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COVID_2023-03-19_00-57-06.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 19, 2023
Short Description:
COVID via NodeXL https://bit.ly/3JvTiNQ
@mtaibbi
@elonmusk
@potus
@tjsrunner09
@drelidavid
@yonifreedhoff
@pairmobile
@jhmdrei
@joebiden
@realdamndean

Top hashtags:
#covid
#guerracontralacorrupción
#longcovid
#covid19
#covid_19
#atención
#sistemapatria

Description:
Description
The graph represents a network of 6,910 Twitter users whose recent tweets contained "COVID", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 08:03 UTC.

The tweets in the network were tweeted over the 1109-day, 2-hour, 25-minute period from Wednesday, 04 March 2020 at 21:34 UTC to Sunday, 19 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 6910
Unique Edges : 3391
Edges With Duplicates : 11132
Total Edges : 14523
Number of Edge Types : 9
Replies to : 1418
MentionsInReplyTo : 2915
Retweet : 3852
MentionsInRetweet : 4494
Tweet : 1221
Quote : 147
Mentions : 381
MentionsInQuote : 67
MentionsInQuoteReply : 28
Self-Loops : 1536
Reciprocated Vertex Pair Ratio : 0.0230267720904425
Reciprocated Edge Ratio : 0.0450169491525424
Connected Components : 1266
Single-Vertex Connected Components : 238
Maximum Vertices in a Connected Component : 2905
Maximum Edges in a Connected Component : 7377
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 8.312672
Graph Density : 0.000154478763516368
Modularity : 0.524475
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 6,910 Twitter users whose recent tweets contained "COVID", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 08:03 UTC.

The tweets in the network were tweeted over the 1109-day, 2-hour, 25-minute period from Wednesday, 04 March 2020 at 21:34 UTC to Sunday, 19 March 2023 at 00:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : COVID
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:
[128] https://www.zerohedge.com/covid-19/africa-starkly-unvaccinated-and-starkly-unvanquished-covid
[128] https://twitter.com/jhmdrei/status/1637238704262770688/photo/1
[74] https://www.theatlantic.com/science/archive/2022/09/mrna-covid-vaccine-booster-lymphoma-cancer/671308/
[70] https://rumble.com/v2a5fpw-dr-arne-burkhardt-confirms-sperm-has-been-almost-entirely-replaced-by-spike.html
[65] https://twitter.com/LmnLwnh/status/1624877475221086209/video/1
[17] https://rumble.com/v2dmq0e-its-much-worse-than-you-think-govt-corruption-and-the-creation-of-covid-w-d.html
[12] https://twitter.com/i/status/1637112228900995075
[10] https://www.westernstandard.news/
[9] https://www.akaboo.jp/event/item/20194264.html
[9] https://www.telegraph.co.uk/news/2021/05/14/scientists-admit-totalitarian-use-fear-control-behaviour-covid/

Top URLs in Tweet in G1:
[10] https://rumble.com/v2dmq0e-its-much-worse-than-you-think-govt-corruption-and-the-creation-of-covid-w-d.html
[5] https://thedcpatriot.com/the-twitter-files-19-by-matt-taibbi-the-great-covid-19-lie-machine/
[4] https://twitter.com/mtaibbi/status/1636729171995926528/photo/1
[4] https://twitter.com/Agus1Sunnely/status/1636954742227099651/photo/1
[3] https://twitter.com/MikeBenzCyber/status/1636813750752690177/photo/1
[3] https://www.heart.org/en/news/2022/08/22/covid-19-infection-poses-higher-risk-for-myocarditis-than-vaccines
[2] https://twitter.com/mtaibbi/status/1636729197707100162/photo/1
[2] https://twitter.com/Storiesofinjury/status/1637106943532716035/photo/1
[2] https://rumble.com/v2dka90-its-time-to-hold-china-accountable-for-covid-trump.html?mref=ah9c7&mc=cfcoh
[2] https://twitter.com/mtaibbi/status/1636729166631432195?t=Wk6KnTEpYTsIrPSwSwZqWg&s=19

Top URLs in Tweet in G2:
[4] https://twitter.com/IDTheftScout/status/1637241764162465792/photo/1
[4] https://twitter.com/luizadeliz11/status/1637240869462974465/photo/1
[4] https://twitter.com/juansev12/status/1512240852466389003/photo/1
[2] https://johndupuis.substack.com/p/long-covid-sucks-part-one?r=sewg&utm_campaign=post&utm_medium=email
[2] https://www.washingtonpost.com/health/2023/03/18/long-covid-less-likely/
[2] https://twitter.com/mal8193/status/1637240411096768514/photo/1
[2] https://expreso.press/2023/03/18/este-podria-ser-el-animal-transmisor-del-covid-19-segun-un-nuevo-estudio/
[2] https://twitter.com/spacevalkyries/status/1637240050466340865/photo/1
[2] https://twitter.com/Wi1bvrslvt/status/1637239149987086336/photo/1
[2] https://golop.uk/?p=129112

Top URLs in Tweet in G3:
[67] https://rumble.com/v2a5fpw-dr-arne-burkhardt-confirms-sperm-has-been-almost-entirely-replaced-by-spike.html
[6] https://www.telegraph.co.uk/news/2021/05/14/scientists-admit-totalitarian-use-fear-control-behaviour-covid/
[5] https://twitter.com/c_plushie/status/1636751451698659328/video/1
[4] https://twitter.com/FreedomFan40/status/1637237978165825537/photo/1
[4] https://www.express.co.uk/life-style/health/1746755/Covid-jab-victims-fight-for-compensation
[3] https://twitter.com/HDBreakout17/status/1637239011419779073/photo/1
[2] https://twitter.com/LmnLwnh/status/1624877475221086209/video/1
[2] https://www.nytimes.com/2023/03/17/health/covid-origins-who.html?smid=tw-share
[2] https://twitter.com/cotupacs/status/1637193926481158146/photo/1
[2] https://sharylattkisson.com/2023/03/report-us-heath-officials-hid-urgent-recommendation-to-use-ivermectin-for-covid/

Top URLs in Tweet in G4:
[4] https://twitter.com/NaqviMA/status/1637237105205166080/photo/1
[3] https://www.cbc.ca/news/health/canada-covid-immunity-vaccination-infection-1.6779949
[3] https://twitter.com/jvipondmd/status/1637138988963340289/photo/1
[2] https://twitter.com/chantz_y/status/1637029270806753281/video/1
[2] https://twitter.com/cbcqueenspark/status/1637127498386251777
[2] https://www.canada.ca/en/public-health/services/diseases/2019-novel-coronavirus-infection/symptoms/post-covid-19-condition.html
[2] https://twitter.com/lisa_iannattone/status/1637162751792390146
[2] https://twitter.com/nb_covid_info/status/1636943425478991873
[2] https://twitter.com/ApricotTreeCaf1/status/1637183779017039873?t=XQjuIhtHIAkvGcmiEsqmVA&s=19
[1] https://twitter.com/HallwayOrchard/status/1592921357360451586?s=20

Top URLs in Tweet in G5:
[128] https://www.zerohedge.com/covid-19/africa-starkly-unvaccinated-and-starkly-unvanquished-covid
[128] https://twitter.com/jhmdrei/status/1637238704262770688/photo/1
[1] https://www.theepochtimes.com/young-pilot-fights-post-jab-heart-issues-speaks-out-on-covid-shot-fears_5115037.html
[1] https://twitter.com/jhmdrei/status/1637020229435006977/photo/1
[1] https://www.nytimes.com/2021/08/04/world/who-covid-vaccine-boosters.html

Top URLs in Tweet in G6:
[5] https://thefatemperor.com/wp-content/uploads/2023/03/THE-TELEGRAPH-March-18th-2023-LOCKDOWNS-KILL.pdf
[2] https://twitter.com/FatEmperor/status/1637219863469912065
[2] https://www.24vita.de/gesundheit/corona-impfschaden-grundrente-antrag-stellen-krankheiten-spaetfolgen-zr-92152007.html
[2] https://twitter.com/flannelly_mike/status/1636887054041722880/photo/1
[1] https://twitter.com/FatEmperor/status/1637222377305124864/photo/1
[1] https://www.telegraph.co.uk/news/2023/03/18/evidence-lockdowns-kill-people-lock-kill/
[1] https://twitter.com/i/web/status/1637219863469912065
[1] https://makismd.substack.com/p/alberta-canada-is-now-giving-covid
[1] https://makismd.substack.com/p/testicular-turbo-cancer-in-young
[1] https://twitter.com/songpinganq/status/1480612256866258946?s=19

Top URLs in Tweet in G7:
[4] https://twitter.com/jorgerpsuv/status/1483552364434964480/photo/1
[2] https://twitter.com/somosVe96709831/status/1287526252144992257/photo/1
[2] https://twitter.com/SudebanInforma/status/1637197684263227392/photo/1
[2] https://ultimasnoticias.com.ve/noticias/mas-vida/venezuela-reporto-seis-nuevos-casos-de-covid-19-en-las-ultimas-horas/
[1] https://www.vtv.gob.ve/covid19-podria-rebajarse-amenaza-gripe-estacional/
[1] https://twitter.com/VTVcanal8/status/1637187598740340736/photo/1
[1] https://www.vtv.gob.ve/dia-1097-lucha-covid-17032023/
[1] https://twitter.com/VTVcanal8/status/1636923471635554310/photo/1
[1] https://twitter.com/Zodi35Guarico/status/1637096136853925888/video/1
[1] https://twitter.com/Mippcivzla/status/1637189631111299072/photo/1

Top URLs in Tweet in G8:
[59] https://twitter.com/LmnLwnh/status/1624877475221086209/video/1
[1] https://twitter.com/laralogan/status/1637225970598924290/photo/1
[1] https://twitter.com/vancemurphy/status/1637206622023090176/photo/1
[1] https://twitter.com/patientled/status/1595123782993448960
[1] https://twitter.com/VitalikButerin/status/1523490269592625152
[1] https://rumble.com/v2a5fpw-dr-arne-burkhardt-confirms-sperm-has-been-almost-entirely-replaced-by-spike.html
[1] https://twitter.com/Antonio_DiSiena/status/1637115902087909378/photo/1
[1] https://twitter.com/antonio_disiena/status/1637115902087909378
[1] https://twitter.com/Cleavon_MD/status/1497672743483064321?t=cYHVC35r0WOyi6aG1Z2kDw&s=19
[1] https://rumble.com/v1wac7i-world-premier-died-suddenly.html

Top URLs in Tweet in G9:
[74] https://www.theatlantic.com/science/archive/2022/09/mrna-covid-vaccine-booster-lymphoma-cancer/671308/
[1] https://m.theepochtimes.com/mkt_app/exclusive-jessica-sutta-former-pussycat-dolls-member-i-was-severely-injured-by-the-moderna-vaccine_5126944.html?utm_campaign=app-cc&utm_source=ref_share
[1] https://twitter.com/stkirsch/status/1634189428150390785/photo/1
[1] https://www.foxnews.com/entertainment/jurassic-park-star-sam-neill-reveals-ferocious-stage-3-cancer
[1] https://www.youtube.com/watch?v=NE4vKJYMbMY

[1] https://calmatters.org/health/2021/02/conspiracy-theory-doctor-surrenders-medical-license/
[1] https://twitter.com/Melemlem/status/1636754295512092674/video/1
[1] https://twitter.com/DavidCu87627414/status/1637187448244514816/photo/1
[1] https://www.telegraph.co.uk/news/2021/05/14/scientists-admit-totalitarian-use-fear-control-behaviour-covid/
[1] https://twitter.com/drg1985/status/1637081893089714177/photo/1

Top URLs in Tweet in G10:
[4] https://twitter.com/DschlopesIsBack/status/1637224204117454854/photo/1
[4] https://twitter.com/Women___Exist/status/1636703987650134016/photo/1
[2] https://www.nbcnews.com/health/health-news/covid-origins-data-links-pandemic-raccoon-dogs-wuhan-market-rcna75437
[2] https://geneticliteracyproject.org/2022/04/18/why-the-covid-cult-of-ivermectin-wont-die/?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1679175340
[2] https://twitter.com/Lostlain1/status/1636742108903006209/photo/1
[1] https://twitter.com/mtaibbi/status/1636729166631432195
[1] https://twitter.com/elonmusk/status/1636889789470326785/photo/1
[1] https://twitter.com/covid_clarity/status/1636182376660254724/video/1
[1] https://twitter.com/covid_clarity/status/1633884603273605121/video/1
[1] https://twitter.com/nypost/status/1637096844202311680

Top Domains
Top Domains in Tweet in Entire Graph:
[1405] twitter.com
[128] zerohedge.com
[96] rumble.com
[77] theatlantic.com
[33] co.uk
[26] substack.com
[23] youtube.com
[16] com.br
[16] theepochtimes.com
[12] westernstandard.news

Top Domains in Tweet in G1:
[52] twitter.com
[12] rumble.com
[5] thedcpatriot.com
[3] heart.org
[1] google.com
[1] t.me
[1] dailyclout.io
[1] theepochtimes.com
[1] apnews.com
[1] providencejournal.com

Top Domains in Tweet in G2:
[57] twitter.com
[5] substack.com
[4] theepochtimes.com
[4] youtube.com
[4] cnn.com
[3] lifesitenews.com
[3] nih.gov
[3] com.br
[3] naturalnews.com
[3] cbc.ca

Top Domains in Tweet in G3:
[69] rumble.com
[47] twitter.com
[11] co.uk
[4] nytimes.com
[3] substack.com
[2] trib.al
[2] sharylattkisson.com
[1] rebelnews.com
[1] hollywoodreporter.com
[1] childrenshealthdefense.org

Top Domains in Tweet in G4:
[45] twitter.com
[3] cbc.ca
[2] canada.ca
[1] globalnews.ca
[1] co.uk
[1] goodlawproject.org
[1] gc.ca
[1] newscientist.com
[1] nature.com
[1] yahoo.com

Top Domains in Tweet in G5:
[129] twitter.com
[128] zerohedge.com
[1] theepochtimes.com
[1] nytimes.com

Top Domains in Tweet in G6:
[11] twitter.com
[5] thefatemperor.com
[2] substack.com
[2] 24vita.de
[1] co.uk

Top Domains in Tweet in G7:
[21] twitter.com
[2] gob.ve
[2] com.ve

Top Domains in Tweet in G8:
[66] twitter.com
[2] rumble.com
[1] nature.com
[1] thelancet.com
[1] substack.com

Top Domains in Tweet in G9:
[74] theatlantic.com
[20] twitter.com
[2] bmj.com
[2] nih.gov
[1] theepochtimes.com
[1] foxnews.com
[1] youtube.com
[1] calmatters.org
[1] co.uk

Top Domains in Tweet in G10:
[21] twitter.com
[2] nbcnews.com
[2] geneticliteracyproject.org
[1] nih.gov
[1] cbn.com
[1] washingtonpost.com
[1] snopes.com
[1] realityslaststand.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[85] covid
[61] guerracontralacorrupción
[51] longcovid
[49] covid19
[22] covid_19
[22] atención
[22] sistemapatria
[22] carnetdelapatria
[15] twitterfiles
[12] pfizer



Top Hashtags in Tweet in G1:
[5] covidvaccines
[4] covid
[2] courageousdiscourse
[2] sarscovx
[2] twitterfiles
[2] faucilied
[2] vaccinesideeffects
[2] vaccinedeaths
[2] nurermberg2

Top Hashtags in Tweet in G2:
[10] covid
[8] covid19
[5] coronavirus
[3] covid_19
[3] money
[2] longcovid
[2] health
[2] match2023
[2] bot
[1] lakeeriesunset

Top Hashtags in Tweet in G3:
[5] covid
[3] covid19
[2] sarscov2
[2] pandemicaccord
[2] mastodon
[1] climatecrisis
[1] vaccine
[1] vaccines
[1] mrna
[1] pfizer

Top Hashtags in Tweet in G4:
[3] longcovid
[3] toriesout254
[3] ontario
[2] sunakout145
[2] generalelectionnow
[2] covid
[2] excessdeaths
[1] merrimanmustresign
[1] moemustresign
[1] maskmandates

Top Hashtags in Tweet in G6:
[1] ableg
[1] cdnpoli
[1] diedsuddenly

Top Hashtags in Tweet in G7:
[45] guerracontralacorrupción
[10] entérate
[6] 3/18/2023 12:00:00 AM
[5] notiipasmcy
[5] aragua
[3] covid_19
[2] bastadeimposiciónimperial
[2] venezuela
[2] elbloqueoescriminal
[2] 7/26/2023 12:00:00 AM

Top Hashtags in Tweet in G9:
[1] turbocancer

Top Hashtags in Tweet in G10:
[1] stoptransingkids

Top Words
Top Words in Tweet in Entire Graph:
[4741] covid
[1086] 19
[446] people
[380] vaccine
[358] more
[316] long
[291] death
[267] mask
[260] story
[244] twitter

Top Words in Tweet in G1:
[314] covid
[220] mtaibbi
[207] story
[187] twitter
[126] 19
[111] suggesting
[104] death
[100] first
[100] vp
[99] arm

Top Words in Tweet in G2:
[237] covid
[53] 19
[21] long
[20] one
[16] sa
[16] people
[13] time
[13] pandemic
[12] ako
[12] die

Top Words in Tweet in G3:
[209] covid
[100] mrna
[88] 19
[78] spike
[76] protein
[70] flu
[68] jab
[67] replaced
[67] sperm
[67] entirely

Top Words in Tweet in G4:
[318] covid
[86] died
[63] long
[49] people
[38] more
[38] deaths
[36] public
[35] health
[34] 19
[33] njbbari3

Top Words in Tweet in G5:
[134] jhmdrei
[128] ワクチンをいちばん
[128] コロナに一番弱かった
[128] 打ち続けた日本が
[48] 19に感染する確率が高くなると発表しました
[48] 医学誌ランセットが
[48] つまりcovid
[48] もうこれでワクチンを接種する意味は全くなくなりました
[48] ワクチンを接種した人は接種しなかった人に比べて
[48] 7ヵ月後にcovid

Top Words in Tweet in G6:
[196] mask
[160] covid
[98] face
[97] anxiety
[97] ends
[97] drsimonegold
[70] more
[40] fatemperor
[40] sweden
[40] correct

Top Words in Tweet in G7:
[171] covid
[169] 19
[111] contra
[108] venezuela
[103] luchado
[103] debemos
[101] conscientes
[101] siendo
[101] mippcivzla
[101] salir

Top Words in Tweet in G8:
[100] covid
[65] drelidavid
[59] pandemic
[59] theater
[34] one
[33] people
[30] care
[29] civilians
[29] anymore
[29] indiscriminately

Top Words in Tweet in G9:
[161] stkirsch
[51] covid
[23] cancer
[22] people
[20] melemlem
[18] booster
[18] right
[17] yes
[16] heard
[16] due

Top Words in Tweet in G10:
[82] elonmusk
[55] covid_clarity
[47] covid
[18] dschlopesisback
[17] adults
[17] child
[16] immunity
[16] before
[16] re
[15] misinformation

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1041] covid,19
[239] long,covid
[193] contra,covid
[175] covid,vaccine
[128] ワクチンをいちばん,打ち続けた日本が
[128] 打ち続けた日本が,コロナに一番弱かった
[127] jhmdrei,ワクチンをいちばん
[107] story,covid
[106] covid,arm
[106] drene,keyes

Top Word Pairs in Tweet in G1:
[125] covid,19
[99] drene,keyes
[99] covid,arm
[98] death,drene
[98] keyes,usa
[98] alert,twitter
[98] twitter,vp
[98] listed,death
[98] arm,story
[98] mtaibbi,first

Top Word Pairs in Tweet in G2:
[46] covid,19
[13] long,covid
[7] during,covid
[6] lab,leak
[6] duke,unc
[5] due,covid
[4] leak,theory
[4] covid,vaccines
[4] covid,pandemic
[4] covid,test

Top Word Pairs in Tweet in G3:
[88] covid,19
[76] spike,protein
[67] jab,entirely
[67] replaced,male
[67] mrna,covid
[67] 19,flu
[67] flu,jab
[67] male,sperm
[67] entirely,replaced
[67] protein,mrna

Top Word Pairs in Tweet in G4:
[54] long,covid
[33] covid,19
[25] died,covid
[24] canadians,died
[20] public,health
[18] impossible,died
[18] moment,sars2
[18] died,moment
[18] less,covid
[18] died,died

Top Word Pairs in Tweet in G5:
[128] 打ち続けた日本が,コロナに一番弱かった
[128] ワクチンをいちばん,打ち続けた日本が
[127] jhmdrei,ワクチンをいちばん
[48] 7ヵ月後にcovid,19に感染する確率が高くなると発表しました
[48] 19に感染する確率が高くなると発表しました,もうこれでワクチンを接種する意味は全くなくなりました
[48] 医学誌ランセットが,ワクチンを接種した人は接種しなかった人に比べて
[48] もうこれでワクチンを接種する意味は全くなくなりました,つまりcovid
[48] ワクチンを接種した人は接種しなかった人に比べて,7ヵ月後にcovid
[47] kojikoj94192232,医学誌ランセットが
[47] つまりcovid,19感染症が増えたのはワクチン

Top Word Pairs in Tweet in G6:
[97] covid,ends
[97] anxiety,covid
[97] face,mask
[97] ends,mask
[97] mask,face
[96] drsimonegold,anxiety
[35] sweden,correct
[34] article,lockdowns
[34] telegraph,article
[34] more,lockdown

Top Word Pairs in Tweet in G7:
[169] covid,19
[108] contra,covid
[103] luchado,contra
[101] seguir,siendo
[101] conscientes,salir
[101] 19,debemos
[101] debemos,seguir
[101] venezuela,luchado
[101] siendo,conscientes
[100] mippcivzla,venezuela

Top Word Pairs in Tweet in G8:
[59] covid,pandemic
[59] pandemic,theater
[58] drelidavid,covid
[29] targeting,unarmed
[29] anymore,regime
[29] killing,people
[29] regime,burma
[29] unarmed,civilians
[29] people,indiscriminately
[29] one,care

Top Word Pairs in Tweet in G9:
[15] yes,heard
[15] right,keep
[15] hospital,due
[15] heard,right
[15] people,needed
[15] needed,booster
[15] adult,50
[15] 43,600
[15] due,covid
[15] 600,people

Top Word Pairs in Tweet in G10:
[33] elonmusk,covid_clarity
[15] mattwallace888,elonmusk
[15] covid,misinformation
[14] dschlopesisback,mattwallace888
[14] natural,immunity
[13] elonmusk,banned
[13] banned,covid
[13] child,goes
[13] goes,identity
[13] crisis,before

Top Replied-To
Top Replied-To in Entire Graph:
@stkirsch
@elonmusk
@covid_clarity
@cbcnews
@potus
@mtaibbi
@drtedros
@zero_long_covid
@dianaberrent
@goddeketal

Top Replied-To in G1:
@mtaibbi
@fonckmuriel
@storiesofinjury
@spartajustice
@jinyojr
@drloupis
@lettherebewill
@blueasbluecanbe
@eric_eberhard
@e2thej

Top Replied-To in G3:
@drtedros
@chrislittlewoo8
@aerinflux
@cartlanddavid
@akcayerol
@mahonylab
@rosaliagc1972
@albertoortegana
@macroliter
@4u_leonidas

Top Replied-To in G4:
@cbcnews
@86thistimeline
@frozen
@nb_covid_info
@chantz_y
@calgaryoccupy
@snarkypeds
@debholloway
@youarelobbylud
@leoncepontillie

Top Replied-To in G5:
@koumonka_doctor

Top Replied-To in G6:
@haigh_jimmy
@bohemianatmosp1
@andrewknack
@michaelpsenger
@readthestudy
@jeromeadamsmd
@fatemperor
@drsimonegold

Top Replied-To in G8:
@kathryn_revell
@vancemurphy
@a_xenop
@hosseeb
@gregbeukeattyks
@tszzl
@outfielding
@debunk_the_funk

Top Replied-To in G9:
@stkirsch
@melemlem
@johntal6
@g_commish
@trueblue_76
@revgenone
@nygibson19
@greenpeacenz
@jasonwsorensen1
@mojorose1

Top Replied-To in G10:
@elonmusk
@covid_clarity
@athenanknight
@atomicmettle
@stampinii
@catturd2
@dub_5084
@thevivafrei
@mattwallace888
@happyme79697577

Top Mentioned
Top Mentioned in Entire Graph:
@mtaibbi
@jhmdrei
@drsimonegold
@mippcivzla
@stkirsch
@drelidavid
@allbitenobark88
@elonmusk
@kojikoj94192232
@jamesmelville

Top Mentioned in G1:
@mtaibbi
@storiesofinjury
@vigilantfox
@spartajustice
@kimiversenshow
@p_mcculloughmd
@realmattcouch
@mikebenzcyber
@fonckmuriel
@e2thej

Top Mentioned in G2:
@rightspeaknet
@cliffordribner
@dupuisj
@iownjd

Top Mentioned in G3:
@allbitenobark88
@abridgen
@thechiefnerd
@cotupacs
@cartlanddavid
@tonyhinton2016
@chrislittlewoo8
@thehealthb0t
@drtedros
@andrewmitchmp

Top Mentioned in G4:
@njbbari3
@snarkypeds
@cbcnews
@lisa_iannattone
@yonifreedhoff
@nb_covid_info
@frozen
@debholloway
@laurieallee
@hallwayorchard

Top Mentioned in G5:
@jhmdrei
@kojikoj94192232
@shin0226saku
@koumonka_doctor
@mtaibbi

Top Mentioned in G6:
@drsimonegold
@fatemperor
@makismd
@bohemianatmosp1
@realpeteyb123
@sasklass
@mtaibbi
@ryanafournier
@ahs_media
@caulfieldtim

Top Mentioned in G7:
@mippcivzla
@vtvcanal8
@nicolasmaduro
@somosrmnoticias
@ipasmemaracay1
@zodi35guarico
@mkpatriota
@yosoyjaig
@un_hrc

Top Mentioned in G8:
@drelidavid
@laralogan
@vitalikbuterin
@elonmusk
@debunk_the_funk
@fisherlady111
@mtaibbi
@tylercowen
@balajis

Top Mentioned in G9:
@stkirsch
@melemlem
@twopaddocks
@joaniebaloney22
@witchdrtim
@drg1985
@jjinuk64
@debandezscott
@pinpuller
@maizydaizyzzzz

Top Mentioned in G10:
@elonmusk
@covid_clarity
@dschlopesisback
@mattwallace888
@govtimwalz
@catturd2
@nbcnews
@streetsmarts111
@astolfosbigdick
@gregnus_2023

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@contrapuntovzla
@rk70534
@collegemenfess
@unoticias
@lado_mx
@innovativehindu
@sosorasora3
@davidbewart
@sinembargomx

Top Tweeters in G1:
@francvs
@tian_a1
@realmattcouch
@silverkait
@rocket54441
@patim2
@4guardian_angel
@la700
@dulldianna
@walley1027

Top Tweeters in G2:
@lado_mx
@treporta
@dudacionista100
@martinesprisci
@lostiemposbol
@expresopress
@tn23noticias
@crof
@darleneclarke5
@exceptionalfood

Top Tweeters in G3:
@nytimes
@abc13houston
@mott_mason
@davey56jones
@imchaffie
@ukbbnblue
@steveg06322664
@conservativeind
@johnaread
@caropgr6

Top Tweeters in G4:
@wally_wests
@astwisa
@meeksvs
@ghostcatbce
@jlownlaw
@davwain1
@johnandi
@msvanillarose
@littlebirdsteph
@bethechange1682

Top Tweeters in G5:
@shirake_dori373
@zacky_papa_
@anan52509486
@teruko_irf
@kgirls55
@bbfanjun
@summercandles4u
@bluerose0623
@chiharucatneko
@michi_238ff

Top Tweeters in G6:
@carobailey864
@thespiritof02
@joelewisgod
@hillww1
@cuteasducklings
@watusicrypto
@juliecraighead
@karlerbach
@freep2018
@professorplum96

Top Tweeters in G7:
@unoticias
@vtvcanal8
@nanunsc2
@mippcivzla
@8chespirito2
@nicolasmaduro
@mariolysprez3
@visma4163
@teamovenezuel20
@sudebaninforma

Top Tweeters in G8:
@rookieuserim
@stephanietang31
@4kuhaylanarabia
@gittemoller
@rdrgz_l
@joklement
@pete62883136
@birdiebelly1
@steverbridges
@jas880711

Top Tweeters in G9:
@metsfaninphilly
@pinpuller
@hockeyseasntime
@jd_meadows
@stizmaster
@alvarohiguero
@nickhedley
@mrparacletes
@kafearless
@donna_devos

Top Tweeters in G10:
@bukiwilliams
@nbcnews
@goosey871
@scott_felps
@pepesgrandma
@pairmobile
@highbrow_nobrow
@lostlain1
@women___exist
@elonfantommy