quid,pro
[842] few,weeks
[842] weeks,ago
[842] ago,schumer
[842] schumer,pelosi
[842] pelosi,impeaching
[842] impeaching,president
[842] president,trump
[842] trump,allegedly
[842] allegedly,holding

Top Word Pairs in Tweet in G5:
[1570] giving,millions
[1570] millions,american
[1570] american,taxpayer
[1570] taxpayer,dollars
[1570] dollars,aid
[785] democrats,ok
[785] ok,giving
[785] aid,foreign
[785] foreign,countries
[785] countries,chokes

Top Word Pairs in Tweet in G6:
[518] breaking,overnight
[513] overnight,#stimulusbill
[513] hating,trump
[513] trump,code
[513] code,hating
[513] hating,americans
[369] trump,acts
[368] #stimulusbill,americans
[368] americans,really
[368] really,need

Top Word Pairs in Tweet in G7:
[440] student,debt
[440] one,time
[434] time,payment
[434] payment,1200
[426] debt,forgiveness
[424] money,until
[424] until,money
[424] pay,back
[423] rent,freeze
[423] freeze,student

Top Word Pairs in Tweet in G8:
[282] taxpayers,waiting
[282] waiting,200
[282] 200,survive
[282] survive,complete
[282] complete,shutdown
[282] shutdown,economy
[282] economy,#stimulusbill
[282] #stimulusbill,includes
[282] includes,25m
[282] 25m,pay

Top Word Pairs in Tweet in G9:
[237] nytimes,congress
[237] congress,passed
[237] passed,trillion
[237] trillion,deal
[237] deal,week
[237] week,proves
[237] proves,knew
[237] knew,thing
[237] thing,stopping
[237] stopping,sensible

Top Word Pairs in Tweet in G10:
[200] americans,choice
[200] choice,trust
[200] trust,america's
[200] america's,doctors
[200] doctors,best
[200] best,world
[200] world,trust
[200] trust,trump
[200] trump,lives
[200] lives,#foxnewstownhall

Top Replied-To
Top Replied-To in Entire Graph:
@nytimes
@realdonaldtrump
@speakerpelosi
@senschumer
@cspanclassroom
@senatemajldr
@thehill
@steventdennis
@cnn
@thedemocrats

Top Replied-To in G1:
@nytimes
@cspanclassroom
@realdonaldtrump
@jjrodv
@senschumer
@thiaballerina
@fiverights
@senjohnkennedy
@aawhhful
@williamzabka42

Top Replied-To in G3:
@realdonaldtrump
@speakerpelosi
@senschumer
@senatemajldr
@thehill
@steventdennis
@thedemocrats
@americavotesus
@jsolomonreports
@senategop

Top Replied-To in G4:
@andyostroy
@marksimoneny

Top Replied-To in G5:
@jali_cat

Top Replied-To in G6:
@fiverights
@flythaimma
@yehudafruchter

Top Replied-To in G7:
@zachdcarter
@thiaballerina
@alysonmetzger
@aoc

Top Replied-To in G8:
@repjerrynadler
@nprpolitics
@lisamei62
@battlebornthom
@senschumer

Top Replied-To in G9:
@nytimes
@realdonaldtrump

Top Mentioned
Top Mentioned in Entire Graph:
@speakerpelosi
@realdonaldtrump
@senschumer
@senatemajldr
@gop
@jasonmillerindc
@senatedems
@housedemocrats
@youtube
@senategop

Top Mentioned in G1:
@realdonaldtrump
@autismsociety
@boeing
@speakerpelosi
@youtube
@breenewsome
@berniesanders
@fema
@matthewstoller
@cspanwj

Top Mentioned in G2:
@unite4integrity

Top Mentioned in G3:
@speakerpelosi
@realdonaldtrump
@senschumer
@senatemajldr
@gop
@senatedems
@housedemocrats
@senategop
@housegop
@thedemocrats

Top Mentioned in G4:
@realdonaldtrump
@sses

Top Mentioned in G5:
@speakerpelosi

Top Mentioned in G7:
@jeremyscahill
@breenewsome
@berniesanders
@repkatieporter

Top Mentioned in G8:
@googlenews
@speakerpelosi
@repmaloney
@govsisolak
@realdonaldtrump
@up_weekly
@senschumer

Top Mentioned in G9:
@nytimes
@ap
@boeing
@chicago
@cnni
@guardian
@independent
@washingtonpost
@wadepthealth
@crooksandliars

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@immoralreport
@delta
@raybae689
@independent
@missyjo79
@southwestair
@jjauthor
@billm9
@patriot_girl_tx

Top Tweeters in G1:
@billm9
@ohiomail
@b1e56df9ce6549f
@gambiste1
@senseof_outrage
@fieryreddragon
@liverpotlian
@monakinkcurlz
@astraea_styx
@solusnan1

Top Tweeters in G2:
@twright55
@elizbethlmaness
@kbari12
@atari_jones
@boottmills228
@chasrmartin
@babymaxxx
@shayne571
@thekidskoob
@badwolf303

Top Tweeters in G3:
@thehill
@reuters
@ladydshops
@tallyannae
@jgionova
@irritatedwoman
@markburgerenerg
@granny_st
@marykeithbare1
@aquarius1049

Top Tweeters in G4:
@mary620497
@helloteamtrump
@lyndag1963
@growingaway
@conservativegm
@katyinindy
@holmesdonna1
@thatgirlgenius
@boriquagoddess
@mtrushmore2016

Top Tweeters in G5:
@patriot_girl_tx
@laridor1
@ebtesam00369622
@mooseman1956
@artmanjanet
@aliatra1968
@calling12001
@usahipster
@jali_cat
@lonestartxmary

Top Tweeters in G6:
@wardj15
@fasting39
@rockynickydog
@votingred1
@cssueta
@janiek13
@lelkan
@gracecourtwrig3
@beenewsdaily
@websterelizabet

Top Tweeters in G7:
@obsidianhues
@katalin_pota
@omnipotentmeesh
@paulsorrentino3
@omgitstamz
@charlesmunn1
@alexis_isugly
@march4progress
@bruce_cares
@asj519

Top Tweeters in G8:
@jver1
@harrellryan1
@zwoodbutcher
@craybo23
@ymcglaun
@luanamaclac
@susancturlingt1
@zeusfanhouse
@stefilassiter
@lucy24smith

Top Tweeters in G9:
@independent
@guardian
@dresssock
@nytimes
@ingdamnit
@xxjewelsndrugs
@ronstew
@lilsliceofcraze
@kurtspeeds
@ap

Top Tweeters in G10:
@cherokeenative3
@cheryl_marlin
@gumboqueen3030
@mvwinall
@sooze555
@zsarrina
@mtinamorgan
@rocky1542
@miamidecor
@rleas


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