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COVID_2022-01-13_02-34-13.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2022
Short Description:
COVID via NodeXL https://bit.ly/3GpJq5P
@radiochinar
@world_news_eng
@ndtv
@reuters
@skynews
@pmoindia
@podcast_kitchen
@borisjohnson
@kayburley
@syedmohdmuntazi

Top hashtags:
#covid
#covid19
#covid_19
#omicron
#ignou_students_want_openbookexam
#coronavirus

Description:
Description
The graph represents a network of 12,151 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 Thursday, 13 January 2022 at 10:55 UTC.

The requested start date was Thursday, 13 January 2022 at 01:01 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, 0-minute period from Monday, 10 January 2022 at 12:18 UTC to Wednesday, 12 January 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 : 12151
Unique Edges : 6807
Edges With Duplicates : 11959
Total Edges : 18766
Number of Edge Types : 5
Retweet : 5442
MentionsInRetweet : 6217
Tweet : 3819
Replies to : 940
Mentions : 2348
Self-Loops : 3860
Reciprocated Vertex Pair Ratio : 0.00427256792287467
Reciprocated Edge Ratio : 0.00850878149885459
Connected Components : 3949
Single-Vertex Connected Components : 1052
Maximum Vertices in a Connected Component : 711
Maximum Edges in a Connected Component : 1584
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 9.895146
Graph Density : 6.20924694846366E-05
Modularity : 0.574354
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 12,151 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 Thursday, 13 January 2022 at 10:55 UTC.

The requested start date was Thursday, 13 January 2022 at 01:01 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, 0-minute period from Monday, 10 January 2022 at 12:18 UTC to Wednesday, 12 January 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:
[35] https://www.mirror.co.uk/news/politics/breaking-tories-covid-contracts-vip-25923511
[12] https://news.sky.com/story/covid-vip-lane-used-by-government-to-hand-out-ppe-contracts-to-two-companies-during-first-coronavirus-wave-was-unlawful-high-court-rules-12514239
[10] https://www.zerohedge.com/covid-19/hidden-military-documents-reveal-nih-intent-create-sars-cov-2-using-gain-function-research
[10] https://www.reuters.com/business/healthcare-pharmaceuticals/who-warns-against-treating-covid-19-like-flu-2022-01-11/?taid=61dd74cded344f0001a59fa2&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[10] https://news.sky.com/story/covid-19-t-cells-from-common-colds-can-protect-against-coronavirus-infection-study-finds-12512900
[9] https://www.bloomberg.com/tosv2.html?vid=&uuid=f9e751f5-732f-11ec-99e4-42586d497579&url=L25ld3MvYXJ0aWNsZXMvMjAyMi0wMS0xMS9yZXBlYXQtYm9vc3Rlci1zaG90cy1yaXNrLW92ZXJsb2FkaW5nLWltbXVuZS1zeXN0ZW0tZW1hLXNheXM=
[8] https://www1.nyc.gov/site/doh/covid/covid-19-data.page#daily
[8] https://www.theguardian.com/world/2022/jan/11/uk-covid-death-toll-ons?CMP=Share_iOSApp_Other
[7] https://francemediasnumerique.com/2022/01/12/livermectine-fonctionne-a-travers-toutes-les-phases-de-la-covid-selon-des-documents-militaires-divulgues-veran-nous-voulons-des-explications/
[7] https://indianexpress.com/article/cities/delhi/a-life-in-covid-salai-tripathi-zomato-delivery-executive-dead-delhi-police-7716873/

Top URLs in Tweet in G1:
[3] https://www.ctnews.ro/politistii-constanteni-atrag-atentia-la-inselaciunile-prin-metoda-accidentul-varianta-covid-19/
[3] https://www.atv.pe/noticia/comas-decenas-de-personas-se-amanecen-esperando-prueba-de-descarte-covid-19
[2] https://www.reuters.com/business/healthcare-pharmaceuticals/t-cells-common-colds-can-provide-protection-against-covid-19-study-2022-01-10/
[2] https://www.mirror.co.uk/news/politics/private-hospitals-paid-millions-take-25900886?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules?CMP=Share_iOSApp_Other
[2] https://www.foxnews.com/media/cnn-shifts-covid-narrative
[2] https://twitter.com/gracejarvisohno/status/1480669071796359168
[2] https://www.theguardian.com/politics/live/2022/jan/12/boris-johnson-no-10-party-pmqs-keir-starmer-labour-coronavirus-latest-updates-covid-live?CMP=Share_iOSApp_Other
[2] https://www.elnacional.com/venezuela/cabello-suspendio-su-programa-por-nuevo-brote-de-covid-esta-vez-mas-grande/
[1] https://ktbb.com/post/?p=1087697JOSH

Top URLs in Tweet in G2:
[3] https://www.aajtak.in/lifestyle/news/story/covid-19-omicron-experts-slam-who-call-it-mild-cold-cough-like-disease-as-us-sees-record-hospitalisation-tlif-1390310-2022-01-11
[2] https://www.amu.ac.in/news/2022/01/11/covid-booster-doses-begin-at-jnmc
[1] https://www.pixstory.com/story/covid-surge-in-india-in-graphs-kolkatta-tops-with-60-positivity-rate1641989903/67688
[1] https://twitter.com/ANI/status/1480573344739061760
[1] https://www.vaccines.gov/
[1] https://zeenews.india.com/india/pace-of-covid-vaccination-in-children-shows-sense-of-responsibility-in-youth-pm-narendra-modi-2427365.html
[1] https://www.nytimes.com/2022/01/11/health/abbott-binaxnow-at-home-covid-test.html?smid=tw-share
[1] https://www.indiatoday.in/india/story/pm-modi-to-chair-covid-review-meeting-today-1897839-2022-01-09
[1] https://timesofindia.indiatimes.com/articleshow/88795505.cms?utm_source=contentofinterest&utm_medium=text&utm_campaign=cppst
[1] https://indianexpress.com/article/education/jk-schools-colleges-to-return-to-online-classes-amid-surge-in-covid-19-cases-7715387/

Top URLs in Tweet in G3:
[3] https://news.sky.com/story/covid-19-t-cells-from-common-colds-can-protect-against-coronavirus-infection-study-finds-12512900
[2] https://www.gbnews.uk/news/covid-tracking-data-from-restaurants-and-bars-used-by-german-police-to-track-down-witnesses/203460
[2] https://www.gbnews.uk/gb-views/britain-could-be-first-country-out-of-pandemic-with-covid-becoming-disease-people-can-live-with/203352
[2] https://bariweiss.substack.com/p/universities-covid-policies-defy
[2] https://express.co.uk/
[2] https://www.express.co.uk/news/uk/1547979/covid-news-deaths-influenza-flu-coronavirus-uk-cases-latest
[2] https://www.theguardian.com/world/2022/jan/08/end-mass-jabs-and-live-with-covid-says-ex-head-of-vaccine-taskforce
[1] https://abcnews.go.com/Health/wireStory/us-hospitals-letting-infected-staff-members-stay-job-82184760
[1] https://dailysceptic.org/2022/01/10/99-9987-of-under-20s-survive-covid-study-finds-and-97-1-of-the-elderly-do-as-well/
[1] https://edition.cnn.com/2022/01/04/health/andrew-pollard-booster-vaccines-feasibility-intl/index.html

Top URLs in Tweet in G4:
[2] https://www.aubedigitale.com/livermectine-fonctionne-dans-toutes-les-phases-du-covid-selon-des-documents-militaires-qui-ont-fait-lobjet-dune-fuite/
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=f9e751f5-732f-11ec-99e4-42586d497579&url=L25ld3MvYXJ0aWNsZXMvMjAyMi0wMS0xMS9yZXBlYXQtYm9vc3Rlci1zaG90cy1yaXNrLW92ZXJsb2FkaW5nLWltbXVuZS1zeXN0ZW0tZW1hLXNheXM=
[1] https://www.dailymail.co.uk/news/article-10392071/Reality-Zero-Covid-China-quarantine-camps-confine-residents-cells-videos-show.html
[1] https://www.bfmtv.com/international/amerique-nord/canada/covid-19-le-quebec-va-instaurer-une-taxe-pour-les-non-vaccines_AD-202201110541.html
[1] https://leparisien.fr/societe/vaccination-faut-il-une-dose-de-rappel-meme-si-on-a-eu-le-covid-19-apres-deux-doses-12-01-2022-MCCSBPKY4RAHZFMKPFGB2MVQSY.php?xtor=AD-366
[1] https://www.francetvinfo.fr/sante/maladie/coronavirus/vaccin/covid-19-la-variant-omicron-va-faire-sortir-le-virus-de-la-phase-pandemique-estime-l-agence-europeenne-des-medicaments_4913037.html#xtor=CS2-765-[twitter]-
[1] https://www.huffingtonpost.fr/entry/deces-de-david-sassoli-president-du-parlement-europeen-a-65-ans_fr_61dd232de4b04b42ab842713?utm_campaign=share_twitter&ncid=engmodushpmg00000004
[1] https://greatgameindia.com/fully-vaccinated-super-spreaders/
[1] https://www.lemonde.fr/planete/article/2022/01/10/omicron-entraine-des-sejours-a-l-hopital-plus-courts-et-moins-d-envois-en-reanimation_6108897_3244.html#xtor=AL-32280270-%5Btwitter%5D-%5Bios%5D
[1] https://www.francetvinfo.fr/sante/maladie/coronavirus/royaume-uni-boris-johnson-a-nouveau-accuse-d-avoir-viole-les-restrictions-contre-l-epidemie-de-covid-19_4912389.html

Top URLs in Tweet in G5:
[3] https://trib.al/xGzsy7Y
[3] https://www.telegraph.co.uk/news/2022/01/10/common-cold-might-have-given-britons-protection-covid-pandemic/
[2] https://trib.al/MgMYA6E
[2] https://trib.al/gNzha50
[1] https://www.wsj.com/articles/omicron-makes-bidens-vaccine-mandates-obsolete-covid-healthcare-osha-evidence-supreme-court-11641760009?st=wm9kr5bv8ia86tl&reflink=article_copyURL_share
[1] https://www.outkick.com/fully-vaccinated-aoc-tests-positive-for-covid-19/
[1] https://twitter.com/claytravis/status/1480701737434587139
[1] https://www.washingtonpost.com/education/2022/01/12/biden-covid-tests-schools-antigen/?utm_source=twitter&utm_medium=social&utm_campaign=wp_main
[1] https://wapo.st/3FeXq0S
[1] https://www.washingtonpost.com/business/economy/covid-confusion-test-vaccine-mask/2022/01/10/1b2a9788-6e48-11ec-b9fc-b394d592a7a6_story.html

Top URLs in Tweet in G6:
[2] https://news.sky.com/story/covid-19-t-cells-from-common-colds-can-protect-against-coronavirus-infection-study-finds-12512900
[2] https://ozsage.org/media_releases/major-covid-course-correction-immediately-required/
[2] https://www.independent.co.uk/news/health/ihu-omicron-delta-covid-variant-b1991289.html?utm_content=Echobox&utm_medium=Social&utm_campaign=Main&utm_source=Twitter#Echobox=1641981642
[1] https://www.theguardian.com/politics/live/2022/jan/12/boris-johnson-no-10-party-pmqs-keir-starmer-labour-coronavirus-latest-updates-covid-live?CMP=Share_iOSApp_Other
[1] https://news.sky.com/story/downing-street-lockdown-party-what-were-the-covid-rules-on-20-may-2020-and-how-many-cases-were-there-12513487
[1] https://news.sky.com/story/covid-19-sajid-javid-directly-challenged-on-mandatory-coronavirus-jabs-by-unvaccinated-nhs-doctor-12511224
[1] https://news.sky.com/story/china-twenty-million-under-strict-covid-lockdown-amid-fears-omicron-could-disrupt-beijing-winter-olympics-12513601
[1] https://news.sky.com/story/covid-vip-lane-used-by-government-to-hand-out-ppe-contracts-to-two-companies-during-first-coronavirus-wave-was-unlawful-high-court-rules-12514239
[1] https://news.sky.com/story/boris-johnson-apologises-after-admitting-he-attended-downing-street-garden-party-12514197
[1] https://www.mi6rogue.com/blog

Top URLs in Tweet in G7:
[1] https://www.lexpress.fr/actualite/societe/sante/vaccins-anti-covid-ces-millions-de-doses-deja-gachees-dans-le-monde_2157630.amp.html
[1] https://www.animalpolitico.com/2022/01/covid-casos-muertes-vacunas-10-enero/
[1] https://twitter.com/lopezobrador_/status/1480692416579620869
[1] https://www.reforma.com/libre/acceso/accesofb.htm?urlredirect=/estuvo-sheinbaum-con-amlo-enfermo-de-covid/ar2328700?utm_source=twitter&utm_medium=social&utm_campaign=promocion_editor

Top URLs in Tweet in G8:
[33] https://www.mirror.co.uk/news/politics/breaking-tories-covid-contracts-vip-25923511
[8] https://news.sky.com/story/covid-vip-lane-used-by-government-to-hand-out-ppe-contracts-to-two-companies-during-first-coronavirus-wave-was-unlawful-high-court-rules-12514239
[2] https://metro.co.uk/2022/01/12/covid-governments-vip-lane-for-ppe-contracts-ruled-unlawful-by-high-court-15904715/
[2] https://www.theguardian.com/world/2022/jan/11/uk-covid-death-toll-ons?CMP=Share_iOSApp_Other
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules?CMP=Share_AndroidApp_Other
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[1] https://www.theguardian.com/sport/2022/jan/12/novak-djokovic-statement-blames-agent-for-australia-paperwork-mistake-covid-positive-test-result
[1] https://inews.co.uk/news/health/cutting-covid-isolation-five-days-scientists-1393352

Top URLs in Tweet in G9:
[1] https://www.thedailybeast.com/anti-vax-leader-christopher-key-urges-followers-to-drink-their-own-urine-to-fight-covid-19

Top URLs in Tweet in G10:
[2] https://newssense.in/2022/01/12/a-new-record-in-making-as-diamond-harbour-undertakes-30k-covid-tests-in-a-day/
[1] https://twitter.com/IndiaWantsMB/status/1480870982814339072
[1] https://twitter.com/aitcsudip/status/1480441329746251778
[1] https://www.indiatoday.in/coronavirus-outbreak/story/no-covid-curbs-gangasagar-mela-kumbh-bengal-mamata-banerjee-up-1894087-2021-12-30?I
[1] https://www.change.org/NoMassEvents

Top Domains
Top Domains in Tweet in Entire Graph:
[321] twitter.com
[145] co.uk
[73] theguardian.com
[49] com.br
[33] sky.com
[32] youtube.com
[31] reuters.com
[27] bit.ly
[24] zerohedge.com
[23] bloomberg.com

Top Domains in Tweet in G1:
[94] twitter.com
[17] com.br
[13] theguardian.com
[12] co.uk
[6] nytimes.com
[5] sky.com
[3] apple.news
[3] com.bo
[3] com.ar
[3] washingtonpost.com

Top Domains in Tweet in G2:
[3] twitter.com
[3] aajtak.in
[2] ac.in
[1] pixstory.com
[1] vaccines.gov
[1] india.com
[1] nytimes.com
[1] indiatoday.in
[1] indiatimes.com
[1] indianexpress.com

Top Domains in Tweet in G3:
[4] gbnews.uk
[4] co.uk
[3] sky.com
[2] substack.com
[2] theguardian.com
[1] go.com
[1] dailysceptic.org
[1] cnn.com
[1] twitter.com
[1] dailyexpose.uk

Top Domains in Tweet in G4:
[3] francetvinfo.fr
[2] aubedigitale.com
[1] bloomberg.com
[1] co.uk
[1] bfmtv.com
[1] leparisien.fr
[1] huffingtonpost.fr
[1] greatgameindia.com
[1] lemonde.fr

Top Domains in Tweet in G5:
[8] trib.al
[5] twitter.com
[3] foxnews.com
[3] co.uk
[2] washingtonpost.com
[2] msnbc.com
[1] wsj.com
[1] outkick.com
[1] wapo.st
[1] bit.ly

Top Domains in Tweet in G6:
[7] sky.com
[4] co.uk
[2] ozsage.org
[2] trib.al
[1] theguardian.com
[1] mi6rogue.com
[1] cbsnews.com
[1] ny.gov
[1] twitter.com

Top Domains in Tweet in G7:
[1] lexpress.fr
[1] animalpolitico.com
[1] twitter.com
[1] reforma.com

Top Domains in Tweet in G8:
[36] co.uk
[8] sky.com
[5] theguardian.com

Top Domains in Tweet in G9:
[1] thedailybeast.com

Top Domains in Tweet in G10:
[2] newssense.in
[2] twitter.com
[1] indiatoday.in
[1] change.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[310] covid
[200] covid19
[92] covid_19
[48] omicron
[42] ignou_students_want_openbookexam
[35] coronavirus
[26] diamondharbourmodel
[24] upscextraattempt
[24] longcovid
[22] fightagainstcovid



Top Hashtags in Tweet in G1:
[35] covid
[31] covid19
[19] covid_19
[12] coronavirus
[11] omicron
[8] pmqs
[5] noticias
[5] وزارة_الصحة
[5] فيروس_كورونا_المستجدّ
[4] booster

Top Hashtags in Tweet in G2:
[18] upscextraattempt
[12] covid19
[10] kashmir
[8] allgovtexamextrachance
[4] covid
[3] sabkovaccinemuftvaccine
[3] vaccine4youth
[3] nationalyouthfestival
[2] unite2fightcorona
[2] coronapositive

Top Hashtags in Tweet in G3:
[1] doublestandard

Top Hashtags in Tweet in G4:
[11] 3èdose
[8] fauci
[6] passvaccinal
[5] covid
[2] infirmière
[2] veran
[2] veritas
[2] omicron
[1] castex
[1] veranenprison

Top Hashtags in Tweet in G5:
[2] breaking
[2] nextrevfnc
[1] bidenbordercrisis
[1] dementiajoe
[1] bidendisaster
[1] wanews
[1] perthnews
[1] coronavirus
[1] getboostednow
[1] mainstream

Top Hashtags in Tweet in G6:
[2] covid_19
[1] pmqs
[1] covid19
[1] labourparty
[1] labourdoorstep
[1] toomanylies
[1] torycorruption
[1] borisresign
[1] snapelection
[1] kayburley

Top Hashtags in Tweet in G7:
[4] covid_19
[3] centrosdesalud
[2] asihablopejetustra
[2] 11ene
[2] contexto

Top Hashtags in Tweet in G8:
[2] getvaccinatednow
[1] cronyism
[1] salutethepowerofjudicalreview
[1] cronycontracts
[1] livingwithcovid

Top Hashtags in Tweet in G9:
[1] onpoli
[1] fordfailedontario

Top Hashtags in Tweet in G10:
[26] diamondharbourmodel
[12] diamondharbourpctests30k
[11] fam4tmc
[8] covid
[7] swamiji
[6] swamivivekananda
[6] nationalyouthday
[3] covid19
[2] indiawantsmamatadi
[2] maskup

Top Words
Top Words in Tweet in Entire Graph:
[9073] covid
[1757] 19
[728] people
[383] positive
[364] more
[335] long
[322] cases
[312] #covid
[293] vaccine
[293] क

Top Words in Tweet in G1:
[977] covid
[236] 19
[49] people
[47] more
[44] eu
[38] não
[36] em
[35] #covid
[32] casos
[31] #covid19

Top Words in Tweet in G2:
[124] covid
[84] क
[70] र
[46] 19
[46] य
[37] द
[31] म
[29] व
[28] ट
[27] स

Top Words in Tweet in G3:
[221] covid
[91] people
[63] cdc
[57] 75
[45] comorbidities
[41] according
[41] four
[38] died
[29] deaths
[29] percent

Top Words in Tweet in G4:
[148] covid
[40] f_philippot
[27] plus
[24] européenne
[22] sont
[21] médicament
[21] personnes
[20] philippemurer
[18] vaccination
[18] vaccinés

Top Words in Tweet in G5:
[122] covid
[30] people
[23] biden
[19] 19
[17] claytravis
[16] deaths
[15] cdc
[13] two
[12] saying
[12] administration

Top Words in Tweet in G6:
[88] covid
[19] borisjohnson
[17] skynews
[15] mum
[14] thing
[14] watch
[14] one
[13] today
[12] kayburley
[11] people

Top Words in Tweet in G7:
[83] covid
[23] lopezobrador_
[16] 19
[16] claudiashein
[15] presidente
[14] ómicron
[13] variante
[11] doctormacias
[11] pruebas
[10] gobierno

Top Words in Tweet in G8:
[43] covid
[35] high
[27] day
[27] johnson
[26] time
[25] already
[25] stakes
[25] boris
[25] come
[25] worse

Top Words in Tweet in G9:
[91] covid
[23] mask
[22] grahamwalker
[21] patient
[21] down
[20] pulled
[20] coughed
[20] today
[20] told
[20] tested

Top Words in Tweet in G10:
[57] abhishekaitc
[53] covid
[42] র
[32] diamond
[27] harbour
[26] #diamondharbourmodel
[24] further
[22] 30k
[21] tests
[20] positivity

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1715] covid,19
[230] long,covid
[163] positive,covid
[143] covid,cases
[136] covid,deaths
[119] died,covid
[118] contra,covid
[107] boris,johnson
[106] tested,positive
[91] casos,covid

Top Word Pairs in Tweet in G1:
[230] covid,19
[18] contra,covid
[17] teste,covid
[15] casos,covid
[12] due,covid
[12] positivo,covid
[12] covid,cases
[10] covid,positive
[10] positive,covid
[9] fazer,teste

Top Word Pairs in Tweet in G2:
[46] covid,19
[23] र,य
[16] क,द
[15] र,ष
[15] ष,ट
[15] ट,र
[14] covid,cases
[13] upsc,aspirants
[12] य,य
[12] य,व

Top Word Pairs in Tweet in G3:
[36] died,covid
[34] according,cdc
[28] four,comorbidities
[24] covid,deaths
[22] 75,covid
[20] people,four
[20] people,died
[18] cdc,director
[17] don,covid
[17] vaxxed,people

Top Word Pairs in Tweet in G4:
[21] européenne,médicament
[16] enquête,stupéfiante
[16] stupéfiante,camps
[16] camps,covid
[16] covid,isolement
[16] isolement,chine
[16] chine,où
[16] où,personnes
[16] personnes,suspectées
[16] suspectées,être

Top Word Pairs in Tweet in G5:
[19] covid,19
[12] covid,deaths
[9] covid,vaccine
[8] cdc,director
[8] director,over
[8] over,75
[8] 75,covid
[8] deaths,occurred
[8] occurred,people
[8] people,four

Top Word Pairs in Tweet in G6:
[11] watch,one
[11] one,thing
[11] thing,today
[11] today,make
[11] make,tearful
[11] tearful,lyndsay
[11] lyndsay,jackson
[11] jackson,covidjusticeuk
[11] covidjusticeuk,recalls
[11] recalls,losing

Top Word Pairs in Tweet in G7:
[16] covid,19
[12] variante,ómicron
[8] doctormacias,covid
[7] claudia,sheinbaum
[7] sheinbaum,claudiashein
[7] mentir,robar
[7] ayuda,mucho
[6] pruebas,covid
[6] robar,traicionar
[6] traicionar,pueblo

Top Word Pairs in Tweet in G8:
[25] already,high
[25] high,stakes
[25] stakes,day
[25] day,boris
[25] boris,johnson
[25] johnson,come
[25] come,worse
[25] worse,time
[24] pippacrerar,already
[14] ppe,contracts

Top Word Pairs in Tweet in G9:
[20] patient,pulled
[20] pulled,mask
[20] mask,down
[20] down,coughed
[20] coughed,today
[20] today,told
[20] told,tested
[20] tested,covid
[19] thatgirl409,patient
[19] covid,fami

Top Word Pairs in Tweet in G10:
[27] diamond,harbour
[20] positivity,rate
[15] promise,continue
[15] continue,efforts
[15] efforts,towards
[15] towards,bringing
[15] bringing,down
[15] down,positivity
[15] rate,further
[15] further,cutrrently

Top Replied-To
Top Replied-To in Entire Graph:
@vanranstmarc
@unionsaustralia
@nickensfl
@manojsinha_
@bfmtv
@faheemyounus
@lopezobrador_
@pucklives403
@morning_joe
@govrondesantis

Top Replied-To in G2:
@manojsinha_
@drmohanyadav51
@narendramodi
@imrajeshvats
@indorecollector
@mansukhmandviya

Top Replied-To in G3:
@cmcg926
@d5_rss
@glennbeck
@iiiilamboiiii
@liz_wheeler
@bluemamapatriot
@daagrizz

Top Replied-To in G4:
@caronpatricia11
@f_philippot
@gerard_larcher
@philippemurer

Top Replied-To in G5:
@westaustralian
@foxnews
@mikejthomasmba
@washingtonpost
@becvarisi
@mark_a_carter
@nickfondacaro
@runningmanfa
@bbullard007
@momsickofpoli

Top Replied-To in G6:
@ragesheen
@keir_starmer
@skynews
@carolinelucas
@chrischirp
@wessex_nick
@borisjohnson
@covid__survivor
@milneorchid
@ffeindadifyr

Top Replied-To in G7:
@lopezobrador_
@rtic
@cuauhtemocb10
@jrsestaca
@ivertebra

Top Replied-To in G8:
@goodlawproject
@lizpeecock
@kit_yates_maths
@danielgoyal
@jujuliagrace

Top Replied-To in G9:
@goliviaa
@baeks__bambi
@matthewjdowd
@grahamwalker
@nicoletrobaugh

Top Replied-To in G10:
@hmoindia
@indiawantsmb
@abhishekaitc

Top Mentioned
Top Mentioned in Entire Graph:
@patheneuro
@manuelrico
@abhishekaitc
@triniliciousd
@f_philippot
@tainaibi
@jackposobiec
@pippacrerar
@gnev2
@breliloquy

Top Mentioned in G1:
@howardlecturer
@menanews_info
@londynek
@leegorman35
@sportsxentral
@ammarello77
@colourmeamused_
@santosthaiss_
@lanocion

Top Mentioned in G2:
@narendramodi
@pmoindia
@bjp4india
@ani
@mayorofs
@radiochinar
@mohfw_india
@manojsinha_
@officeoflgjandk
@adityarajkaul

Top Mentioned in G3:
@drelidavid
@randpaul
@donaldjtrumpjr
@drdavidsamadi
@liz_wheeler
@katiepavlich
@yolo304741
@gbnews
@profkarolsikora
@essexpr

Top Mentioned in G4:
@f_philippot
@philippemurer
@cab2626
@antoine_gavory
@mwr4e
@cstrateges
@franceinfo
@elianecarrier
@olivierveran
@vidalfrederique

Top Mentioned in G5:
@claytravis
@washingtonpost
@cnn
@nbcnews
@emmalk
@joebiden
@foxnews
@msnbc
@nickfondacaro
@twitter

Top Mentioned in G6:
@borisjohnson
@skynews
@kayburley
@covidjusticeuk
@bhheadlines
@chrischirp
@keir_starmer
@ragesheen
@sajidjavid
@metpoliceuk

Top Mentioned in G7:
@lopezobrador_
@claudiashein
@doctormacias
@mario_dico50
@gobcdmx
@arouet_v
@lalourbanom
@chumeltorres
@hlgatell
@ssalud_mx

Top Mentioned in G8:
@pippacrerar
@goodlawproject
@jujuliagrace
@everydoc
@everydoctoruk
@kit_yates_maths
@10downingstreet
@doctor_oxford
@leedshospitals
@jolyonmaugham

Top Mentioned in G9:
@grahamwalker
@thatgirl409
@bocxtop
@bobequalbobbkwd
@nicoletrobaugh
@jdeq
@krismeloche
@asifintoronto
@richardcitynews
@matthewjdowd

Top Mentioned in G10:
@abhishekaitc
@indiawantsmb
@fam4tmc
@mamataofficial
@aitcofficial
@trinankurwbtmcp
@maliahjune
@narendramodi
@jdhankhar1
@dcptrwestbcp

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@geonews_urdu
@tomthunkitsmind
@tesco
@threadreaderapp
@streamerwall
@detikcom
@reportes24h
@proeditores
@medicinehelp

Top Tweeters in G1:
@reportes24h
@proeditores
@medicinehelp
@elpoliticonews
@daily_express
@newsfilterio
@dev_discourse
@nigeriantribune
@runrunesweb
@barqnewskw

Top Tweeters in G2:
@aajtak
@ani
@zeenewsenglish
@pkotekar
@sanjeevchadha8
@pib_india
@cgalgale2
@bjp4india
@ndtvindia
@wingcdrsharma

Top Tweeters in G3:
@asia742
@chicago1ray
@5mutmeg
@katerobinson925
@albertobernalle
@therotweiler
@essexpr
@domenicadelia22
@carilymyers
@1961mado

Top Tweeters in G4:
@astsof
@franceinfo
@elianecarrier
@marcchastillon
@bouche_bee
@vicmahec
@tankemiro14
@chriss17031
@cosetterusso
@js158855

Top Tweeters in G5:
@briangrnotabot
@soledadranieri
@foxnews
@washingtonpost
@pennytindall
@cnn
@wsj
@nbcnews
@markshopkins
@ync1994

Top Tweeters in G6:
@s9tmt
@independent
@dailymirror
@spanishdan1
@skynews
@ap
@rupertbu
@johnwest_jaws
@patc63316307
@lottieshed

Top Tweeters in G7:
@pajaropolitico
@reforma
@monbrielle
@ferbelaunzaran
@punto_decorte
@cgelover
@egaona14
@ryodedios
@notisalud
@gobcdmx

Top Tweeters in G8:
@jbwhitesnake
@jkldnmad
@countryskills
@drpaulitious
@oldstinkyone
@elainebks
@jolyonmaugham
@shaunlintern
@mo_ali
@henryscat2020

Top Tweeters in G9:
@howyofwi
@tttezzz
@kdavcor
@meredithheron
@olivpit
@_l1vy_
@tikisrose
@drfarasat
@ocanannain
@dunecat1

Top Tweeters in G10:
@aitcofficial
@aitcsubhankar
@subhamaitc
@hembromhabil
@soumensamui11
@itsurpkm
@derekobrienmp
@fam4tmc
@nilanjandasaitc
@news