PPE, Twitter, 10/25/2020 9:43:53 AM, 238719


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PPE_2020-10-25_00-45-01.xlsx
PPE_2020-10-25_00-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2020
Short Description:
PPE via NodeXL https://bit.ly/2Hvldl6
@projectlincoln
@realdonaldtrump
@joebiden
@ppe_sale
@cleavon_md
@canucktraveler
@veroartistblue
@bogochisaac
@nowthisnews
@mollyjongfast

Top hashtags:
#ppe
#covid19
#debates2020
#shahrukhkhan
#presidentialdebate2020
#kdppe

Description:
Description
The graph represents a network of 8,877 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 25 October 2020 at 07:51 UTC.

The requested start date was Sunday, 25 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 2-hour, 12-minute period from Thursday, 22 October 2020 at 01:11 UTC to Saturday, 24 October 2020 at 03:23 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 : 8877
Unique Edges : 5913
Edges With Duplicates : 11534
Total Edges : 17447
Number of Edge Types : 5
Retweet : 5255
MentionsInRetweet : 7569
Mentions : 1946
Replies to : 1373
Tweet : 1304
Self-Loops : 1328
Reciprocated Vertex Pair Ratio : 0.00697172034564022
Reciprocated Edge Ratio : 0.013846903949293
Connected Components : 1473
Single-Vertex Connected Components : 592
Maximum Vertices in a Connected Component : 3709
Maximum Edges in a Connected Component : 9028
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.970623
Graph Density : 0.00013015239112597
Modularity : 0.588222
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 8,877 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 25 October 2020 at 07:51 UTC.

The requested start date was Sunday, 25 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 2-hour, 12-minute period from Thursday, 22 October 2020 at 01:11 UTC to Saturday, 24 October 2020 at 03:23 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 : PPE
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:
[30] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[12] https://twitter.com/megynkelly/status/1319445955163443200
[11] https://www.thestar.com/politics/2020/10/23/companies-warn-tory-motion-could-deter-domestic-production-of-ppe.html
[11] http://www.vistec-ppe.com
[8] https://www.businessinsider.com/kushner-dismissed-new-york-death-toll-as-their-problem-report-2020-9
[8] https://twitter.com/nynursesunited/status/1319767017700925447
[8] https://www.youtube.com/watch?v=a3fWlss68rM&feature=youtu.be

[6] https://joebiden.com/covid-plan/
[6] https://www.youtube.com/watch?v=9fy2ThMnC_Q&feature=youtu.be

[6] https://www.filmfare.com/news/bollywood/shah-rukh-khans-mir-foundation-sends-2000-ppe-kits-to-chhattisgarh-44421.html

Top URLs in Tweet in G1:
[7] https://www.businessinsider.com/kushner-dismissed-new-york-death-toll-as-their-problem-report-2020-9
[6] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[3] https://www.newsbreak.com/new-york/new-york/news/2064821738559/his-people-are-going-to-suffer-and-thats-their-problem-jared-kushner-said-new-york-gov-andrew-cuomo-didnt-pound-the-phones-hard-enough-to-get-ppe-for-his-state-according-to-report
[2] https://www.msn.com/en-us/news/politics/his-people-are-going-to-suffer-and-that-s-their-problem-jared-kushner-said-ny-gov-andrew-cuomo-didn-t-pound-the-phones-hard-enough-to-get-ppe-for-his-state-according-to-report/ar-BB19bPS6
[1] https://twitter.com/ronsteslow/status/1319271999357603840
[1] https://twitter.com/yescardo/status/1319820664396828673
[1] https://www.independent.co.uk/news/world/americas/coronavirus-jared-kushner-national-stockpile-ventilators-us-states-governors-a9445841.html
[1] https://twitter.com/margieqwintero/status/1319633099496488960
[1] https://www.thedailybeast.com/jared-kushner-reportedly-said-thats-their-problem-when-new-york-pleaded-for-help-with-covid-ppe-supplies
[1] https://medicalxpress.com/news/2020-06-ppe-fema-nursing-homes-defective.html

Top URLs in Tweet in G2:
[7] https://twitter.com/megynkelly/status/1319445955163443200
[4] https://www.retargetingnews.com/shahrukh-khan-gives-2000-ppe-kits-to-chhattisgarh-cm-bhupesh-baghel-thanks-bollywood-actor/
[4] https://amruthatechnologies.blogspot.com/2017/09/what-are-different-types-of-actuators.html
[4] https://amruthatechnologies.blogspot.com/2020/08/covid-19-and-great-reset-for.html#more
[3] https://www.cnn.com/2020/10/21/health/covid-19-treatment-progress-wellness/index.html
[3] https://twitter.com/katiecouric/status/1319450082182389760
[2] https://apple.news/AAGeH484sTteiE5T5Us73yA
[2] https://amruthatechnologies.blogspot.com/2019/11/global-industrial-valves-and-actuators.html#more
[2] https://twitter.com/projectlincoln/status/1319801126363951104
[2] https://twitter.com/nynursesunited/status/1319767017700925447

Top URLs in Tweet in G3:
[4] https://threader.app/thread/1282676297685250050
[3] https://bit.ly/2T0dhuj
[2] https://www.washingtonpost.com/outlook/2020/03/30/low-tech-medical-equipment-saves-lives/
[1] https://twitter.com/BanksPatriot/status/1283943457464242176
[1] https://www.indianz.com/News/2020/05/22/propublica-former-trump-aide-provided-fa.asp
[1] https://twitter.com/bankspatriot/status/1283519487669612545?s=21
[1] https://www.nbcnews.com/news/amp/ncna1223921
[1] https://thehill.com/policy/healthcare/514613-trump-officials-to-begin-distributing-new-rapid-test-to-states-this-month
[1] https://twitter.com/AynRandPaulRyan/status/1319821537520750592
[1] https://twitter.com/harksong/status/1319834947356508161

Top URLs in Tweet in G5:
[3] https://twitter.com/nynursesunited/status/1319767017700925447
[3] https://fightfornc.ncdp.org/campaign/2D22626B-1A72-4F9B-8E70-54A42F671817/static?url=aHR0cHM6Ly9qb2ViaWRlbi5jb20vYmVhdC1jb3ZpZDE5LyM=&image_id=13542FD5-CEF5-48C3-9954-D1991DE0B142&social_network=twitter
[2] https://joebiden.com/covid-plan/
[1] https://www.publishersweekly.com/pw/by-topic/industry-news/bookselling/article/84702-nyc-s-strand-book-store-asks-for-help.html
[1] https://twitter.com/francisbrennan/status/1319717280251547649
[1] https://www.vice.com/amp/en/article/4adyvq/the-trump-administration-is-on-the-hook-for-more-than-130000-covid-deaths-study-finds
[1] https://twitter.com/ABC/status/1319449887881166849
[1] https://abc7ny.com/politics/cuomo-tells-trump-ny-no-longer-needs-us-comfort-during-meeting/6119000/
[1] https://www.politico.com/news/magazine/2020/07/08/gina-raimondo-interview-rhode-island-governor-covid-353799
[1] https://www.instagram.com/accounts/login/?next=/p/CGqsotGh7jT/%3Figshid%3Dva0t0nbjftep

Top URLs in Tweet in G6:
[1] https://twitter.com/evenz_my/status/1318781393690787841

Top URLs in Tweet in G7:
[6] https://www.filmfare.com/news/bollywood/shah-rukh-khans-mir-foundation-sends-2000-ppe-kits-to-chhattisgarh-44421.html
[4] https://zeenews.india.com/hindi/india/madhya-pradesh-chhattisgarh/health-minister-expresses-gratitude-to-shahrukh-on-receiving-2000-ppe-kit-srk-reacted-this-way-raipur-chhattisgarh/771334?fbclid=IwAR3Q8rblgUlQKEyTX3z5x-74hbGwnXJDaiKTMmqnpIF1rSJbb-5QERZvMAg
[3] https://twitter.com/bhupeshbaghel/status/1318903639973392386
[2] https://www.zoomtventertainment.com/celebrity/article/shah-rukh-khan-continues-to-help-amid-covid-19-pandemic-mir-foundation-provides-2000-ppe-kits-in-chhattisgarh/671021
[1] https://milaap.org/fundraisers/help-meer-to-support-healthcare-heroes
[1] https://bangaloremirror.indiatimes.com/entertainment/bollywood/srk-donates-2000-ppe-kits-to-covid-19-warriors-in-chhattisgarh/articleshow/78826767.cms
[1] https://bit.ly/35mtcsK
[1] https://www.indiaforums.com/article/shah-rukh-khans-ngo-donates-2000-ppe-kits-chhattisgarh-cm-appreciates-actors-efforts-to-fight-corona_170291
[1] https://twitter.com/meerfoundation/status/1318927602791280641
[1] https://mumbaimirror.indiatimes.com/entertainment/bollywood/srk-donates-2000-ppe-kits-to-covid-19-warriors-in-chhattisgarh/articleshow/78826764.cms

Top URLs in Tweet in G8:
[2] https://twitter.com/nynursesunited/status/1319767017700925447
[1] https://twitter.com/AliyyaSwaby/status/1319673806529712130
[1] https://twitter.com/nynursesunited/status/1319767017700925447?s=20
[1] https://nypost.com/2020/10/07/doctor-who-died-from-covid-19-wore-same-mask-for-weeks-if-not-months/
[1] https://twitter.com/DrTsion/status/1318981835372756994
[1] https://www.cnn.com/2020/10/22/health/drug-shortages-coronavirus/index.html
[1] https://twitter.com/ProfAmyE/status/1319434796943216642
[1] https://www.aaem.org/resources/statements/position/use-of-self-supplied-ppe
[1] https://www.fema.gov/disasters/defense-production-act
[1] https://www.healthaffairs.org/doi/10.1377/hlthaff.2020.01269?cookieSet=1

Top URLs in Tweet in G9:
[11] https://www.thestar.com/politics/2020/10/23/companies-warn-tory-motion-could-deter-domestic-production-of-ppe.html
[4] https://www.msn.com/en-ca/news/canada/companies-warn-tory-motion-could-deter-domestic-production-of-ppe/ar-BB1al2Ms?ocid=sf2
[2] https://www.theglobeandmail.com/politics/article-canadian-companies-warn-conservative-motion-could-deter-domestic/?utm_medium=Referrer:+Social+Network+/+Media&utm_campaign=Shared+Web+Article+Links
[1] https://bit.ly/2Tje21F
[1] https://twitter.com/mini_bubbly/status/1319744802834030593
[1] https://nationalpost.com/pmn/news-pmn/canada-news-pmn/companies-warn-tory-motion-could-deter-domestic-production-of-ppe/wcm/3e7bc1ee-1adb-4b1a-a756-c657f9c1995e/amp/
[1] https://twitter.com/cbcpolitics/status/1319777760160718848
[1] https://www.thestar.com/politics/federal/2020/04/13/document-reveals-why-canada-sent-protective-equipment-to-china-as-covid-19-threat-was-growing.html
[1] https://www.cbc.ca/news/politics/sensitive-documents-contract-risk-disclosure-1.5775190
[1] https://www.castanet.net/news/Canada/314324/PPE-producers-push-back

Top URLs in Tweet in G10:
[2] https://nypost.com/2020/10/22/donald-trump-may-be-the-most-pro-jewish-president-ever/
[2] https://www.breitbart.com/2020-election/2020/10/21/pollak-a-biden-win-would-reward-democrats-for-russia-hoax-phony-impeachment-and-race-riots/
[2] https://www.dailymail.co.uk/news/article-8867181/New-hope-Brexit-trade-deal-weeks-talks-resume-EU-climbdown.html
[2] https://www.express.co.uk/news/world/1350988/france-news-lyon-station-evacuated-Gare-de-la-Part-Dieu-emergency-police-latest
[2] https://www.bbc.co.uk/news/health-54634721
[2] https://www.express.co.uk/news/politics/1351152/brexit-news-uk-eu-speech-european-parliament-Laura-Huhtasaari-belinda-de-lucy
[1] https://twitter.com/PoliticsForAlI/status/1318940444949139456
[1] https://twitter.com/rubinreport/status/1319345631593295873
[1] https://twitter.com/thiskafirsawake/status/1319474841955766273
[1] https://twitter.com/nazshahbfd/status/1319013326328823809

Top Domains
Top Domains in Tweet in Entire Graph:
[266] twitter.com
[34] vanityfair.com
[32] marketserengeti.com
[24] youtube.com
[21] co.uk
[18] businessinsider.com
[16] google.com
[13] bit.ly
[12] thestar.com
[11] theguardian.com

Top Domains in Tweet in G1:
[8] businessinsider.com
[6] vanityfair.com
[3] twitter.com
[3] newsbreak.com
[2] msn.com
[1] co.uk
[1] thedailybeast.com
[1] medicalxpress.com

Top Domains in Tweet in G2:
[95] twitter.com
[12] marketserengeti.com
[10] blogspot.com
[4] cnn.com
[4] retargetingnews.com
[3] msn.com
[3] google.com
[2] theguardian.com
[2] gofundme.com
[2] nytimes.com

Top Domains in Tweet in G3:
[11] twitter.com
[4] threader.app
[3] bit.ly
[3] washingtonpost.com
[1] indianz.com
[1] nbcnews.com
[1] thehill.com
[1] americanoversight.org
[1] businessinsider.com
[1] substack.com

Top Domains in Tweet in G5:
[6] twitter.com
[3] ncdp.org
[2] joebiden.com
[1] publishersweekly.com
[1] vice.com
[1] abc7ny.com
[1] politico.com
[1] instagram.com

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

Top Domains in Tweet in G7:
[7] twitter.com
[6] filmfare.com
[4] india.com
[3] indiatimes.com
[2] zoomtventertainment.com
[1] milaap.org
[1] bit.ly
[1] indiaforums.com

Top Domains in Tweet in G8:
[8] twitter.com
[1] nypost.com
[1] cnn.com
[1] aaem.org
[1] fema.gov
[1] healthaffairs.org

Top Domains in Tweet in G9:
[12] thestar.com
[4] msn.com
[2] theglobeandmail.com
[2] twitter.com
[2] cbc.ca
[1] bit.ly
[1] nationalpost.com
[1] castanet.net

Top Domains in Tweet in G10:
[23] twitter.com
[8] co.uk
[3] breitbart.com
[2] nypost.com
[1] truepundit.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[236] ppe
[174] covid19
[161] debates2020
[65] shahrukhkhan
[55] presidentialdebate2020
[54] kdppe
[53] perthtanapon
[37] allblacklivesmatter
[32] masks
[31] business



Top Hashtags in Tweet in G1:
[2] voteblue
[2] covid19
[1] bloodonhishands
[1] votetrumpout
[1] covid__19
[1] debatetonight
[1] ppe
[1] n95

Top Hashtags in Tweet in G2:
[81] debates2020
[53] ppe
[33] presidentialdebate2020
[16] masks
[14] business
[13] covid19
[12] sales
[12] mba
[12] course
[12] salescourse

Top Hashtags in Tweet in G3:
[20] ppe
[11] presidentialdebate2020
[8] executiveorder
[6] debates2020
[4] covid19
[3] debatetonight
[2] ppegate
[2] votetrumpout
[2] stl
[2] covid

Top Hashtags in Tweet in G5:
[16] debates2020
[13] ppe
[13] covid19
[8] covid
[5] presidentialdebate2020
[2] aftvotes
[2] debate2020
[2] bidencoalition
[2] florida
[1] 2020debates

Top Hashtags in Tweet in G7:
[64] shahrukhkhan
[27] meerfoundation
[13] chhattisgarh
[12] srkforindia
[9] srk
[6] mirfoundation
[5] covid19
[4] ppe
[4] donate
[3] teamshahrukhkhan

Top Hashtags in Tweet in G8:
[13] covid19
[3] dpa
[2] getmeppe
[2] trump
[1] texas
[1] insolidarity
[1] getusppe
[1] bidenharris2020landslide
[1] savefrontlinestaff
[1] globalpandemic

Top Hashtags in Tweet in G9:
[19] istandwithtrudeau
[7] cdnpoli
[6] ppe
[1] conservatives
[1] wecharity
[1] stepup

Top Hashtags in Tweet in G10:
[5] ppe
[4] debate2020
[4] trackandtrace
[3] debates2020
[3] presidentialdebate2020
[3] trident
[3] fracking
[3] nuclear
[2] thebigguy
[2] facts

Top Words
Top Words in Tweet in Entire Graph:
[5069] ppe
[1184] people
[1065] trump
[816] masks
[813] projectlincoln
[759] covid
[713] going
[681] mr
[626] kushner
[585] states

Top Words in Tweet in G1:
[799] projectlincoln
[562] ppe
[533] people
[528] going
[524] suffer
[430] cuomo
[416] kushner
[309] gov
[307] andrew
[253] enough

Top Words in Tweet in G2:
[597] ppe
[112] trump
[100] masks
[81] #debates2020
[77] people
[61] wear
[59] covid
[56] fauci
[53] #ppe
[52] more

Top Words in Tweet in G3:
[255] ppe
[188] realdonaldtrump
[152] relief
[98] gop
[86] fema
[84] business
[83] small
[79] trump's
[79] act
[77] funding

Top Words in Tweet in G4:
[660] mr
[332] 000
[330] peruncit
[330] perkakas
[330] rumah
[330] terbesar
[330] malaysia
[330] group
[330] berhad
[330] telah

Top Words in Tweet in G5:
[148] ppe
[132] joebiden
[125] trump
[81] plan
[62] schools
[60] open
[42] covid
[41] safely
[40] aftunion
[38] reopen

Top Words in Tweet in G6:
[296] yang
[295] bayangkan
[295] pakai
[295] ppe
[295] pun
[295] boleh
[295] menari
[295] lagi
[295] depan
[295] pesakit

Top Words in Tweet in G7:
[232] ppe
[216] kits
[169] iamsrk
[134] meerfoundation
[112] warriors
[101] chhattisgarh
[99] frontline
[98] protect
[95] providing
[88] ts_singhdeo

Top Words in Tweet in G8:
[107] workers
[95] masks
[91] healthcare
[88] cleavon_md
[87] n95
[81] nurses
[79] over
[78] dead
[77] horrible
[77] reusing

Top Words in Tweet in G9:
[115] bogochisaac
[107] time
[106] make
[104] later
[104] doing
[104] right
[103] sense
[103] plenty
[103] audit
[103] hold

Top Words in Tweet in G10:
[62] biden
[54] ppe
[46] trump
[30] joe
[23] marcusrashford
[21] going
[20] children
[17] president
[15] trace
[15] contracts

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[568] people,going
[567] going,suffer
[356] enough,ppe
[339] 000,set
[333] peruncit,perkakas
[333] perkakas,rumah
[333] rumah,terbesar
[333] terbesar,malaysia
[333] malaysia,mr
[333] mr,group

Top Word Pairs in Tweet in G1:
[524] people,going
[524] going,suffer
[307] gov,andrew
[242] pound,phones
[242] phones,hard
[242] hard,enough
[229] enough,ppe
[228] ppe,state
[220] cuomo,pound
[216] state,people

Top Word Pairs in Tweet in G2:
[37] wear,masks
[29] enough,ppe
[18] fauci,wear
[18] dr,fauci
[17] covid,19
[16] testing,ppe
[13] wear,mask
[12] ppe,ventilators
[12] learn,more
[12] more,click

Top Word Pairs in Tweet in G3:
[78] small,business
[76] funding,pres
[76] pres,trump's
[76] trump's,cares
[76] cares,act
[76] act,17b
[76] 17b,small
[76] business,debt
[76] debt,relief
[76] relief,45b

Top Word Pairs in Tweet in G4:
[330] peruncit,perkakas
[330] perkakas,rumah
[330] rumah,terbesar
[330] terbesar,malaysia
[330] malaysia,mr
[330] mr,group
[330] group,berhad
[330] berhad,mr
[330] mr,telah
[330] telah,menghantar

Top Word Pairs in Tweet in G5:
[25] still,national
[23] covid,cases
[23] cases,rise
[23] rise,trump
[23] trump,still
[23] national,plan
[23] plan,manage
[23] manage,crisis
[23] crisis,joebiden
[23] joebiden,released

Top Word Pairs in Tweet in G6:
[295] bayangkan,pakai
[295] pakai,ppe
[295] ppe,pun
[295] pun,boleh
[295] boleh,menari
[295] menari,lagi
[295] lagi,depan
[295] depan,pesakit
[295] pesakit,semata
[295] semata,mata

Top Word Pairs in Tweet in G7:
[216] ppe,kits
[104] iamsrk,meerfoundation
[97] frontline,warriors
[92] kits,protect
[88] protect,frontline
[87] meerfoundation,providing
[86] express,heartfelt
[86] heartfelt,gratitude
[86] gratitude,iamsrk
[86] providing,ppe

Top Word Pairs in Tweet in G8:
[87] healthcare,workers
[81] n95,masks
[77] horrible,nurses
[77] nurses,reusing
[77] reusing,uv
[77] uv,decontaminated
[77] decontaminated,n95
[77] masks,over
[77] over,400
[77] 400,healthcare

Top Word Pairs in Tweet in G9:
[103] make,sense
[103] sense,plenty
[103] plenty,time
[103] time,audit
[103] audit,hold
[103] hold,officials
[103] officials,accountable
[103] accountable,later
[103] later,doing
[103] doing,right

Top Word Pairs in Tweet in G10:
[20] joe,biden
[10] donald,trump
[10] marcusrashford,fareshareuk
[9] krishgm,marcusrashford
[7] ppe,contracts
[7] hunter,biden
[6] oil,industry
[6] subsidised,tory
[5] trust,manage
[5] manage,vaccine

Top Replied-To
Top Replied-To in Entire Graph:
@megynkelly
@realdonaldtrump
@projectlincoln
@joebiden
@teamtrump
@gop
@pig_306
@donaldjtrumpjr
@msnbc
@mike_pence

Top Replied-To in G1:
@projectlincoln
@meidastouch
@everclearboy
@thehill
@yescardo
@realdonaldtrump
@lesliem3355
@cpsemple
@tballgame1
@hello_friend007

Top Replied-To in G2:

Top Replied-To in G3:
@realdonaldtrump
@teamtrump
@gop
@mike_pence
@senatemajldr
@1100penn
@larryelder
@cenkuygur
@gopchairwoman
@ivankatrump

Top Replied-To in G5:
@joebiden
@kamalaharris
@pattonoswalt
@kayleighmcenany
@bowmannancy
@cbsnews
@randomguy495
@ezraklein
@barackobama
@projectlincoln

Top Replied-To in G7:
@iamsrk
@ts_singhdeo
@armagaddon8
@subratdey13
@sureshshripat
@bhupeshbaghel

Top Replied-To in G8:
@katiecouric
@meganranney
@cleavon_md
@realdonaldtrump
@universalmaski2
@scclemons
@ed_docem
@brendathurlow4
@doctorsdilemma
@carolynfahm

Top Replied-To in G9:
@bogochisaac
@erinotoole
@mini_bubbly
@nougatjesus
@cbcpolitics
@libartsandminds
@davidakin
@9x19
@yukongale
@cpc_hq

Top Replied-To in G10:
@krishgm
@sayitnspinit
@ppe_sale
@jackposobiec
@kirstiealley
@antony_hig
@dineshdsouza
@leighrich73
@sideswiper
@ds_salter

Top Mentioned
Top Mentioned in Entire Graph:
@projectlincoln
@bernamaradio
@akeemsharyzal
@everclearboy
@jaredkushner
@realdonaldtrump
@iamsrk
@chrisalbertolaw
@joebiden
@nowthisnews

Top Mentioned in G1:
@projectlincoln
@everclearboy
@jaredkushner
@chrisalbertolaw
@yescardo
@notatweeter16
@hlphoenix
@beverlyb342
@meidastouch
@britchic2016

Top Mentioned in G2:
@newstodayaround
@dcznmt74
@kawaii433
@novashpakova
@filoseokjinnies
@bitchylibera_l

Top Mentioned in G3:
@realdonaldtrump
@gop
@bankspatriot
@whitehouse
@real_ql
@mike_pence
@david_leavitt
@teamtrump
@z_everson

Top Mentioned in G4:
@bernamaradio

Top Mentioned in G5:
@joebiden
@aftunion
@realdonaldtrump
@edvotes
@trudygonzales
@bowmannancy
@barackobama
@janasanchez
@kamalaharris
@strandbookstore

Top Mentioned in G6:
@akeemsharyzal
@bernamaradio

Top Mentioned in G7:
@iamsrk
@meerfoundation
@ts_singhdeo
@bhupeshbaghel
@rajshriartist
@drshahrukh
@shahrukhkhan_fc
@aavishhkar
@bangaloremirror
@indiaforums

Top Mentioned in G8:
@cleavon_md
@cdcgov
@meganranney
@getusppe
@realdonaldtrump
@drericding
@katiecouric
@ctzebra
@rinsana
@anuanandaraja

Top Mentioned in G9:
@bogochisaac
@mini_bubbly
@anitaoakville
@davidakin
@canucktraveler
@erinotoole
@flaviovolpe1
@tylermeredith
@gtlem
@ruthmkb

Top Mentioned in G10:
@marcusrashford
@joebiden
@realdonaldtrump
@fareshareuk
@angelarayner
@realjameswoods
@bbradley_mans
@kayleighmcenany
@ingrahamangle
@krishgm

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@famima_reply
@cas_2050001283
@kirin_brewery
@nitoriofficial
@asahiinryo_jp
@missb62
@americanair
@aviongoo
@jurylady5

Top Tweeters in G1:
@serendipitysays
@thehill
@lizditz
@frecklesxx20
@sherrikuczeryk
@linda1746
@newyorker2212
@gwydion620
@mtmarilyn2
@llama_strudel

Top Tweeters in G2:
@prpnews
@iam__network
@tolajobjobs
@bharianmy
@fardareismai2
@monicazyoung
@rteefact
@hannabec
@twilight2000
@tuxcedocat

Top Tweeters in G3:
@lehimesa
@justwhatnowwhy
@lllwry
@zumikiss
@_reaalamerican_
@lumezgo77
@frackhazreveal
@drseid
@binderfaith1
@wmn4srvl

Top Tweeters in G4:
@iqmlhsym
@annneko3
@ryconize
@bernamaradio
@aleenatn
@pijafrzh
@aqlilafz
@shafiqahfq
@ambrosebucks
@mwddhzndn

Top Tweeters in G5:
@jurylady5
@summer7570
@garden4u_wa
@tassajarard
@icedtea17
@chloepoliticat
@daddylou13
@wrap02
@55andwhat
@renabluevoter

Top Tweeters in G6:
@abdulqayum_
@anisarrisha_
@anisnabiloss
@izhmslzm
@cinonysmosa
@nrlzwatisokhir_
@farhanah_zlkfl
@akeemsharyzal
@abbyyayaa_
@deadefge

Top Tweeters in G7:
@zeenews
@iamharry007
@iammsk
@samhussain7890
@sarcastic__raj
@jacykhan
@srkchennaifc
@lionking114433
@sarathrebel
@zoomtv

Top Tweeters in G8:
@fight4freedom72
@loyalfan1
@antipandemonium
@carlatodd2
@mzyun
@queenadalite
@womanvote
@schmoopywoopy
@stlhd100
@djtmentionsbot

Top Tweeters in G9:
@joannecangal
@1loriking
@ksp_libs
@globeandmail
@ruthmkb
@tintie4
@merlinofcanada
@forgerat
@lambert_pp
@mini_bubbly

Top Tweeters in G10:
@jjcwow
@stillgray
@cllrbsilvester
@iromg
@rachel_irl
@americandream09
@thomas1774paine
@jackposobiec
@welshdellb0y
@dpjhodges


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