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COVID-19_2021-09-15_00-00-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 15, 2021
Short Description:
COVID-19 via NodeXL https://bit.ly/3kb6Bbi
@dainfarrell
@washingtonpost
@who
@mohfw_india
@drdavidsamadi
@akkshyetulsyan
@corona_ssyt
@mar
@rwmalonemd
@jorgepsuvr

Top hashtags:
#covid_19
#covid19
#covid
#coronavirus
#somethingnew
#venezuela
#fanb
#44453
#savepanjshir

Description:
Description
The graph represents a network of 10,452 Twitter users whose tweets in the requested range contained "COVID-19", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 15 September 2021 at 07:23 UTC.

The requested start date was Wednesday, 15 September 2021 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, 0-hour, 5-minute period from Sunday, 12 September 2021 at 12:12 UTC to Tuesday, 14 September 2021 at 12:17 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 : 10452
Unique Edges : 5347
Edges With Duplicates : 12224
Total Edges : 17571
Number of Edge Types : 5
Retweet : 5512
MentionsInRetweet : 6237
Mentions : 1978
Tweet : 3375
Replies to : 469
Self-Loops : 3411
Reciprocated Vertex Pair Ratio : 0.00510328068043742
Reciprocated Edge Ratio : 0.0101547388781431
Connected Components : 3093
Single-Vertex Connected Components : 1069
Maximum Vertices in a Connected Component : 1777
Maximum Edges in a Connected Component : 4076
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 9.97601
Graph Density : 7.572744024444E-05
Modularity : 0.543696
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 10,452 Twitter users whose tweets in the requested range contained "COVID-19", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 15 September 2021 at 07:23 UTC.

The requested start date was Wednesday, 15 September 2021 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, 0-hour, 5-minute period from Sunday, 12 September 2021 at 12:12 UTC to Tuesday, 14 September 2021 at 12:17 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 : COVID-19
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:
[201] https://www.mhlw.go.jp/content/10900000/000829138.pdf
[27] https://www.denverpost.com/2021/09/13/bob-enyart-dies-covid-19/
[23] https://www.gofundme.com/f/fundraising-for-panjshir-valley
[16] https://time.com/6096505/covid-19-vaccine-hesitancy-family/
[13] https://trib.al/uAXPnOa
[13] https://timesofindia.indiatimes.com/business/india-business/economic-recovery-faster-than-covid-19-damage-pm-modi/articleshow/86129978.cms
[12] https://www.novascotia.ca/coronavirus
[12] https://www.hmetro.com.my/utama/2021/09/754459/seluruh-sarawak-diserang-varian-delta
[11] https://healthitanalytics.com/
[11] https://www.rawstory.com/christian-bob-enyart/

Top URLs in Tweet in G1:
[6] https://www.rawstory.com/texas-economy/
[5] https://www.netwerk24.com/Nuus/COVID-19/dag-345-gorillas-toets-positief-vir-virus-dieretuin-gee-nou-entstof-20210912
[4] https://news.google.com/__i/rss/rd/articles/CBMiZWh0dHBzOi8vd3d3Lndhc2hpbmd0b25wb3N0LmNvbS9hcnRzLWVudGVydGFpbm1lbnQvMjAyMS8wOS8xNC9uaWNraS1taW5hai1jb3ZpZC0xOS12YWNjaW5lLWNvbnNwaXJhY3kv0gEA?oc=5&utm_source=dlvr.it&utm_medium=twitter
[4] https://www.eldiario.ec/internacionales/un-estudio-vincula-la-covid-19-grave-con-aumento-en-autoanticuerpos/
[4] https://47vibez.com.ng/news/covid-19-1-6-million-nigerians-have-been-fully-vaccinated-fg/
[3] https://www.foxnews.com/politics/trump-covid-19-vaccine-democrats-coronavirus
[3] http://www.pharmatimes.com/news/uk_terminates_valneva_covid-19_vaccine_supply_agreement_1377317?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.latimes.com/california/story/2021-09-13/street-medicine-homeless-la-county-covid-19?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.cnn.com/2021/09/13/health/children-covid-cases-increase/index.html
[3] https://www.businessinsider.com/cdc-approves-getting-covid-19-shot-with-other-vaccines-2021-9

Top URLs in Tweet in G2:
[5] https://twitter.com/DivLogistica/status/1427942978996391941/photo/1
[1] https://bit.ly/3z9yUez
[1] https://www.vtv.gob.ve/septiembre-venezuela-inicia-semana-flexible/
[1] https://www.vtv.gob.ve/dia-547-lucha-covid-venezuela-contagios-comunitarios-13092021/
[1] https://www.worldbank.org/en/news/immersive-story/2021/06/21/heeding-the-call-of-a-country-in-crisis-world-bank-and-partners-in-yemen?cid=ECR_TT_worldbank_EN_EXT
[1] https://www.worldbank.org/en/who-we-are/news/coronavirus-covid19/world-bank-support-for-country-access-to-covid-19-vaccines?cid=ECR_TT_worldbank_EN_EXT
[1] https://cutt.ly/iWMCpnF
[1] https://bit.ly/3nmUCcG
[1] https://www.justiciafuser.com/venezuela-avanza-en-plan-de-vacunacion-contra-el-covid-19/
[1] https://bit.ly/3hgHX76

Top URLs in Tweet in G3:
[201] https://www.mhlw.go.jp/content/10900000/000829138.pdf
[1] https://twitter.com/SkyNews/status/1437732091513483267

Top URLs in Tweet in G4:
[10] https://trib.al/uAXPnOa
[6] http://trib.al/NvS8IGN
[6] http://trib.al/l7i9eYu
[4] https://www.axios.com/axios-ipsos-poll-covid-vaccine-mandates-biden-c0b7af63-6de0-4ec2-82bf-fb85e3e021ea.html?utm_campaign=organic&utm_medium=socialshare&utm_source=twitter
[3] http://trib.al/MCAKrFe
[3] https://trib.al/hiXRNCx
[2] https://www.cdc.gov/coronavirus/2019-ncov/vaccines/your-vaccination.html
[2] https://www.kgw.com/article/news/verify/medicine/remdesivir-ivermectin-monoclonal-antibodies-corticosteroids-chloroquine-home-drugs-covid-treatments-fda-approved/536-53af69bc-4a87-4ad3-ae97-685d00a46a6e?utm_campaign=snd-autopilot
[1] https://bit.ly/3iTYwaa
[1] https://bit.ly/2X1pZhC

Top URLs in Tweet in G5:
[3] https://www.youtube.com/watch?v=QAHi3lX3oGM&feature=youtu.be

[2] https://www.mygov.in/covid-19
[2] https://www.zdnet.com/article/pro-chinese-government-propaganda-campaign-pushes-for-covid-19-protests-in-the-us/?ftag=COS-05-10aaa0g&taid=613ce7a3ea02a30001b0df1a&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://chanakyaforum.com/chinese-city-imposes-travel/
[2] https://www.icmr.gov.in
[1] https://www.eastonspectator.com/2021/09/12/open-letter-to-dr-bonnie-henry-adrian-dix-and-premier-john-horgan/
[1] https://www.tga.gov.au/media-release/new-restrictions-prescribing-ivermectin-covid-19
[1] https://pubmed.ncbi.nlm.nih.gov/34308537/
[1] https://trialsitenews.com/prominent-medical-boards-message-to-physicians-keep-quiet-on-covid-19-vaccine-or-risk-loss-of-licensure-economic-livelihood/
[1] https://www.theepochtimes.com/mkt_breakingnews/new-york-city-teachers-union-wins-battle-over-covid-19-vaccine-mandate_3992707.html

Top URLs in Tweet in G6:
[10] https://www.theguardian.com/world/2021/sep/13/ivermectin-treatment-covid-19-anti-vaxxers-advocates?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1631533126
[8] https://nypost.com/2021/09/14/wrongly-convicted-man-who-spent-years-on-death-row-dies-of-covid/?utm_campaign=SocialFlow&utm_source=NYPTwitter&utm_medium=SocialFlow
[8] https://nypost.com/2021/09/09/moderna-announces-single-dose-booster-shot-for-covid-and-flu/?utm_campaign=SocialFlow&utm_medium=SocialFlow&utm_source=NYPTwitter
[7] https://www.foxnews.com/health/ny-hospital-baby-deliveries-maternity-workers-quit-covid-19-vaccine-mandate
[5] https://www.foxnews.com/politics/harris-started-politicization-of-covid-19-vaccines-christie-says
[5] https://nypost.com/2021/09/12/the-us-is-nearing-immunity-from-covid-19/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[4] https://www.aging-us.com/lookup/doi/10.18632/aging.203442
[4] https://news.abs-cbn.com/news/09/13/21/doh-reiterates-covid-booster-shots-not-yet-approved
[4] http://dlvr.it/S7Xm4T
[3] https://www.ctvnews.ca/health/coronavirus/u-k-recommends-covid-19-booster-shots-for-over-50s-1.5584505?utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&taid=614092498673f2000160bc86&cid=sm%3Atrueanthem%3A%7B%7Bcampaignname%7D%7D%3Atwitterpost%E2%80%8B&utm_source=twitter

Top URLs in Tweet in G7:
[3] https://www.denverpost.com/2021/09/13/bob-enyart-dies-covid-19/
[2] https://trib.al/uAXPnOa
[2] https://www.huffpost.com/entry/patton-oswalt-covid-19-shows_n_614075bae4b09519c5096bf6?utm_source=dlvr.it&utm_medium=twitter
[2] https://time.com/6096505/covid-19-vaccine-hesitancy-family/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.huffpost.com/entry/bob-enyart-coronavirus-death-right-wing-radio-host_n_613fffcbe4b0dda4cbd2b3a4?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.freep.com/story/news/local/michigan/2021/09/05/eastpointe-woman-big-personality-died-covid-19/5699600001/
[1] https://www.foxnews.com/health/covid-19-hospitalizations-nonvaccinated
[1] https://www.businessinsider.com/covid-19-vast-majority-of-worst-affected-states-voted-trump-wapo-2021-9?fbclid=IwAR3erl6Tsp7poEBhC3IMux9oT3WUZo52YoUCqf2Z_OlA25_rT9cAbfsZH3U
[1] https://www.thedailybeast.com/nicki-minaj-says-she-wont-get-vaccinated-against-covid-19-because-cousins-friend-has-swollen-testicles
[1] https://bit.ly/3Efkk8O

Top URLs in Tweet in G8:
[2] https://sharylattkisson.com/2021/09/exclusive-summary-covid-19-vaccine-concerns/
[1] https://www.reuters.com/world/asia-pacific/new-zealand-covid-19-cases-rise-ahead-auckland-lockdown-decision-2021-09-13/
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8383101/

Top URLs in Tweet in G9:
[1] https://thetexan.news/under-pressure-harris-county-judge-hidalgo-announces-plan-to-cancel-11-million-contract-to-one-woman-firm/
[1] https://theexpose.uk/2021/09/11/covid-19-isnt-killing-the-elderly-and-vulnerable-midazolam-vaccines-are/

Top URLs in Tweet in G10:
[12] https://www.hmetro.com.my/utama/2021/09/754459/seluruh-sarawak-diserang-varian-delta
[5] https://covidnow.moh.gov.my/
[2] http://berita.rtm.gov.my/index.php/covid19/29864-21-kes-jangkitan-covid-19-babit-varian-delta-dan-beta-dikesan-di-terengganu
[2] https://berita.rtm.gov.my/index.php/covid19/29819-pesakit-covid-19-meningkat-di-pulau-pinang-hospital-medan-akan-dibina
[2] https://COVIDNOW.moh.gov.my
[2] https://www.astroawani.com/berita-malaysia/kes-baharu-covid19-hari-ini-jatuh-kepada-16073-sarawak-masih-tertinggi-kp-kesihatan-319501
[1] http://berita.rtm.gov.my/index.php/covid19/29863-kkm-tidak-kurang-atau-henti-perkhidmatan-terutamanya-kes-kecemasan-dan-separa-kecemasan-kepada-pesakit-bukan-covid-19
[1] http://dbook.penerangan.gov.my/dbook/?product=kita-ok-bil-15-september-2021
[1] https://www.hmetro.com.my/mutakhir/2021/09/754060/kes-covid-19-menghampiri-dua-juta
[1] https://www.hmetro.com.my/rap/2021/09/754768/tak-nak-kerja-dengan-kru-pelakon-tak-vaksin

Top Domains
Top Domains in Tweet in Entire Graph:
[210] twitter.com
[202] go.jp
[75] bit.ly
[67] trib.al
[54] reuters.com
[54] co.uk
[52] com.br
[50] youtube.com
[47] time.com
[40] cbc.ca

Top Domains in Tweet in G1:
[50] twitter.com
[28] com.br
[16] cnn.com
[15] co.uk
[13] youtube.com
[11] msn.com
[10] reuters.com
[10] rawstory.com
[9] latimes.com
[9] gov.uk

Top Domains in Tweet in G2:
[6] twitter.com
[3] bit.ly
[2] gob.ve
[2] worldbank.org
[1] cutt.ly
[1] justiciafuser.com

Top Domains in Tweet in G3:
[201] go.jp
[1] twitter.com

Top Domains in Tweet in G4:
[28] trib.al
[5] thedailybeast.com
[5] twitter.com
[4] bit.ly
[4] axios.com
[3] cdc.gov
[3] nyti.ms
[2] theepochtimes.com
[2] buff.ly
[2] kgw.com

Top Domains in Tweet in G5:
[3] youtube.com
[2] mygov.in
[2] zdnet.com
[2] npr.org
[2] chanakyaforum.com
[2] gov.in
[1] eastonspectator.com
[1] gov.au
[1] nih.gov
[1] trialsitenews.com

Top Domains in Tweet in G6:
[24] nypost.com
[15] foxnews.com
[10] theguardian.com
[9] dlvr.it
[7] ctvnews.ca
[5] gmanetwork.com
[4] abcn.ws
[4] aging-us.com
[4] abs-cbn.com
[4] cbsnews.com

Top Domains in Tweet in G7:
[5] huffpost.com
[3] denverpost.com
[2] trib.al
[2] rawstory.com
[2] time.com
[2] freep.com
[1] foxnews.com
[1] businessinsider.com
[1] thedailybeast.com
[1] bit.ly

Top Domains in Tweet in G8:
[2] sharylattkisson.com
[1] reuters.com
[1] nih.gov

Top Domains in Tweet in G9:
[1] thetexan.news
[1] theexpose.uk

Top Domains in Tweet in G10:
[15] com.my
[14] gov.my
[3] astroawani.com
[1] kpkesihatan.com
[1] themalaysianinsight.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[416] covid_19
[339] covid19
[96] covid
[70] coronavirus
[48] somethingnew
[47] venezuela
[45] fanb
[40] 44453
[36] savepanjshir
[32] vacúnateya



Top Hashtags in Tweet in G1:
[63] covid_19
[51] covid19
[26] covid
[18] coronavirus
[12] whatshappeninginmyanmar
[12] sep12coup
[12] recognizenug
[9] smartnews
[8] vaksinupayapulihkanri
[8] upayamendorongnkripulih

Top Hashtags in Tweet in G2:
[137] covid_19
[44] fanb
[43] venezuela
[26] ceofanb
[25] 41brigadablindada
[25] radicalescontraelvirus
[24] gnb
[24] vacúnateya
[22] 9/14/2021 12:00:00 AM
[21] alertascontraelsabotaje

Top Hashtags in Tweet in G4:
[36] covid19
[5] metgala
[3] covid
[2] cdc
[2] atl
[1] information
[1] research
[1] faqs
[1] publichealth
[1] vaccination

Top Hashtags in Tweet in G5:
[8] covid19
[7] indiafightscorona
[4] 9/11/2021 12:00:00 AM
[3] unite2fightcorona
[3] biden
[2] staysafe
[2] covidappropriatebehaviour
[2] vaccini
[2] varianti
[1] lagestvaccinationdrive

Top Hashtags in Tweet in G6:
[9] covid19
[6] covid19vaccine
[4] guadeloupe
[4] horreur
[4] ehpad
[4] soignants
[4] paperoftheday
[4] aging
[4] covid
[3] covid_19

Top Hashtags in Tweet in G7:
[46] somethingnew
[18] algonuevo
[1] getvaccinated

Top Hashtags in Tweet in G9:
[7] foxnews

Top Hashtags in Tweet in G10:
[17] menangbersama
[12] lindungdirilindungsemua
[12] kuching
[8] covid19
[7] rtm
[7] beritartm
[6] malaysiaprihatin
[5] komunikasikita
[5] jabatanpenerangan
[5] awaninews

Top Words
Top Words in Tweet in Entire Graph:
[7319] covid
[6817] 19
[1096] vaccine
[527] more
[477] people
[416] #covid_19
[415] contra
[402] cases
[377] health
[370] vaccines

Top Words in Tweet in G1:
[1034] covid
[989] 19
[103] vaccine
[73] cases
[63] #covid_19
[62] 2021
[61] contra
[54] more
[51] pandemic
[51] #covid19

Top Words in Tweet in G2:
[137] covid
[137] 19
[137] #covid_19
[63] contagios
[54] total
[45] coronavirus
[45] pacientes
[44] contra
[44] #fanb
[43] #venezuela

Top Words in Tweet in G3:
[201] sukunabikona7
[201] よく見るcovid
[201] 19ワクチンデマに関して厚労省がまとめを作ってくれたので
[201] 変なデマにはこれを貼り付けるだけでいい気がしてきた
[7] 東京都のcovid
[7] 19新規感染者数が減少に転じています
[7] 救急の現場では
[7] 先週末頃から急速に陽性患者の搬送依頼数が減少しています
[7] しかし
[7] 一旦重症化した患者さんは容易には回復せず

Top Words in Tweet in G4:
[138] covid
[125] 19
[37] against
[36] #covid19
[35] vaccine
[22] die
[21] cdcgov
[21] washingtonpost
[21] putin
[20] vaccines

Top Words in Tweet in G5:
[93] rwmalonemd
[91] covid
[84] 19
[54] dr
[34] health
[33] open
[33] letter
[33] bonnie
[33] henry
[33] adrian

Top Words in Tweet in G6:
[179] covid
[178] 19
[68] vaccine
[27] foxnews
[22] school
[22] against
[22] trump
[21] president
[21] nypost
[20] dies

Top Words in Tweet in G7:
[130] covid
[116] 19
[68] nikkifried
[58] vaccine
[54] vaccines
[54] related
[46] safe
[46] free
[46] save
[46] life

Top Words in Tweet in G8:
[168] covid
[149] 19
[75] drdavidsamadi
[67] being
[67] obese
[67] makes
[67] health
[67] problem
[67] worse
[67] includes

Top Words in Tweet in G9:
[113] covid
[106] 19
[70] vaccine
[46] breaking
[34] mandate
[30] alwebbj
[25] according
[24] cdc
[24] 6207
[24] reports

Top Words in Tweet in G10:
[123] covid
[123] 19
[95] kes
[49] yang
[39] september
[34] 2021
[29] dan
[27] sarawak
[26] varian
[22] dalam

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6625] covid,19
[433] 19,vaccine
[333] contra,covid
[201] よく見るcovid,19ワクチンデマに関して厚労省がまとめを作ってくれたので
[201] 19ワクチンデマに関して厚労省がまとめを作ってくれたので,変なデマにはこれを貼り付けるだけでいい気がしてきた
[200] sukunabikona7,よく見るcovid
[191] 19,vaccines
[165] against,covid
[160] 19,pandemic
[157] 19,cases

Top Word Pairs in Tweet in G1:
[959] covid,19
[61] 19,vaccine
[51] contra,covid
[34] 19,cases
[30] 19,pandemic
[18] against,covid
[17] 19,patients
[17] 19,vaccines
[14] #covid,19
[14] 19,vaccination

Top Word Pairs in Tweet in G2:
[135] covid,19
[42] estadísticas,generales
[42] total,contagios
[39] #covid_19,estadísticas
[39] generales,coronavirus
[39] coronavirus,#venezuela
[39] #venezuela,total
[36] contra,covid
[34] contagios,348
[34] 348,873

Top Word Pairs in Tweet in G3:
[201] よく見るcovid,19ワクチンデマに関して厚労省がまとめを作ってくれたので
[201] 19ワクチンデマに関して厚労省がまとめを作ってくれたので,変なデマにはこれを貼り付けるだけでいい気がしてきた
[200] sukunabikona7,よく見るcovid
[7] 東京都のcovid,19新規感染者数が減少に転じています
[7] 19新規感染者数が減少に転じています,救急の現場では
[7] 救急の現場では,先週末頃から急速に陽性患者の搬送依頼数が減少しています
[7] 先週末頃から急速に陽性患者の搬送依頼数が減少しています,しかし
[7] しかし,一旦重症化した患者さんは容易には回復せず
[7] 一旦重症化した患者さんは容易には回復せず,重症用ベッドは埋まったままです
[7] 重症用ベッドは埋まったままです,重症病床の逼迫状況が改善するには

Top Word Pairs in Tweet in G4:
[122] covid,19
[21] die,covid
[14] nicki,minaj
[14] one,israel
[14] israel,top
[14] top,anti
[14] anti,vaxx
[14] vaxx,activists
[14] activists,reportedly
[14] reportedly,died

Top Word Pairs in Tweet in G5:
[84] covid,19
[33] open,letter
[33] letter,dr
[33] dr,bonnie
[33] bonnie,henry
[33] henry,adrian
[33] adrian,dix
[33] dix,premier
[33] premier,john
[33] john,horgan

Top Word Pairs in Tweet in G6:
[178] covid,19
[33] 19,vaccine
[20] against,covid
[17] trump,dems
[17] dems,'disparaged'
[17] 'disparaged',covid
[17] vaccine,president
[17] president,'now
[17] 'now,wonder
[17] wonder,why'

Top Word Pairs in Tweet in G7:
[116] covid,19
[51] 19,vaccines
[46] vaccines,safe
[46] safe,free
[46] free,save
[46] save,life
[46] life,#somethingnew
[45] nikkifried,covid
[35] bob,enyart
[27] wish,cousin's

Top Word Pairs in Tweet in G8:
[148] covid,19
[67] being,obese
[67] obese,makes
[67] makes,health
[67] health,problem
[67] problem,worse
[67] worse,includes
[67] includes,covid
[67] 19,controversial
[67] controversial,days

Top Word Pairs in Tweet in G9:
[106] covid,19
[61] 19,vaccine
[34] vaccine,mandate
[30] alwebbj,breaking
[24] according,cdc
[24] cdc,6207
[24] 6207,reports
[24] reports,death
[24] death,people
[24] people,received

Top Word Pairs in Tweet in G10:
[123] covid,19
[33] september,2021
[27] kes,covid
[19] pesakit,covid
[17] 14,september
[16] jumlah,kes
[15] 13,september
[15] 19,malaysia
[14] varian,delta
[14] 19,sarawak

Top Replied-To
Top Replied-To in Entire Graph:
@gopleader
@aslavitt
@rwmalonemd
@reuters
@british_airways
@ronfilipkowski
@anubha1812
@cnn
@kyleworton
@sahraakarimi

Top Replied-To in G2:
@thekeralapolice
@kremlinrussia
@mfa_russia
@rajnathsingh
@governmentrf
@mod_russia
@pravitelstvo_rf
@natomission_ru
@keralagovernor

Top Replied-To in G4:
@washingtonpost
@selenagomez
@ayushi_nayak
@ashleygwinter
@nickiminaj
@rassbariaw
@us_fda
@kamalaharris
@nytimes
@speakertimjones

Top Replied-To in G5:
@gopleader
@rwmalonemd
@donaldvinh
@zaleskiluke
@kayiveyforgov
@hubertgamba

Top Replied-To in G6:
@vp
@dhughesy
@usaa_help
@guardian
@investingcom
@telegraph
@todayshow

Top Replied-To in G7:
@lauferlaw
@johnberman

Top Replied-To in G10:
@jpenerangan

Top Mentioned
Top Mentioned in Entire Graph:
@sukunabikona7
@rwmalonemd
@drdavidsamadi
@nikkifried
@realcandaceo
@nationalfile
@therickwilson
@rvawonk
@cnn
@doctormacias

Top Mentioned in G1:
@hiremaidea
@allafrica
@cstrateges
@johnnob35752453
@neurocirurgiabr
@b6veccnetvjoam7
@fatoamazonico

Top Mentioned in G2:
@nicolasmaduro
@gb_belzaresr
@somos_ejercito
@libertad003
@prensafanb
@vtvcanal8
@mippcivzla
@jorgepsuvr
@delcyrodriguezv
@carnetdlapatria

Top Mentioned in G3:
@sukunabikona7
@ncgm1868

Top Mentioned in G4:
@cdcgov
@washingtonpost
@thedailybeast
@us_fda
@farhip
@nickiminaj
@thehill
@nytimes
@joebiden
@conversationedu

Top Mentioned in G5:
@rwmalonemd
@thebembridge
@bjp4india
@mygovindia
@mohfw_india
@21wire
@piersrobinson1
@kayiveyforgov
@covidnewsbymib
@tinresistagain

Top Mentioned in G6:
@foxnews
@nypost
@abc
@vp
@guardian
@ctvnews
@channelnewsasia
@gmanews
@juliadavisnews
@cbsnews

Top Mentioned in G7:
@nikkifried
@therickwilson
@therecount
@realtuckfrumper
@hhsgov
@howarda_esq
@hstarshot
@drsanjaygupta
@denverpost
@joprestontv

Top Mentioned in G8:
@drdavidsamadi
@sharylattkisson
@jjchamie
@marybethpf
@skmorefield
@yale
@rwmalonemd

Top Mentioned in G9:
@alwebbj
@elijahschaffer
@lancegooden
@chuckcallesto
@redhatpitbull2
@llanesmaday
@thetexannews
@drdavidsamadi
@drennanedward

Top Mentioned in G10:
@dghisham
@kkmputrajaya
@jpenerangan
@hmetromy
@ismailsabri60
@beritartm
@annuarmusa
@erwinahmad_
@zahidizainui
@nancyshukri

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@tomthunkitsmind
@jornalistavitor
@dolartoday
@ptjasamarga
@opsiin
@kompascom
@lasillarota
@detikcom

Top Tweeters in G1:
@dolartoday
@ptjasamarga
@lasillarota
@berkleybearnews
@jcc_news
@newsoneplace
@diplomix
@vivacoid
@moonbootica
@jacekwierzbicki

Top Tweeters in G2:
@vtvcanal8
@hurtadonorlix
@mercedeslouzaod
@mismaroja
@zlyro95864749
@prof_yurbe
@jorgepsuvr
@lrrc2020
@alelross198
@carlos2015aceve

Top Tweeters in G3:
@saran_nousagi
@otakutokkai
@suzuse
@eimc3z
@kondohi
@zion_ametista
@asyuracat
@kizaki69
@kwanjizai
@inopu

Top Tweeters in G4:
@thehill
@lindacollins11
@sueleugers
@godandthebear
@nytimes
@terryg1979
@washingtonpost
@latimes
@thedailybeast
@marketwatch

Top Tweeters in G5:
@dewbispeaks
@corona_ssyt
@jorgeretamar3
@annemariehams
@asmokee1
@lsw12612672511
@dahart66
@pib_india
@redrivergrl
@bjp4india

Top Tweeters in G6:
@falconhamada_90
@5bestthing
@viralvideovlogs
@ancalerts
@gmanews
@shieldvoc
@coronaupdatebot
@guardian
@oldsalz
@maryalicebisho2

Top Tweeters in G7:
@pas5974
@carol_clovely4
@realtuckfrumper
@therickwilson
@lauferlaw
@staydafuckmad
@kattompkins
@milenaac
@luvthegrands
@jwhallin

Top Tweeters in G8:
@catherine_riche
@helenyates52
@dorunda
@colleenrasmuss
@pjmugs
@govtstheproblem
@seconperson
@samanthacea
@banditlink
@balonetone

Top Tweeters in G9:
@patriotpromise2
@restore_us_now
@peterpalumbo1
@txwbo864
@b_ingridb
@john0230
@ladytruth7
@ipraydou
@mnhockeymama
@mike___elliott

Top Tweeters in G10:
@akmalarif90
@501awani
@bernamadotcom
@hmetromy
@shaq_131
@nshrqmh
@achickenperson
@bernamaradio
@umonline
@umminoranisah


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