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COVID_2022-05-18_00-34-41.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 18, 2022
Short Description:
COVID via NodeXL https://bit.ly/3yIuz5c
@ronague
@doneford
@mandoline_blue
@billhanage
@msabouri
@perpetualwinger
@alicechirper
@drericding
@ukhsa
@peterhotez

Top hashtags:
#covid
#covid19
#longcovid
#covid_19
#coronavirus
#44697
#44698
#gates
#protectoresdelapatria

Description:
Description
The graph represents a network of 11,191 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 Wednesday, 18 May 2022 at 07:47 UTC.

The requested start date was Wednesday, 18 May 2022 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, 4-minute period from Sunday, 15 May 2022 at 12:15 UTC to Tuesday, 17 May 2022 at 12:19 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 : 11191
Unique Edges : 6607
Edges With Duplicates : 11403
Total Edges : 18010
Number of Edge Types : 5
Retweet : 5231
MentionsInRetweet : 6189
Tweet : 2966
Mentions : 2461
Replies to : 1163
Self-Loops : 3011
Reciprocated Vertex Pair Ratio : 0.00640957162696293
Reciprocated Edge Ratio : 0.0127375013268231
Connected Components : 3096
Single-Vertex Connected Components : 959
Maximum Vertices in a Connected Component : 1400
Maximum Edges in a Connected Component : 2744
Maximum Geodesic Distance (Diameter) : 35
Average Geodesic Distance : 11.575969
Graph Density : 7.52312055942439E-05
Modularity : 0.586153
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 11,191 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 Wednesday, 18 May 2022 at 07:47 UTC.

The requested start date was Wednesday, 18 May 2022 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, 4-minute period from Sunday, 15 May 2022 at 12:15 UTC to Tuesday, 17 May 2022 at 12:19 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:
[30] https://france3-regions.francetvinfo.fr/paris-ile-de-france/seine-et-marne/vaccin-anti-covid-la-descente-aux-enfers-d-eloise-2543656.html
[23] https://special.usps.com/testkits
[23] https://www.forbes.com/sites/roberthart/2022/05/13/pfizers-covid-vaccine-protection-against-omicron-fades-just-weeks-after-second-and-third-doses-study-finds/
[13] https://www.covidtests.gov/
[13] https://alphanews.org/doctors-said-a-6-year-old-needs-the-covid-vaccine-now-he-has-myocarditis-and-cant-walk/
[12] https://www.francescadonato.eu/elevato-carico-virale-quali-sono-le-cause-di-mortalita-per-covid-19-studio-sulle-autopsie/
[12] https://eudigitalnacovidpotvrda.hr/
[10] https://es.vida-estilo.yahoo.com/viruela-mono-signo-distintivo-enfermedad-reino-unido-102710642.html
[9] https://www.cnn.com/2022/05/17/politics/home-covid-tests/index.html
[9] https://www.huffpost.com/entry/eric-clapton-covid-positive_n_62836fb1e4b003ed29664e19?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G1:
[4] https://www.theepochtimes.com/mkt_app/higher-covid-19-infection-rates-among-vaccinated-children-than-unvaccinated-cdc-data-show_4470005.html
[4] https://instagram.com/imakta_untar/
[3] https://www.foxnews.com/us/families-against-fentanyl-biden-admin-overdose-deaths-covid-19
[3] https://www.nytimes.com/2022/05/16/opinion/covid-nasal-vaccine.html?smid=tw-share
[3] https://www.leicestercityccg.nhs.uk/my-health/coronavirus-advice/coronavirus-vaccine/
[3] https://www.covid.gov/tests
[2] https://newsvoice.se/2022/05/covid-vaccine-injuries/
[2] http://taiwannews.kato-hidehiko.asia/twitter/?id=66392
[2] https://www.axios.com/one-million-us-covid-19-deaths/
[2] https://apple.news/A22g2vedgS-ygvzv1g_Y93g

Top URLs in Tweet in G2:
[5] https://www.nytimes.com/interactive/2022/05/13/us/covid-deaths-us-one-million.html?unlocked_article_code=AAAAAAAAAAAAAAAACEIPuomT1JKd6J17Vw1cRCfTTMQmqxCdw_PIxfs9gGPzNiGeVTdcwqNPW9LavB-QIvM4IMYomD-cWt5NdbMiTeBy1apCJAlqTQTtp5qAnJUCJWM1tYe3FCsQ7q76YIoZo3Xsf3Xrb6B-wqGypRuNLDmuDLqLgSVwdA9v9o82JVv9xXAJwK3aQbJy0s142PYmBJp5TDhQNHKarrK_XUUFTdaFaBDa7QY1XOBLC3qEzZPHteV2IEgFAknGTXh__W879NtaXdsQN6r9JBIqE9Hs1fRTUic7adf0WOBiAtTchL5osrXSqBOTyMDQx_k-EKxcuLKsoX9h36oR3ymmgxobIZgwRySI
[2] https://www.npr.org/2022/05/16/1099335734/the-federal-government-is-offering-another-round-of-free-covid-tests
[2] https://www.nytimes.com/interactive/2022/05/13/us/covid-deaths-us-one-million.html?referringSource=articleShare
[1] https://www.politico.com/news/2022/05/13/white-house-vaccines-covid-funding-impasse-00032319
[1] https://twitter.com/Antonio_Caramia/status/1525181606910218240
[1] https://www.nytimes.com/2022/05/16/health/covid-reinfection.html
[1] https://twitter.com/SollenbergerRC/status/1526256300526645255
[1] https://twitter.com/apoorva_nyc/status/1526191168169680898
[1] https://www.covidtests.gov/
[1] https://www.thetimes.co.uk/article/michelle-mones-husband-admits-he-has-financial-interest-in-ppe-firm-gw9vkcc03?shareToken=bfd79767ad9e81efd511c2e6603eecef

Top URLs in Tweet in G3:
[3] https://www.reuters.com/world/asia-pacific/lacking-vaccines-nkorea-battles-covid-with-antibiotics-home-remedies-2022-05-16/?taid=62823dee8664e8000197c0df&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/world/asia-pacific/covid-19-outbreak-north-korea-could-have-devastating-impact-human-rights-un-2022-05-17/?taid=6283886d2b647000013790b5&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.vaccines.gov/
[2] https://www.nature.com/articles/d41586-022-01315-9?utm_term=Autofeed&utm_campaign=nature&utm_medium=Social&utm_source=Twitter#Echobox=1652723587
[2] https://www.who.int/news/item/16-05-2022-who-results-report-shows-global-health-achievements-despite-covid-19-pandemic
[2] https://trib.al/6YbISUl
[2] https://twitter.com/CDCgov/status/1525220595440435200
[2] https://www.rnz.co.nz/news/covid-19/467145/covid-what-will-the-pandemic-look-like-in-north-korea
[2] https://www.nytimes.com/interactive/2022/05/13/us/covid-deaths-us-one-million.html
[1] https://www.nationalgeographic.com/science/article/worlds-brightest-x-rays-reveal-covid-19-damage-to-the-body?cmpid=int_org=ngp::int_mc=website::int_src=ngp::int_cmp=amp::int_add=amp_readtherest

Top URLs in Tweet in G4:
[1] https://www.cnn.com/2022/05/17/politics/home-covid-tests/index.html
[1] https://www.nytimes.com/2022/05/12/world/africa/south-africa-covid-vaccine-factory.html
[1] https://www.ilgiorno.it/cronaca/vaccino-covid-miocardite-pericardite-1.6887360

Top URLs in Tweet in G6:
[1] https://www.ema.europa.eu/en/documents/product-information/spikevax-previously-covid-19-vaccine-moderna-epar-product-information_it.pdf
[1] https://france3-regions.francetvinfo.fr/paris-ile-de-france/seine-et-marne/vaccin-anti-covid-la-descente-aux-enfers-d-eloise-2543656.html
[1] https://investir.lesechos.fr/actions/actualites/covid-19-bruxelles-compte-resilier-le-contrat-de-valneva-pour-la-fourniture-de-vaccins-2017012.php
[1] https://www.lesechos.fr/monde/etats-unis/covid-le-vaccin-pfizer-biontech-premier-a-obtenir-lautorisation-definitive-aux-etats-unis-1340438
[1] https://twitter.com/le_Parisien/status/1526080883610075136
[1] https://france3-regions.francetvinfo.fr/auvergne-rhone-alpes/rhone/covid-19-sanofi-attend-le-feu-vert-pour-commercialiser-son-vaccin-2488423.html
[1] https://www.forbes.com/sites/roberthart/2022/05/13/pfizers-covid-vaccine-protection-against-omicron-fades-just-weeks-after-second-and-third-doses-study-finds/#amp_tf=From%20%251%24s&aoh=16526059508296&csi=0&referrer=https%3A%2F%2Fwww.google.com&share=https%3A%2F%2Fwww.forbes.com%2Fsites%2Froberthart%2F2022%2F05%2F13%2Fpfizers-covid-vaccine-protection-against-omicron-fades-just-weeks-after-second-and-third-doses-study-finds%2F
[1] https://www.indiatvnews.com/news/india/covid19-vaccination-not-mandatory-supreme-court-order-unvaccinated-individuals-restrictions-2022-05-02-773615
[1] https://twitter.com/domroseriom/status/1525990145995964417
[1] https://7nn.tv/liberum-el-gobierno-mintio-sobre-la-necesidad-de-imponer-el-pasaporte-covid/

Top URLs in Tweet in G7:
[24] https://france3-regions.francetvinfo.fr/paris-ile-de-france/seine-et-marne/vaccin-anti-covid-la-descente-aux-enfers-d-eloise-2543656.html
[2] https://www.forbes.com/sites/roberthart/2022/05/13/pfizers-covid-vaccine-protection-against-omicron-fades-just-weeks-after-second-and-third-doses-study-finds/
[2] https://www.sciencesetavenir.fr/sante/vaccin-anti-covid-valneva-avis-d-intention-de-resiliation-du-contrat-par-la-commission-europeenne_163476
[2] https://lecourrierdesstrateges.fr/2022/05/17/le-sommet-mondial-du-covid-nouveau-bilderberg-du-vaccin/
[2] https://www.foxnews.com/media/ohio-woman-daughter-covid-vaccine-reaction-wheelchair
[2] https://lecourrierdesstrateges.fr/2022/05/14/vaccins-covid-quest-ce-quun-wban-ou-nano-reseau-intracorporel-sans-fil/
[2] https://www.walgreens.com/businesssolutions/covid-19-index.jsp
[1] https://twitter.com/nicolasberrod/status/1525538809915617280
[1] https://twitter.com/LePoint/status/1525843884449976324
[1] https://www.tradingsat.com/valneva-FR0004056851/actualites/valneva-risquant-de-perdre-son-contrat-avec-l-ue-pour-son-vaccin-anti-covid-valneva-chute-en-bourse-1018999.html

Top URLs in Tweet in G8:
[7] https://torontosun.com/opinion/columnists/furey-canada-still-needs-inquiries-commissions-into-our-covid-response
[2] https://beckernews.com/biden-and-global-leaders-declare-covid-was-just-the-beginning-44989/
[2] https://www.reuters.com/world/china/shanghai-tightens-lockdown-hit-zero-covid-goal-by-late-may-sources-2022-05-08/
[1] https://www.amazon.com/dp/1637583761/ref=cm_sw_r_sms_api_glt_i_GHBKJD8DNCJMBBV8YY13
[1] https://www.telegraph.co.uk/news/2022/05/16/covid-lockdowns-left-toddlers-unable-speak-play-properly/
[1] https://www.forbes.com/sites/roberthart/2022/05/13/pfizers-covid-vaccine-protection-against-omicron-fades-just-weeks-after-second-and-third-doses-study-finds/
[1] https://www.soa.org/48ff80/globalassets/assets/files/resources/research-report/2022/group-life-covid-19-mortality.pdf
[1] https://www.lifesitenews.com/news/fbi-targeted-parents-critical-of-school-covid-mandates-as-potential-threats-whistleblowers/
[1] https://www.truthforhealth.org/vaccine-injury-report/
[1] https://www.icandecide.org/report-a-vaccine-injury/

Top URLs in Tweet in G9:
[3] https://www.lepoint.fr/sante/covid-19-la-lugubre-prevision-du-ministre-de-la-sante-allemand-22-11-2021-2453124_40.php
[2] https://www.bfmtv.com/economie/vaccin-anti-covid-valneva-avis-d-intention-de-resiliation-du-contrat-par-la-commission-europeenne_AD-202205160120.html
[2] https://www.amazon.fr/scandale-Ivermectine-Comment-pourquoi-lanti-covid-19/dp/2368452915
[1] https://www.youtube.com/watch?v=IcScd_dCMDQ&feature=youtu.be

[1] https://twitter.com/philippeherlin/status/1434770584920023042
[1] https://www.latribune.fr/entreprises-finance/industrie/chimie-pharmacie/vaccin-contre-le-covid-valneva-s-effondre-en-bourse-bruxelles-envisage-de-resilier-son-contrat-917949.html?amp=1
[1] https://www.sudouest.fr/gironde/covid-le-departement-de-la-gironde-ne-veut-pas-verser-le-rsa-aux-personnes-refusant-de-se-faire-vacciner-6760719.php
[1] https://www.forbes.com/sites/roberthart/2022/05/13/pfizers-covid-vaccine-protection-against-omicron-fades-just-weeks-after-second-and-third-doses-study-finds/
[1] https://investir.lesechos.fr/actions/actualites/covid-19-bruxelles-compte-resilier-le-contrat-de-valneva-pour-la-fourniture-de-vaccins-2017012.php
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F100050198092192%2Fposts%2F531421815207750%2F%3Fd%3Dn

Top URLs in Tweet in G10:
[1] https://twitter.com/GMB/status/1526458008372486149
[1] https://www.bbc.co.uk/news/uk-61475720
[1] https://www.telegraph.co.uk/news/2022/05/14/pandemic-pact-would-leave-world-chinas-mercy/
[1] https://www.theguardian.com/politics/2019/dec/10/have-the-tories-cut-17000-hospital-beds-over-the-past-10-years-labour-jonathan-ashworth
[1] https://www.youtube.com/c/GBNewsOnline?sub_confirmation=1
[1] https://www.poverty-action.org/study/impact-mask-distribution-and-promotion-mask-uptake-and-covid-19-bangladesh
[1] https://www.independent.co.uk/news/health/covid-vaccine-compensation-vdps-uk-b2064875.html
[1] http://www.msn.com/en-gb/news/newslondon/miliband-rules-out-leadership-bid-and-insists-starmer-followed-covid-regulations/ar-AAXid5q?ocid=st

Top Domains
Top Domains in Tweet in Entire Graph:
[286] twitter.com
[73] co.uk
[59] nytimes.com
[44] trib.al
[41] forbes.com
[35] francetvinfo.fr
[32] youtube.com
[30] theguardian.com
[29] com.br
[24] bloomberg.com

Top Domains in Tweet in G1:
[82] twitter.com
[14] co.uk
[11] nytimes.com
[11] com.ar
[10] com.br
[8] instagram.com
[7] informazione.it
[7] theguardian.com
[7] gov.uk
[6] apnews.com

Top Domains in Tweet in G2:
[8] nytimes.com
[7] twitter.com
[2] npr.org
[1] politico.com
[1] covidtests.gov
[1] co.uk
[1] com.au
[1] peoplesolicitors.com
[1] n.pr
[1] thehealthsite.com

Top Domains in Tweet in G3:
[8] nature.com
[5] reuters.com
[5] twitter.com
[3] who.int
[2] reut.rs
[2] vaccines.gov
[2] trib.al
[2] co.nz
[2] nytimes.com
[1] nationalgeographic.com

Top Domains in Tweet in G4:
[1] cnn.com
[1] nytimes.com
[1] ilgiorno.it

Top Domains in Tweet in G6:
[2] europa.eu
[2] francetvinfo.fr
[2] lesechos.fr
[2] twitter.com
[1] forbes.com
[1] indiatvnews.com
[1] 7nn.tv
[1] butac.it

Top Domains in Tweet in G7:
[24] francetvinfo.fr
[4] lecourrierdesstrateges.fr
[3] twitter.com
[2] forbes.com
[2] sciencesetavenir.fr
[2] foxnews.com
[2] walgreens.com
[1] tradingsat.com
[1] sudouest.fr
[1] francesoir.fr

Top Domains in Tweet in G8:
[7] torontosun.com
[2] beckernews.com
[2] reuters.com
[1] amazon.com
[1] co.uk
[1] forbes.com
[1] soa.org
[1] lifesitenews.com
[1] truthforhealth.org
[1] icandecide.org

Top Domains in Tweet in G9:
[5] twitter.com
[3] lepoint.fr
[2] bfmtv.com
[2] amazon.fr
[1] youtube.com
[1] latribune.fr
[1] sudouest.fr
[1] forbes.com
[1] lesechos.fr
[1] facebook.com

Top Domains in Tweet in G10:
[3] co.uk
[1] twitter.com
[1] theguardian.com
[1] youtube.com
[1] poverty-action.org
[1] msn.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[235] covid
[202] covid19
[67] longcovid
[51] covid_19
[40] coronavirus
[37] 44697
[36] 44698
[36] gates
[33] protectoresdelapatria
[26] pfizer



Top Hashtags in Tweet in G1:
[50] covid
[38] covid19
[8] health
[8] news
[8] coronavirus
[8] 5/16/2022 12:00:00 AM
[7] corona
[7] covid_19
[7] d431
[7] china

Top Hashtags in Tweet in G2:
[20] covid19
[4] auspol
[3] pans
[3] longcovid
[2] covid
[2] covidisntover
[1] covidisnotover
[1] maskbeforeyouvote
[1] brexitlies
[1] neurology

Top Hashtags in Tweet in G3:
[9] longcovid
[7] covid19
[4] omicron
[3] healthyageing
[2] wtisd
[2] northkorea
[2] tigray
[1] digitalinclusion
[1] feliz
[1] martes

Top Hashtags in Tweet in G4:
[1] fail

Top Hashtags in Tweet in G5:
[19] noolvidamos

Top Hashtags in Tweet in G6:
[36] gates
[9] infirmière
[7] valvena
[7] covid
[5] pfizer
[3] 4ème
[2] covid_19
[2] moderna
[2] mayotte
[2] dose

Top Hashtags in Tweet in G7:
[15] mauricette
[3] borne
[2] pfizer
[2] covid
[1] pfizermatue

Top Hashtags in Tweet in G9:
[17] valneva
[8] aurélienrousseau
[2] covid
[2] lyon
[2] eu
[2] covid_19
[2] vaccination
[2] covidvaccine
[2] veritas
[2] vaccineinjuries

Top Hashtags in Tweet in G10:
[5] politicslive
[2] longcovid
[2] excludedunity
[2] covid_19
[1] who
[1] g7
[1] pfizerdocuments
[1] hunt
[1] covid

Top Words
Top Words in Tweet in Entire Graph:
[7799] covid
[1836] 19
[613] people
[457] pandemic
[434] long
[412] time
[395] more
[317] one
[315] vaccine
[295] 2020

Top Words in Tweet in G1:
[944] covid
[292] 19
[50] #covid
[48] more
[46] people
[46] deaths
[41] 2022
[38] #covid19
[38] pandemic
[34] still

Top Words in Tweet in G2:
[222] covid
[67] perpetualwinger
[64] year
[60] old
[58] syncope
[58] following
[57] referred
[57] cardiologist
[57] experiencing
[57] frequent

Top Words in Tweet in G3:
[108] covid
[47] million
[26] health
[26] 19
[26] false
[25] people
[23] ba
[21] between
[21] economic
[20] deliberate

Top Words in Tweet in G4:
[37] covid
[13] 19
[11] vaccines
[9] african
[8] first
[8] factory
[8] africa
[8] licensed
[8] produce
[8] market

Top Words in Tweet in G5:
[190] hoy
[190] días
[171] manuelrico
[142] hospital
[136] residentes
[135] gobierno
[132] ayuso
[132] aprobó
[132] protocolo
[132] impedía

Top Words in Tweet in G6:
[106] covid
[47] plus
[46] f_philippot
[42] ans
[41] faire
[40] tous
[39] vient
[37] 50
[37] bill
[37] vacciner

Top Words in Tweet in G7:
[88] covid
[48] vaccin
[29] anti
[27] aux
[23] descente
[23] enfers
[23] d'eloïse
[23] ans
[22] france3paris
[15] marc_doyer

Top Words in Tweet in G8:
[94] covid
[67] breaking
[40] pandemic
[37] djttracker
[36] government
[34] immunity
[34] against
[34] omicron
[34] fades
[34] rapidly

Top Words in Tweet in G9:
[89] covid
[34] philippeherlin
[23] médecin
[23] m'a
[23] permis
[23] guérir
[23] rapidement
[22] v_joron
[21] vient
[21] d'être

Top Words in Tweet in G10:
[45] covid
[17] long
[12] low
[11] conservatives
[11] died
[10] borisjohnson
[10] freedom
[8] bbc
[8] throughout
[8] lord_bush1776

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1762] covid,19
[240] long,covid
[171] manuelrico,hoy
[137] covid,pandemic
[132] días,gobierno
[132] gobierno,ayuso
[132] ayuso,aprobó
[132] aprobó,protocolo
[132] protocolo,impedía
[132] impedía,trasladar

Top Word Pairs in Tweet in G1:
[280] covid,19
[17] covid,test
[17] during,covid
[17] long,covid
[15] 19,pandemic
[14] free,covid
[12] north,korea
[10] covid,deaths
[9] bill,gates
[9] contra,covid

Top Word Pairs in Tweet in G2:
[59] year,old
[57] old,referred
[57] referred,cardiologist
[57] cardiologist,experiencing
[57] experiencing,frequent
[57] frequent,episodes
[57] episodes,syncope
[57] syncope,following
[57] following,covid
[56] perpetualwinger,year

Top Word Pairs in Tweet in G3:
[26] covid,19
[20] deliberate,coordinated
[20] coordinated,mass
[20] mass,murder
[20] murder,masquerading
[20] masquerading,false
[20] false,choice
[20] choice,between
[20] between,economic
[20] economic,stability

Top Word Pairs in Tweet in G4:
[13] covid,19
[9] vaccines,african
[8] first,factory
[8] factory,africa
[8] africa,licensed
[8] licensed,produce
[8] produce,covid
[8] 19,vaccines
[8] african,market
[8] market,received

Top Word Pairs in Tweet in G5:
[171] manuelrico,hoy
[132] días,gobierno
[132] gobierno,ayuso
[132] ayuso,aprobó
[132] aprobó,protocolo
[132] protocolo,impedía
[132] impedía,trasladar
[132] trasladar,hospital
[132] hospital,residentes
[127] residentes,vulnerab

Top Word Pairs in Tweet in G6:
[37] 50,ans
[37] faire,vacciner
[36] bill,#gates
[36] #gates,vient
[36] vient,déclarer
[36] déclarer,plus
[36] plus,50
[36] ans,devraient
[36] devraient,faire
[36] vacciner,covid

Top Word Pairs in Tweet in G7:
[29] anti,covid
[28] vaccin,anti
[23] covid,descente
[23] descente,aux
[23] aux,enfers
[23] enfers,d'eloïse
[22] france3paris,vaccin
[15] demain,enterre
[15] enterre,#mauricette
[15] #mauricette,fin

Top Word Pairs in Tweet in G8:
[35] djttracker,breaking
[34] immunity,against
[34] against,omicron
[34] omicron,fades
[34] fades,rapidly
[34] rapidly,second
[34] second,third
[32] breaking,over
[32] over,163
[32] 163,billion

Top Word Pairs in Tweet in G9:
[23] médecin,m'a
[23] m'a,permis
[23] permis,guérir
[23] guérir,rapidement
[23] rapidement,covid
[21] covid,vient
[21] vient,d'être
[21] d'être,frappé
[21] frappé,d'une
[21] d'une,interdiction

Top Word Pairs in Tweet in G10:
[8] long,term
[7] brother,law
[7] law,died
[7] died,long
[7] term,covid
[7] covid,long
[7] long,stringy
[7] stringy,blood
[7] blood,clots
[7] clots,throughout

Top Replied-To
Top Replied-To in Entire Graph:
@mandoline_blue
@perpetualwinger
@kallmemeg
@convomf
@reuters
@gop
@banounhelene
@helenachelle
@chrischirp
@vprasadmdmph

Top Replied-To in G2:
@perpetualwinger
@michellegrattan
@drericding
@discoball2000
@joycewhitevance
@parody_pm
@danielgoyal
@drdavidallen
@martinslewis
@rfrannutrition

Top Replied-To in G3:
@kallmemeg
@reuters
@anjycramer
@financialtimes
@vizslamom1
@jreinermd
@marksteagall1
@giuseppee925

Top Replied-To in G4:
@mpc_xetts
@albowers1
@beckyj2779
@ccofendicott
@cnnsotu
@iainmulady
@henrywalkersmi1
@jakeybs
@dead_star_33
@9898guitar

Top Replied-To in G5:
@zoidoji

Top Replied-To in G6:
@backtolife_2022
@i_stef
@afange22
@f_philippot
@gkierzek
@victorsinclair3
@_2019_ncov
@paul_denton
@philippemurer
@valento39067119

Top Replied-To in G7:
@chriscottonstat
@cedricmurielle
@jeanvaccin
@annieninidlf
@dgcostagliola
@pandantag
@sarahlms3
@antoinettecolby
@salsatraveller
@lucduniterc

Top Replied-To in G8:
@realgeorgewebb1
@disclosetv
@annamv10
@adam_creighton
@djttracker

Top Replied-To in G9:
@banounhelene
@yvespdb
@philippeherlin
@gabinjean3
@tvlofficiel
@alexisphilo
@avalonstarship1

Top Replied-To in G10:
@essexpr
@p1anetmatt
@annamcmorrin
@jeremy_hunt
@ledredman
@ponz55
@etxberria55
@loosewomen
@dickyadams
@talktv

Top Mentioned
Top Mentioned in Entire Graph:
@manuelrico
@hammad_azhar
@perpetualwinger
@ekrem_imamoglu
@f_philippot
@stephtaitwrites
@paultantk
@philippeherlin
@dgurdasani1
@merenguemaria1

Top Mentioned in G1:
@milabigiu
@mississauga_cal
@pagesimpson20
@juanalbertoles1
@incomewebsites5
@almacaracas
@monteriaradio38
@roser_ivan

Top Mentioned in G2:
@perpetualwinger
@drericding
@danielgoyal
@tamarakeithnpr
@michellegrattan
@drshanerrr
@uche_blackstock
@smoggypower
@wsbgnl
@blprnt

Top Mentioned in G3:
@maryltrump
@peterhotez
@cdcgov
@who
@nature
@elisaperego78
@cdcdirector
@andrewhewat
@reuters
@leonidasplatan1

Top Mentioned in G4:
@alfonslopeztena
@gerarddelaney39
@mpc_xetts
@liamalone69
@cnnsotu
@claireh37444648
@lazlowoodbine42
@waltertallen
@aspalaasnasntyr
@jonathanhannah

Top Mentioned in G5:
@manuelrico
@fiscal_es
@mag71mag

Top Mentioned in G6:
@f_philippot
@victorsinclair3
@papanours60
@borghi_claudio
@lesinfirmieres1
@ex_infirmier
@paul_denton
@philippeherlin
@beatrice_rosen
@philippemurer

Top Mentioned in G7:
@france3paris
@marc_doyer
@divizio1
@mckinsey_france
@poulin2012
@chriscottonstat
@michelerivasi
@olivierveran
@lucidite_92
@drmartyufml

Top Mentioned in G8:
@djttracker
@drsimonegold
@disclosetv
@adam_creighton
@kylenabecker
@jamesmelville
@wearecanproud
@8_27j
@ianmsc
@samstreetwrites

Top Mentioned in G9:
@philippeherlin
@v_joron
@eu_commission
@valnevase
@p_duval
@banounhelene
@domroseriom
@yvespdb
@echabriere
@ligne__droite

Top Mentioned in G10:
@conservatives
@borisjohnson
@gbnews
@lord_bush1776
@matthew82069336
@sajidjavid
@fplamateur1
@mattwridley
@bbc
@uklabour

Top Tweeters
Top Tweeters in Entire Graph:
@ja8yum
@pulpnews
@zazoomblog
@infoitinterno
@rojname_com
@jornalistavitor
@americanair
@repartodigital
@paoloigna1
@berkleybearnews

Top Tweeters in G1:
@pulpnews
@zazoomblog
@infoitinterno
@rojname_com
@repartodigital
@berkleybearnews
@robinsnewswire
@andyvermaut
@radioelshinta
@bdnews24

Top Tweeters in G2:
@sallyrmelb
@_silversmith
@neric16
@david96212152
@pammieoz
@tsiser45
@laizydaizey
@meredithheron
@grtseeker
@summerbreezeus

Top Tweeters in G3:
@reuters
@pushandpulljlm
@cindycrum
@catalishus2
@bbcworld
@uninoticias
@financialtimes
@titodinzey
@jwhoopes2
@luvindiemusic

Top Tweeters in G4:
@adevotedyogi
@andreww66619812
@sunkist111
@alfonslopeztena
@boyle_kathy
@kath2cats
@wjack76995
@mcfunny
@chimera414
@breezergalway

Top Tweeters in G5:
@jlmelgacho
@caldaroneceres
@monny1963
@valenciaverguen
@sergi_alla
@marijosidemaya
@64bd6e05b7f1445
@josebatrevino
@marateresagils1
@angelriverogarc

Top Tweeters in G6:
@sonialavera
@pouceopposable
@diabolo741
@patureaumarie
@jogabi69
@lvassiliev
@borghi_claudio
@petitoursonnes
@007dijon
@soganoff

Top Tweeters in G7:
@m75sylvie
@mi1789
@g0rille
@marie08187533
@myriamjerome
@gerardbondeau
@cazmariani
@sudradio
@darioritum
@nadbeau

Top Tweeters in G8:
@goosey871
@craigbob99
@sherryclayton53
@sharonj11572053
@mayi40442936
@cmteed
@talikka
@panolan2
@clrfldcdaughtry
@8_27j

Top Tweeters in G9:
@yvespdb
@josmirek
@ch_coulon
@jackimbe
@grobisr
@krebs_claire
@palcaria
@bouletjacqueli1
@bouchakourdanie
@claudetellier

Top Tweeters in G10:
@spanishdan1
@telegraph
@thecranecraney
@bob261048
@iromg
@ledredman
@jonworth
@essexpr
@etxberria55
@neildavodavies1