COVID, Twitter, 10/25/2020 9:23:57 AM, 238718


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COVID_2020-10-25_00-30-01.xlsx
COVID_2020-10-25_00-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2020
Short Description:
COVID via NodeXL https://bit.ly/3memMTg
@realdonaldtrump
@joebiden
@nytimes
@simisterj
@covidexpertlist
@doctorsoumya
@cnn
@drtomfrieden
@drharshvardhan
@vikram193

Top hashtags:
#covid
#covid19
#covid_19
#covid_19mx
#debates2020
#edoméx
#longweekendtaati3m

Description:
Description
The graph represents a network of 11,042 Twitter users whose tweets in the requested range contained "COVID", 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 07:45 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, 0-hour, 1-minute period from Thursday, 22 October 2020 at 03:20 UTC to Saturday, 24 October 2020 at 03:21 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 : 11042
Unique Edges : 6141
Edges With Duplicates : 11556
Total Edges : 17697
Number of Edge Types : 5
Replies to : 1147
Mentions : 1893
Retweet : 5306
MentionsInRetweet : 6210
Tweet : 3141
Self-Loops : 3160
Reciprocated Vertex Pair Ratio : 0.00314394790029194
Reciprocated Edge Ratio : 0.0062681889411238
Connected Components : 3223
Single-Vertex Connected Components : 928
Maximum Vertices in a Connected Component : 2167
Maximum Edges in a Connected Component : 4317
Maximum Geodesic Distance (Diameter) : 32
Average Geodesic Distance : 7.928909
Graph Density : 7.32807314279895E-05
Modularity : 0.570802
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 11,042 Twitter users whose tweets in the requested range contained "COVID", 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 07:45 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, 0-hour, 1-minute period from Thursday, 22 October 2020 at 03:20 UTC to Saturday, 24 October 2020 at 03:21 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
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:
[47] https://trumpcovidplan.com/
[29] https://www.cnn.com/2020/10/23/health/fauci-covid-mask-mandate-bn/index.html
[15] https://www.nytimes.com/2020/10/22/business/economy/economy-coronavirus-lockdown-iowa.html
[13] https://trib.al/n6LHeoJ
[10] https://www.thedailybeast.com/new-columbia-study-blames-the-white-house-for-at-least-130000-avoidable-covid-deaths?source=twitter&via=desktop
[9] https://www.washingtonpost.com/health/2020/10/23/covid-us-spike-cases/
[9] https://www.nytimes.com/2020/10/23/health/covid-vaccine-safety.html
[9] https://www.washingtonpost.com/nation/2020/10/23/coronavirus-covid-live-updates-us/
[8] http://www.minci.gob.ve/unirnos-y-combatir-el-covid-19/
[7] https://www.thedailybeast.com/new-columbia-study-blames-the-white-house-for-at-least-130000-avoidable-covid-deaths?via=twitter_page

Top URLs in Tweet in G1:
[4] https://www.cnn.com/2020/10/23/health/fauci-covid-mask-mandate-bn/index.html
[3] https://twitter.com/i/events/1318634924006461440
[3] https://www.nytimes.com/2020/10/23/us/covid-worst-day.html
[3] https://www.washingtonpost.com/health/2020/10/23/covid-us-spike-cases/
[2] https://www.rawstory.com/2020/10/s-never-actually-went-up-under-19-as-trump-suggested-report/
[2] https://serendipia.digital/2020/04/covid-19-y-diabetes-epoc-e-insuficiencia-renal-que-comorbilidades-aumentan-el-riesgo-de-hospitalizacion-y-muerte/
[2] https://www.tunota.com/medico-hondureno-rompe-en-llanto-tras-la-muerte-de-sus-colegas-que-perdieron-la-batalla-contra-el-covid-19
[2] https://www.elsoldemexico.com.mx/mexico/sociedad/ricardo-anaya-tiene-covid-19-excandidato-presidencial-5923826.html
[2] https://www.660citynews.com/2020/10/22/u-s-debate-recap-trump-keeps-his-cool-biden-hits-on-covid-19/
[2] https://twitter.com/RicardoAnayaC/status/1319467968279932928

Top URLs in Tweet in G2:
[46] https://trumpcovidplan.com/
[6] https://www.thedailybeast.com/new-columbia-study-blames-the-white-house-for-at-least-130000-avoidable-covid-deaths?via=twitter_page
[5] https://nymag.com/intelligencer/2020/10/new-studies-show-major-drop-in-covid-19-mortality-rates.html
[3] https://www.cnn.com/2020/10/23/health/fauci-covid-mask-mandate-bn/index.html
[3] https://peoplesgazette.com/breaking-six-killed-as-security-forces-open-fire-at-covid-19-supply-warehouse-in-ilorin/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.desmoinesregister.com/story/news/2020/10/21/iowa-govenor-kim-reynolds-to-challenge-covid-19-review/3714810001/
[2] https://twitter.com/kathieallenmd/status/1319815433948557312
[2] https://www.washingtonpost.com/health/2020/10/21/la-crosse-wisconsin-covid-outbreak-nursing-home-deaths/?tid=ss_tw
[2] https://www.nytimes.com/2020/03/14/business/trump-administration-nursing-homes.html?smid=tw-share
[2] https://www.nytimes.com/2020/10/23/us/covid-worst-day.html

Top URLs in Tweet in G3:
[4] https://www.eluniversal.com.mx/nacion/mueren-8-de-cada-10-intubados-por-covid-en-el-imss
[3] http://www.eluni.mx/gzivu
[2] https://www.animalpolitico.com/2020/10/aborto-seguro-cae-por-covid-organizaciones-dan-acompanamiento-mujeres/
[2] https://twitter.com/i/events/1319279246628380673
[2] https://www.msightly.com/covid-19/details.php?documentID=State%20Comparison%20per%20Capita&documentName=Compare%20States%20per%20100%20k%20population&eventID=8001&category_id=COVID-19%20Testing&category=COVID-19%20Testing&objectID=261
[2] https://www.la-saga.com/actual/yeidckol-polevsnky-da-positivo-covid-19
[2] https://mvsnoticias.com/
[1] https://www.eluniversal.com.mx/nacion/diputados-gastan-4-mdp-en-pruebas-covid-y-se-han-contagiado-63?amp&__twitter_impression=true
[1] https://www.gob.mx/salud/prensa/171-la-pandemia-por-covid-19-continua-activa-con-diferente-intensidad-en-diversas-regiones-del-mundo
[1] http://www.eluni.mx/pppbl

Top URLs in Tweet in G4:
[2] https://trib.al/qOZZ6rL
[1] https://bit.ly/31E83cB
[1] https://bit.ly/3nspJBl
[1] https://twitter.com/atrupar/status/1319741124706185221
[1] https://www.sun-sentinel.com/opinion/commentary/fl-op-com-schultz-herd-immunity-desantis-20201020-divw6pv7bjfrfg32skrxbgzjhe-story.html
[1] https://www.orlandosentinel.com/coronavirus/os-ne-coronavirus-white-house-task-force-report-20201023-mpsp7pbowbdmlpgalirwjoeatu-story.html?fbclid=IwAR3EZ_wHB2j-FPZ5CyXlDhuBrj4fLTrrk0YJfuLXkBPxeYquHgGmBfKlk7o
[1] https://www.goodmorningamerica.com/news/video/rudy-giuliani-updates-trumps-circle-amid-covid-battle-73427438
[1] https://www.wmcactionnews5.com/2020/10/21/attorney-general-bill-barr-visits-memphis-provides-update-operation-legend/

Top URLs in Tweet in G5:
[15] https://www.nytimes.com/2020/10/22/business/economy/economy-coronavirus-lockdown-iowa.html
[4] https://amp.cnn.com/cnn/2020/10/19/health/johnson-and-johnson-vaccine-trial-transparency/index.html
[2] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[1] https://twitter.com/yaneerbaryam/status/1318917775449034753
[1] https://www.cdc.gov/coronavirus/2019-ncov/covid-data/covidview/10232020/specimens-tested.html
[1] https://wapo.st/2B1GaAt
[1] https://bit.ly/3eVJdsl
[1] https://twitter.com/jaketapper/status/1319816229830492160
[1] https://twitter.com/DrTomFrieden/status/1319824825284702209
[1] https://twitter.com/mehdihasanshow/status/1319481918543495171

Top URLs in Tweet in G6:
[4] https://www.hindustantimes.com/india-news/india-s-research-manufacturing-critical-to-fighting-covid-19-bill-gates/story-FmOpmLRVnzIsMtxjAuba3L.html
[2] https://bharat.republicworld.com/india-news/general-news/covid-vaccine-bharat-biotechs-covaxin-gets-approval-for-phase-3-trials
[1] http://www.narendramodi.in/prime-minister-narendra-modi-s-telephonic-conversation-with-president-moon-jae-in-of-the-republic-of-korea
[1] https://twitter.com/Rotary/status/1318903362633433094
[1] https://www.cpac.ca/en/programs/covid-19-canada-responds/episodes/66282910/
[1] https://www.ndtv.com/india-news/after-bihar-tamil-nadu-madhya-pradesh-promise-free-vaccine-10-points-2314352
[1] https://twitter.com/Vibhinnaideas/status/1319470225633374208
[1] https://www.financialexpress.com/india-news/freedom-from-sexual-slavery-how-philanthropies-can-help-sex-workers-carve-alternative-path-amid-covid-crisis/2111632/

Top URLs in Tweet in G7:
[2] https://www.youtube.com/watch?v=X6rRtTzMsBo&feature=youtu.be

[2] https://www.youtube.com/watch?v=Bv2K8nuMPz4&feature=youtu.be

[2] https://noticieros.televisa.com/ultimas-noticias/ricardo-anaya-positivo-covid/?fbclid=IwAR1x-WhheWpcndvfaZ5FjEv9RjhnPssmievR6BmeQJgZcwaIVDWTS7kZCi4
[1] https://www.sinembargo.mx/23-10-2020/3882115
[1] https://www.youtube.com/watch?v=COvXuti8z50&feature=youtu.be

[1] https://www.youtube.com/watch?v=_e9lRQK9eVQ&feature=youtu.be

[1] https://www.youtube.com/watch?v=2xRlK4c897g&feature=youtu.be

[1] https://twitter.com/ChumelTorres/status/1319067352147742720
[1] https://www.elmananerodiario.com/dan-urna-simbolica-secretario-salud-muertos-covid-19/
[1] https://www.milenio.com/politica/ricardo-anaya-positivo-covid-19-permanecera-aislado

Top URLs in Tweet in G8:
[8] http://www.minci.gob.ve/unirnos-y-combatir-el-covid-19/
[5] https://mazo4f.com/canciller-de-cuba-el-bloqueo-ha-significado-un-desafio-adicional-para-enfrentar-la-covid-19
[4] https://mazo4f.com/venezuela-suma-381-nuevos-contagios-de-covid-19-y-seis-fallecidos-en-las-ultimas-24-horas
[4] https://mazo4f.com/mujeres-y-adultos-mayores-padecen-por-mas-tiempo-el-covid-19-estudio
[4] https://twitter.com/VTVcanal8/status/1319099260080738304
[3] https://primicia.com.ve/nacion/gobierno-nacional-reporta-391-nuevos-casos-de-covid-19/
[2] https://www.vtv.gob.ve/venezuela-casos-covid-21102020-2/
[2] http://www.minci.gob.ve/vacunas-anti-covid-19-con-sello-venezolano/
[2] https://mazo4f.com/colombia-se-acerca-a-los-30-mil-fallecidos-a-causa-de-covid-19
[2] https://mazo4f.com/peru-decidio-no-firmar-acuerdo-con-astrazeneca-para-la-compra-de-vacunas-contra-el-covid-19

Top URLs in Tweet in G9:
[10] https://www.thedailybeast.com/new-columbia-study-blames-the-white-house-for-at-least-130000-avoidable-covid-deaths?source=twitter&via=desktop
[3] https://www.msnbc.com/msnbc/watch/obama-says-he-literally-left-a-pandemic-playbook-for-trump-that-he-didn-t-follow-94340165970
[2] http://rss.cnn.com/~r/rss/cnn_allpolitics/~3/zA5qMshDgI0/index.html
[1] https://twitter.com/acyn/status/1319471599901310978
[1] https://www.thedailybeast.com/biden-trolls-trump-with-new-covid-website?source=twitter&via=mobile
[1] https://www.thedailybeast.com/florida-governor-ron-desantis-eases-covid-19-nursing-home-restrictions-as-state-breaks-record-for-new-cases?via=twitter_page
[1] https://www.thedailybeast.com/new-columbia-study-blames-the-white-house-for-at-least-130000-avoidable-covid-deaths?via=twitter_page

Top URLs in Tweet in G10:
[3] https://www.cbsnews.com/live-updates/presidential-debate-trump-biden-2020-10-22/?ftag=CNM-00-10aab7e&linkId=102659573#post-update-636470e1
[2] https://www.vox.com/future-perfect/21523259/wisconsin-covid-coronavirus-cases-tony-evers-trump-democrats-republicans
[2] https://trib.al/TzLVI63
[2] https://www.cbsnews.com/news/new-york-city-mother-food-bank-coronavirus-pandemic/?ftag=CNM-00-10aab7e&linkId=102659063
[2] https://www.cbsnews.com/news/presidential-debate-biden-warns-dark-winter-covid-19-trump-no-plan-or-vaccine/?ftag=CNM-00-10aab7e&linkId=102659757
[2] https://www.theeastsiderla.com/news/coronavirus_news/younger-residents-drive-covid-19-case-numbers---l-a-officials-warn-against-gatherings/article_856343b6-125a-11eb-b4e7-db45df1af5e7.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[1] https://www.cnn.com/2020/10/23/health/fauci-covid-mask-mandate-bn/index.html
[1] https://abcn.ws/2HuV7hQ
[1] https://abcn.ws/34m2Ho5
[1] https://abcn.ws/35peotj

Top Domains
Top Domains in Tweet in Entire Graph:
[393] twitter.com
[65] nytimes.com
[60] cnn.com
[52] bit.ly
[52] trumpcovidplan.com
[45] washingtonpost.com
[43] trib.al
[33] com.mx
[30] co.uk
[29] com.br

Top Domains in Tweet in G1:
[113] twitter.com
[14] com.mx
[11] nytimes.com
[9] cnn.com
[8] com.br
[7] washingtonpost.com
[7] tweetedtimes.com
[6] co.uk
[6] youtube.com
[6] blogspot.com

Top Domains in Tweet in G2:
[46] trumpcovidplan.com
[18] twitter.com
[8] nytimes.com
[7] cnn.it
[7] cnn.com
[6] nymag.com
[6] washingtonpost.com
[6] thedailybeast.com
[3] cnbc.com
[3] vanityfair.com

Top Domains in Tweet in G3:
[6] com.mx
[4] eluni.mx
[4] animalpolitico.com
[2] twitter.com
[2] msightly.com
[2] la-saga.com
[2] mvsnoticias.com
[1] gob.mx
[1] xevt.com
[1] kron4.com

Top Domains in Tweet in G4:
[2] bit.ly
[2] trib.al
[1] twitter.com
[1] sun-sentinel.com
[1] orlandosentinel.com
[1] goodmorningamerica.com
[1] wmcactionnews5.com

Top Domains in Tweet in G5:
[15] nytimes.com
[5] twitter.com
[4] cnn.com
[2] vanityfair.com
[1] cdc.gov
[1] wapo.st
[1] bit.ly
[1] usatoday.com
[1] thedailybeast.com
[1] co.nz

Top Domains in Tweet in G6:
[4] hindustantimes.com
[2] twitter.com
[2] republicworld.com
[1] narendramodi.in
[1] cpac.ca
[1] ndtv.com
[1] financialexpress.com

Top Domains in Tweet in G7:
[8] youtube.com
[2] televisa.com
[1] sinembargo.mx
[1] twitter.com
[1] elmananerodiario.com
[1] milenio.com
[1] radioytvmexiquense.mx

Top Domains in Tweet in G8:
[26] mazo4f.com
[15] gob.ve
[8] twitter.com
[3] com.ve
[2] bit.ly
[1] dailymotion.com
[1] redradiove.com

Top Domains in Tweet in G9:
[13] thedailybeast.com
[3] msnbc.com
[2] cnn.com
[1] twitter.com

Top Domains in Tweet in G10:
[9] cbsnews.com
[4] abcn.ws
[2] vox.com
[2] trib.al
[2] theeastsiderla.com
[1] cnn.com
[1] nytimes.com
[1] nbcnews.to

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[220] covid
[195] covid19
[157] covid_19
[111] covid_19mx
[110] debates2020
[93] edoméx
[80] longweekendtaati3m
[58] coronavirus
[44] covid__19
[28] wisconsin



Top Hashtags in Tweet in G1:
[21] covid
[18] covid_19
[17] covid19
[15] longweekendtaati3m
[13] ingatpesanibu
[13] katadatalawancovid19
[10] coronavirus
[7] yeswecan
[6] debates2020
[5] debatetonight

Top Hashtags in Tweet in G2:
[23] wisconsin
[9] covid
[7] debates2020
[6] debatetonight
[6] notmuch
[4] trumpvirus
[3] trumpcrimefamilyforprison
[3] vote
[3] doctorsforbiden
[2] votetrumpout

Top Hashtags in Tweet in G3:
[15] covid_19
[11] azucenaxmilenio
[6] méxico
[4] cdmx
[3] covid19
[3] últimahora
[2] mexicráneos
[2] nuevoleón
[2] durango
[2] doctormuerte

Top Hashtags in Tweet in G4:
[9] covid__19
[2] wisconsin
[2] covid19
[2] covid
[1] debates2020
[1] covid_19

Top Hashtags in Tweet in G5:
[17] covid19
[4] debate
[3] covid
[3] joebiden
[3] trumplied200kdied
[1] wisconsin
[1] debate2020

Top Hashtags in Tweet in G6:
[4] covid_19
[2] endpolio
[2] covid_vaccine
[2] मास्क
[2] कमलनाथ_फिर_से
[2] modihaitomumkinhai
[1] worldpolioday
[1] pmcbankcrisis
[1] savegujaratnre
[1] biharelections2020

Top Hashtags in Tweet in G7:
[4] ultimahora
[3] déjenseahí
[1] covid_19mx
[1] trumpopolysewillkillusall
[1] almomento
[1] covid19
[1] síntomas
[1] agenciamxnoticias

Top Hashtags in Tweet in G8:
[21] independenciaproducciónysoberanía
[21] 10/21/2020 12:00:00 AM
[18] brisabolivarianaenvictoria
[12] rumboalasparlamentarias
[11] envideo
[11] venezuelamotorproductivo
[10] reportecovid19
[10] publicacionesmippci
[10] infoiaim
[8] 10/22/2020 12:00:00 AM

Top Hashtags in Tweet in G9:
[1] covid
[1] magats
[1] debates2020

Top Hashtags in Tweet in G10:
[42] covid
[6] debates2020
[3] covid_19
[2] la

Top Words
Top Words in Tweet in Entire Graph:
[8167] covid
[3532] 19
[1317] trump
[609] cases
[577] people
[500] biden
[500] 000
[452] one
[431] more
[422] pandemic

Top Words in Tweet in G1:
[894] covid
[433] 19
[79] trump
[51] more
[49] people
[45] cases
[31] biden
[30] during
[28] yang
[28] 2020

Top Words in Tweet in G2:
[542] covid
[263] realdonaldtrump
[205] 19
[158] trump
[154] joebiden
[107] president
[102] one
[71] pandemic
[69] plan
[68] biden

Top Words in Tweet in G3:
[145] covid
[63] yeidckol
[51] 19
[42] positivo
[27] hospital
[26] español
[24] muertos
[23] mientras
[23] lopezobrador_
[20] salud

Top Words in Tweet in G4:
[181] covid
[64] 19
[56] 000
[56] time
[48] today
[46] trump
[45] pandemic
[42] kamalaharris
[42] nearly
[41] teachers

Top Words in Tweet in G5:
[133] covid
[54] drtomfrieden
[30] economy
[30] cases
[28] hospitalizations
[28] white
[27] turning
[27] fact
[26] oliviatroye
[25] thing

Top Words in Tweet in G6:
[78] covid
[47] क
[31] free
[27] vaccine
[26] 19
[16] india
[16] द
[16] न
[16] म
[16] ಕ

Top Words in Tweet in G7:
[98] covid
[58] 19
[33] ricardoanayac
[23] ante
[22] rochaperiodista
[21] anaya
[19] ricardo
[18] gatell
[16] chihuahua
[16] nuevo

Top Words in Tweet in G8:
[127] covid
[124] 19
[70] casos
[59] venezuela
[29] luchaalmada
[25] registra
[25] mippcivzla
[24] nuevos
[22] conelmazodando
[21] últimas

Top Words in Tweet in G9:
[72] covid
[42] trump
[39] relief
[39] trump's
[38] gtconway3d
[36] biden's
[36] handling
[36] lying
[36] perfect
[27] case

Top Words in Tweet in G10:
[84] zero
[79] trump
[71] covid
[50] 19
[49] americans
[48] watch
[46] b52malmet
[43] remorse
[42] donald
[42] sadist

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3451] covid,19
[164] joe,biden
[147] covid,cases
[117] 19,pandemic
[116] covid,relief
[112] contra,covid
[103] died,covid
[94] 19,cases
[91] #covid_19mx,#edoméx
[91] covid,vaccine

Top Word Pairs in Tweet in G1:
[419] covid,19
[20] penyebaran,covid
[16] during,covid
[14] covid,cases
[13] 19,vaccine
[12] positivo,covid
[12] 19,pandemic
[12] #ingatpesanibu,#katadatalawancovid19
[12] libur,panjang
[11] protokol,kesehatan

Top Word Pairs in Tweet in G2:
[205] covid,19
[47] beat,covid
[46] eight,months
[46] months,pandemic
[46] pandemic,finally
[46] finally,found
[46] found,president
[46] president,trump's
[46] trump's,plan
[46] plan,beat

Top Word Pairs in Tweet in G3:
[51] covid,19
[26] hospital,español
[19] positivo,covid
[19] mil,muertos
[14] muertos,covid
[14] mario,delgado
[14] gibrán,ramírez
[13] risas,diversión
[13] diversión,mientras
[13] mientras,exijes

Top Word Pairs in Tweet in G4:
[63] covid,19
[40] 19,pandemic
[40] pandemic,laid
[40] laid,bare
[40] bare,harsh
[40] harsh,truth
[40] truth,don
[40] don,pay
[40] pay,teachers
[40] teachers,nearly

Top Word Pairs in Tweet in G5:
[25] covid,task
[25] task,force
[24] turning,corner
[23] upsetting,thing
[23] thing,situation
[23] situation,fact
[23] fact,doctors
[23] doctors,white
[23] white,house
[23] house,covid

Top Word Pairs in Tweet in G6:
[22] covid,19
[19] free,covid
[17] covid,vaccine
[8] fighting,covid
[8] covid,package
[6] क,स
[6] vaccine,jumla
[6] त,क
[5] goi,announced
[5] announced,india

Top Word Pairs in Tweet in G7:
[58] covid,19
[19] ricardo,anaya
[16] chihuahua,nuevo
[16] nuevo,león
[16] tengo,covid
[15] ante,señales
[15] señales,rebrote
[15] rebrote,covid
[15] 19,pide
[15] pide,lópez

Top Word Pairs in Tweet in G8:
[117] covid,19
[27] casos,covid
[21] últimas,24
[21] 24,horas
[20] venezuela,registra
[18] 19,venezuela
[17] nuevos,casos
[17] casos,comunitarios
[17] contra,covid
[17] #21oct,#independenciaproducciónysoberanía

Top Word Pairs in Tweet in G9:
[36] biden's,handling
[36] handling,trump's
[36] trump's,lying
[36] lying,covid
[36] covid,relief
[36] relief,perfect
[35] gtconway3d,biden's
[27] trump,case
[27] case,sads
[27] sads,debate

Top Word Pairs in Tweet in G10:
[50] covid,19
[43] zero,remorse
[42] donald,sadist
[42] sadist,trump
[42] trump,showed
[42] showed,zero
[42] remorse,americans
[42] americans,died
[42] died,#covid
[42] #covid,watch

Top Replied-To
Top Replied-To in Entire Graph:
@1trenggalek
@realdonaldtrump
@joebiden
@kellyannepolls
@kayleighmcenany
@ivankatrump
@projectlincoln
@megynkelly
@mmpadellan
@gop

Top Replied-To in G1:

Top Replied-To in G2:
@realdonaldtrump
@joebiden
@kellyannepolls
@kayleighmcenany
@ivankatrump
@projectlincoln
@gop
@cnn
@gopchairwoman
@donaldjtrumpjr

Top Replied-To in G3:
@lopezobrador_
@yeidckol
@gavinnewsom
@el_universal_mx
@ngomezurrutiamx
@dmorenochavez
@countesstapatia
@malumicher
@jcromerohicks
@revista_enfila

Top Replied-To in G4:
@mmpadellan
@maddowblog
@meiselasb
@kamalaharris
@ericsslater
@arimelber
@johnav33

Top Replied-To in G5:
@mollyjongfast
@oceans4574
@craig_a_spencer
@reesetheone1
@princessobiewan
@avivajazz
@sarahhuckabee

Top Replied-To in G6:
@narendramodi
@nsitharaman
@rahulgandhi
@drmned
@arun14531442
@payalpat_
@gagnerenaud
@amitshah
@helenad58790529
@marcomendicino

Top Replied-To in G7:
@ricardoanayac
@hans2412
@jgnaredo
@claus_basarelli
@markocortes
@nachorgz
@cirogomezl
@rochaperiodista
@chairomexicano
@allanldsantos

Top Replied-To in G8:
@luchaalmada
@rafaellacava10

Top Replied-To in G9:
@acosta
@jeffreygoldberg
@gaj724

Top Replied-To in G10:
@marywills612
@lookforsun

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@joebiden
@alfredodelmazo
@drtomfrieden
@b52malmet
@dghisham
@kamalaharris
@gtconway3d
@maddow
@eutalir

Top Mentioned in G1:
@weblyf
@humasmatraman
@radarjogja
@uberunion2019
@wayantambun
@pitch4kdemocrat

Top Mentioned in G2:
@realdonaldtrump
@joebiden
@ruralusa2020
@projectlincoln
@cnn
@gop
@steveschmidtses
@realkevinnash
@meidastouch
@cleavon_md

Top Mentioned in G3:
@yeidckol
@lopezobrador_
@eijefediego
@mario_delgado
@mariettoponce
@beltrandelrio
@mx_diputados
@tu_imss
@gibranrr
@azucenau

Top Mentioned in G4:
@kamalaharris
@stevenbeschloss
@maddowblog
@aslavitt
@mmpadellan
@meiselasb
@ejeancarroll
@donwinslow
@orlandosentinel
@govrondesantis

Top Mentioned in G5:
@drtomfrieden
@oliviatroye
@drericding
@craig_a_spencer
@reesetheone1
@mehdirhasan
@mollyjongfast
@vp
@realdonaldtrump
@govinslee

Top Mentioned in G6:
@narendramodi
@pmoindia
@ingrid_bergman1
@rahulgandhi
@bjp4india
@srivatsayb
@billgates
@nsitharaman
@ecisveep
@amitshah

Top Mentioned in G7:
@ricardoanayac
@rochaperiodista
@juncalssolano
@youtube
@brozoxmiswebs
@chertorivski
@chumeltorres
@lorenzoariasro1
@irmoralesl
@aitorvalls20

Top Mentioned in G8:
@luchaalmada
@mippcivzla
@conelmazodando
@nicolasmaduro
@vtvcanal8
@tropamaxi
@jessinani_reina
@iaim_ve
@conasgnb
@rafaellacava10

Top Mentioned in G9:
@gtconway3d
@tomjchicago
@thedailybeast
@jilevin
@acosta
@thedailyb
@dawdhaque
@gaj724

Top Mentioned in G10:
@b52malmet
@abc
@rbreich
@cbsnews
@meetthepress
@aravosis
@badbuddhist01
@theea
@theeastsiderla
@chucktodd

Top Tweeters
Top Tweeters in Entire Graph:
@la_patilla
@americanair
@oldlady12345
@extravzla
@contrapuntovzla
@filafresh
@easy_branches
@sumariumcom
@lasillarota
@detikcom

Top Tweeters in G1:
@la_patilla
@contrapuntovzla
@sumariumcom
@kompascom
@noticias24
@rassegnastampa
@elperiodiquito
@agenparl
@lado_mx
@diario24horas

Top Tweeters in G2:
@mjgarciakcmo
@roripierpont1
@visionaryck
@foxnews
@on_bender
@eclecticbrotha
@jjolivella
@bakerlarry84
@carollarue
@unforgiven_1920

Top Tweeters in G3:
@el_universal_mx
@mvsnoticias
@pajaropolitico
@robinsnoticias
@xevtfm
@jlozanoa
@ferbelaunzaran
@redamlomx
@olgauq
@romancito40

Top Tweeters in G4:
@trumpgot2go
@klovesnature
@marciabunney
@ceciliaannh
@courtchauncey
@potus45stinks
@socialcontrol
@hopewenttodie
@manavjivan
@orlandosentinel

Top Tweeters in G5:
@threadreaderapp
@mattmurph24
@reesetheone1
@wcaddict
@sisterwriter
@007rukdme
@dianeeugenio
@jmhardinboston
@mollyjongfast
@empathynow

Top Tweeters in G6:
@theofficialsbi
@bjp4india
@gaylenesass
@aijazrisaldar
@69sherred1313
@incmohitjain
@livelawindia
@sandeepn9ne
@lambaalka
@drmmumbaicr

Top Tweeters in G7:
@ntelevisa_com
@martinesprisci
@nachorgz
@ricramt2010
@amxnoticias
@chairomexicano
@mausmaux
@alphagoblin
@senadoresdelpan
@jose196410

Top Tweeters in G8:
@conelmazodando
@vtvcanal8
@laradiodelsur
@wilivaldogoyo
@redradiove
@yesenia_mcdonal
@jvalenci777
@mippcivzla
@iaim_ve
@nadeshkal

Top Tweeters in G9:
@jilevin
@tabruns
@lonestarmomcom
@thedailybeast
@nshrubs
@mr_mitchell_2_u
@to_suesmall
@jeresist
@kikkiplanet
@paula_dockery

Top Tweeters in G10:
@oldlady12345
@loyalfan1
@darlene_edw
@dawnarickelz
@bbkenn92
@reggiebub
@shorealonefilms
@b52malmet
@abc
@ghostwriter556


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