COVID, Twitter, 4/11/2022 3:17:14 PM, 274695


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COVID_2022-04-11_01-23-49.xlsx
COVID_2022-04-11_01-23-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 11, 2022
Short Description:
COVID via NodeXL https://bit.ly/3uuCbWA
@drericding
@danielgoyal
@sajidjavid
@longcovidkids
@ons
@joepajak
@stevendelduca
@heidiboesdal
@rishisunak
@cdcgov

Top hashtags:
#covid
#covid19
#covid_19
#shanghai
#longcovid
#pfizer
#china
#cuba
#nondoms
#omicron

Description:
Description
The graph represents a network of 11,421 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 Monday, 11 April 2022 at 08:39 UTC.

The requested start date was Monday, 11 April 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 4-day, 0-hour, 2-minute period from Wednesday, 06 April 2022 at 12:16 UTC to Sunday, 10 April 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 : 11421
Unique Edges : 6413
Edges With Duplicates : 11390
Total Edges : 17803
Number of Edge Types : 5
Retweet : 5206
MentionsInRetweet : 6060
Tweet : 3002
Replies to : 1261
Mentions : 2274
Self-Loops : 3034
Reciprocated Vertex Pair Ratio : 0.00350262697022767
Reciprocated Edge Ratio : 0.00698080279232112
Connected Components : 3246
Single-Vertex Connected Components : 958
Maximum Vertices in a Connected Component : 2277
Maximum Edges in a Connected Component : 4787
Maximum Geodesic Distance (Diameter) : 31
Average Geodesic Distance : 11.598626
Graph Density : 7.0291752173731E-05
Modularity : 0.582385
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 11,421 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 Monday, 11 April 2022 at 08:39 UTC.

The requested start date was Monday, 11 April 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 4-day, 0-hour, 2-minute period from Wednesday, 06 April 2022 at 12:16 UTC to Sunday, 10 April 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:
[13] https://www.lefigaro.fr/international/covid-19-scholz-echoue-a-faire-voter-une-vaccination-obligatoire-en-allemagne-20220407
[12] https://www.washingtonpost.com/media/2022/04/09/fox-news-lachlan-murdoch-attacks-1619-project-covid-measures/
[11] https://www.thestar.com/news/investigations/2022/04/10/just-20-of-rapid-tests-went-to-ontarios-covid-19-hot-spots-star-analysis-finds.html
[9] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-00925-7
[9] https://www.midilibre.fr/2022/04/06/vaccin-anti-covid-decharges-electriques-sensations-de-brulures-quest-ce-que-le-syndrome-de-parsonage-turner-10217326.php
[8] https://www.theguardian.com/world/2022/apr/06/covid-linked-33-fold-increase-risk-pulmonary-embolism-dvt
[7] https://insiderpaper.com/germanys-parliament-rejects-govt-bid-for-mandatory-covid-vaccines/
[6] https://www.reuters.com/business/healthcare-pharmaceuticals/moderna-recalls-thousands-covid-vaccine-doses-2022-04-08/
[6] https://www-naturalnews-com.translate.goog/2022-04-08-fetal-deaths-skyrocket-since-covid-vaccine-rollout.html?_x_tr_sl=en&_x_tr_tl=fr&_x_tr_hl=en&_x_tr_pto=wapp
[6] https://www.washingtonpost.com/dc-md-va/2022/03/02/kaine-long-covid-bill/

Top URLs in Tweet in G1:
[3] https://www.lefigaro.fr/international/covid-19-scholz-echoue-a-faire-voter-une-vaccination-obligatoire-en-allemagne-20220407
[3] https://www.ndtv.com/world-news/sold-everything-to-china-sri-lankan-traders-to-embattled-pm-2864111
[3] https://ec.europa.eu/info/law/better-regulation/have-your-say/initiatives/13375-Prolongation-du-reglement-sur-le-certificat-COVID-numerique-de-l%E2%80%99UE_fr
[3] https://news.yahoo.com/two-covid-variants-just-combined-084939961.html?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.washingtonpost.com/media/2022/04/09/fox-news-lachlan-murdoch-attacks-1619-project-covid-measures/
[2] https://dunapress.org/2022/04/06/brasileiros-e-estrangeiros-com-esquema-vacinal-completo-estao-dispensados-de-apresentar-teste-negativo-de-covid-19-para-entrar-no-pais/
[2] https://www.cnn.com/2022/04/06/china/china-covid-outbreak-explainer-intl-hnk/index.html
[2] https://apple.news/AOTEZpikdTJ6ivd7LU4f0Qg
[2] https://www.theguardian.com/world/2022/apr/06/covid-linked-33-fold-increase-risk-pulmonary-embolism-dvt
[2] https://newsworldpress.com/politics/cdc-will-finish-sweeping-order-used-to-expel-migrants-at-u-s-borders-throughout-covid-pandemic-33.html

Top URLs in Tweet in G2:
[4] https://www.thestar.com/news/investigations/2022/04/10/just-20-of-rapid-tests-went-to-ontarios-covid-19-hot-spots-star-analysis-finds.html
[4] https://www.canada.ca/en/public-health/services/diseases/coronavirus-disease-covid-19.html
[4] https://www.halifaxexaminer.ca/province-house/as-covid-spikes-in-wastewater-across-canada-halifax-project-hopes-for-funding-renewal/
[3] https://bit.ly/3Jh2d3F
[2] https://bit.ly/3jfQxUd
[1] https://www.cp24.com/news/private-schools-given-rapid-antigen-covid-19-tests-ontario-says-they-can-no-longer-be-used-on-students-1.5580560
[1] https://www.publichealthontario.ca/-/media/Documents/nCoV/voc/covid-19-omicron-risk-assessment.pdf?sc_lang=en
[1] https://twitter.com/karamballes/status/1512799139565817857
[1] https://www.economist.com/china/2022/04/09/a-clumsy-lockdown-of-shanghai-is-testing-the-zero-covid-strategy
[1] https://toronto.citynews.ca/2022/04/09/covid-19-hospitalizations-in-ontario-climb-for-fourth-straight-day/

Top URLs in Tweet in G3:
[6] https://www.washingtonpost.com/dc-md-va/2022/03/02/kaine-long-covid-bill/
[5] https://www.forbes.com/sites/victoriaforster/2022/04/07/cdc-identifies-covid-19-reinfections-as-little-as-23-days-apart/
[3] https://bit.ly/3NRNShG
[3] https://gov.uk/
[3] https://fortune.com/2022/03/08/long-covid-brain-aging-damage-smell-study-mild-symptoms/
[3] https://www.youtube.com/watch?v=PuRu4fuI_rU&feature=youtu.be

[2] https://www.whitehouse.gov/ostp/news-updates/2022/03/23/lets-clear-the-air-on-covid/
[2] https://www.nytimes.com/2022/04/08/world/asia/food-shortages-shanghai-covid.html
[2] https://www.latimes.com/world-nation/story/2022-04-10/living-with-covid-experts-divided-on-uk-plan-as-cases-soar
[2] http://www.neurostingl.at/

Top URLs in Tweet in G4:
[4] https://www.midilibre.fr/2022/04/06/vaccin-anti-covid-decharges-electriques-sensations-de-brulures-quest-ce-que-le-syndrome-de-parsonage-turner-10217326.php
[2] https://www.lindependant.fr/2022/04/04/vaccins-anti-covid-acouphenes-perte-daudition-soudaine-lorganisation-mondiale-de-la-sante-confirme-le-lien-et-lance-un-signal-aux-laboratoires-10213855.php
[1] https://twitter.com/ollysmithtravel/status/1511784190341230596
[1] https://arkmedic.substack.com/p/absolute-proof-the-gp-120-sequences?s=r
[1] https://arkmedic-substack-com.translate.goog/p/absolute-proof-the-gp-120-sequences?s=r&_x_tr_sl=auto&_x_tr_tl=fr&_x_tr_hl=fr&_x_tr_pto=wapp
[1] https://www.medrxiv.org/content/10.1101/2022.04.04.22273356v1
[1] https://d197for5662m48.cloudfront.net/documents/publicationstatus/79986/preprint_pdf/9d389a09e2d906298c4d0cd3e401b09f.pdf
[1] https://www.studyfinds.org/male-infertility-long-covid/
[1] https://twitter.com/Resist_05/status/1511895388185571328/video/1
[1] https://twitter.com/BFMTV/status/1512040938427793409

Top URLs in Tweet in G5:
[2] https://www.businessinsider.com/china-langfang-district-says-kill-covid-patients-pets-2022-3
[2] https://www.huffingtonpost.co.uk/entry/clinically-vulnerable-people-arent-able-to-access-antiviral-covid-medicine_uk_624afd72e4b0981745041fad
[1] https://www.itv.com/news/2022-04-08/a-new-covid-antiviral-is-being-rolled-out-but-how-well-does-it-work?utm_medium=Social&utm_source=Twitter#Echobox=1649451400-1
[1] https://inews.co.uk/news/politics/covid-inquirys-public-hearings-2023-1511009?ito=twitter_share_article-top
[1] https://www.theguardian.com/world/2022/apr/07/covid-deaths-uk-total-data-error-health-agency-coronavirus-england-official-figures?CMP=Share_AndroidApp_Other
[1] https://twitter.com/UKHSA/status/1511787036289679365
[1] https://www.nhs.uk/conditions/coronavirus-covid-19/coronavirus-vaccination/how-to-get-a-coronavirus-vaccine/how-to-get-a-booster-dose/
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7470895/
[1] https://gut.bmj.com/content/69/Suppl_1/A22
[1] https://unherd.com/thepost/sajid-javid-zero-covid-has-been-a-disaster/

Top URLs in Tweet in G6:
[7] https://www.washingtonpost.com/media/2022/04/09/fox-news-lachlan-murdoch-attacks-1619-project-covid-measures/
[1] https://www.medpagetoday.com/meetingcoverage/aan/98034
[1] https://www.thebodypro.com/article/microclots-hidden-cause-long-covid-symptoms
[1] https://www.bloomberg.com/news/articles/2022-04-06/bmw-s-shenyang-plants-in-china-have-been-halted-for-two-weeks?utm_content=business&utm_source=twitter&utm_campaign=socialflow-organic&utm_medium=social&cmpid=socialflow-twitter-business
[1] https://www.bloomberg.com/news/articles/2022-04-06/tesla-halted-chips-pile-up-as-shanghai-lockdown-upends-business?cmpid=socialflow-twitter-business&utm_medium=social&utm_campaign=socialflow-organic&utm_content=business&utm_source=twitter
[1] https://www.bloomberg.com/news/articles/2022-04-09/shanghai-sees-another-record-covid-cases-friday-at-over-23-000?sref=9CZHsBdt&utm_campaign=socialflow-organic&utm_source=twitter&utm_content=business&cmpid=socialflow-twitter-business&utm_medium=social
[1] https://twitter.com/ukhsa/status/1511787036289679365
[1] https://www.nature.com/articles/s41467-022-29513-z
[1] https://www.bmj.com/content/372/bmj.n693
[1] https://twitter.com/karol/status/1512882807596621829

Top URLs in Tweet in G7:
[4] https://donford.substack.com/p/riskoflongcovid
[3] https://www.msn.com/en-au/news/uknews/nearly-3-000-more-covid-deaths-added-to-uk-total-after-discovery-of-data-error/ar-AAVXkTR?ocid=msedgntp&cvid=6669ed19b10c437696af5514b65d1196
[3] https://www.theguardian.com/world/2022/apr/07/covid-deaths-uk-total-data-error-health-agency-coronavirus-england-official-figures
[1] https://www.science.org/doi/10.1126/science.abg2025?cookieSet=1
[1] https://twitter.com/UKHSA/status/1511787036289679365
[1] https://twitter.com/karamballes/status/1512799139565817857
[1] https://twitter.com/yaneerbaryam/status/1503027909954576386
[1] https://www.washingtonpost.com/opinions/2022/04/06/congress-choosing-to-prolong-covid-pandemic-emergency-funding-bill-global-aid/?tid=ss_tw
[1] https://twitter.com/BBCNews/status/1511610143192104963
[1] https://twitter.com/trishgreenhalgh/status/1511651212289994757

Top URLs in Tweet in G8:
[3] https://www.indiatoday.in/coronavirus-outbreak/story/covid-19-outbreak-china-shanghai-25000-cases-1935695-2022-04-10
[3] https://www.ndtv.com/world-news/china-coronavirus-china-covid-cases-china-covid-news-chinas-epicentre-shanghais-covid-cases-keep-rising-2875020
[2] https://twitter.com/mikesmithafr/status/1512557720544903169
[2] https://ft.trib.al/W3M4Rwx
[1] https://www.indiatoday.in/world/story/starvation-anger-and-protest-shanghai-pushes-back-against-zero-covid-measures-videos-1935723-2022-04-10
[1] https://www.telegraph.co.uk/columnists/2022/04/05/work-shy-covid-gift-keeps-giving/
[1] https://www.nytimes.com/2021/08/21/world/australia/melbourne-protests-covid-restrictions.html
[1] https://euroweeklynews.com/2022/04/09/starving-shanghai-citizens-loot-food-stores-amid-zero-covid-lockdown/
[1] https://www.vcuhealth.org/news/covid-19/breakthrough-infections-viral-load-what-does-this-mean-to-you

Top URLs in Tweet in G9:
[2] https://twitter.com/financialtimes/status/1510976390996402181
[1] https://www.theguardian.com/politics/2021/jun/22/shareholders-of-firm-backed-by-matt-hancock-have-donated-to-the-tories
[1] https://www.opendemocracy.net/en/dark-money-investigations/matt-hancock-under-fire-for-latest-donation-from-top-horse-auctioneer-at-super-spreader-cheltenham-festival/
[1] https://www.theguardian.com/politics/2022/mar/24/matt-hancock-failed-to-disclose-messages-with-owen-paterson-over-covid-contracts
[1] https://www.theguardian.com/world/2022/apr/07/covid-deaths-uk-total-data-error-health-agency-coronavirus-england-official-figures

Top Domains
Top Domains in Tweet in Entire Graph:
[368] twitter.com
[67] co.uk
[56] bit.ly
[50] theguardian.com
[31] washingtonpost.com
[30] nytimes.com
[28] youtube.com
[25] reuters.com
[21] thestar.com
[20] ctvnews.ca

Top Domains in Tweet in G1:
[124] twitter.com
[18] co.uk
[13] bit.ly
[12] theguardian.com
[8] apple.news
[8] nytimes.com
[7] cnn.com
[7] youtube.com
[6] com.br
[5] nhs.uk

Top Domains in Tweet in G2:
[9] thestar.com
[6] twitter.com
[6] canada.ca
[5] bit.ly
[4] halifaxexaminer.ca
[2] publichealthontario.ca
[1] cp24.com
[1] economist.com
[1] citynews.ca
[1] toronto.ca

Top Domains in Tweet in G3:
[9] twitter.com
[8] washingtonpost.com
[7] gov.uk
[5] forbes.com
[4] bit.ly
[3] whitehouse.gov
[3] co.uk
[3] fortune.com
[3] cdc.gov
[3] youtube.com

Top Domains in Tweet in G4:
[4] twitter.com
[4] midilibre.fr
[2] lindependant.fr
[1] substack.com
[1] translate.goog
[1] medrxiv.org
[1] cloudfront.net
[1] studyfinds.org
[1] marieclaire.fr
[1] topsante.com

Top Domains in Tweet in G5:
[3] co.uk
[2] businessinsider.com
[1] itv.com
[1] theguardian.com
[1] twitter.com
[1] nhs.uk
[1] nih.gov
[1] bmj.com
[1] unherd.com
[1] nature.com

Top Domains in Tweet in G6:
[7] washingtonpost.com
[4] twitter.com
[3] bloomberg.com
[2] stripes.com
[1] medpagetoday.com
[1] thebodypro.com
[1] nature.com
[1] bmj.com
[1] whitehouse.gov
[1] fls-science.com

Top Domains in Tweet in G7:
[5] twitter.com
[4] substack.com
[3] msn.com
[3] theguardian.com
[1] science.org
[1] washingtonpost.com
[1] ama-assn.org

Top Domains in Tweet in G8:
[4] indiatoday.in
[3] ndtv.com
[2] twitter.com
[2] trib.al
[1] co.uk
[1] nytimes.com
[1] euroweeklynews.com
[1] vcuhealth.org

Top Domains in Tweet in G9:
[3] theguardian.com
[2] twitter.com
[1] opendemocracy.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[296] covid
[168] covid19
[109] covid_19
[44] shanghai
[42] longcovid
[35] pfizer
[31] china
[29] cuba
[26] nondoms
[24] omicron



Top Hashtags in Tweet in G1:
[54] covid
[26] covid19
[13] covid_19
[5] omicron
[5] covidisnotover
[5] medical
[5] groupzirigoza
[4] coronavirus
[4] shanghai
[4] news

Top Hashtags in Tweet in G2:
[13] covid
[11] onpoli
[8] onted
[6] covid19
[4] goc
[4] coronavirus
[4] tories
[4] testing
[4] r4today
[3] onhealth

Top Hashtags in Tweet in G3:
[19] covid19
[9] covidisnotover
[7] covid
[6] longcovid
[5] covidisairborne
[4] ba2
[4] longcovidkids
[2] vaccination
[2] ventilation
[2] masking

Top Hashtags in Tweet in G4:
[24] pfizer
[12] covid
[10] vaccin
[6] moderna
[6] acouphenes
[3] vã©ran
[3] vaccination
[2] effetssecondaires
[2] covid19
[2] scholz

Top Hashtags in Tweet in G5:
[2] dailybriefings
[2] covid19
[1] covid
[1] omicron
[1] covidisnotover
[1] australia
[1] respectmyx
[1] getboosted

Top Hashtags in Tweet in G6:
[11] longcovid
[5] covid
[4] microclots
[2] covid19
[2] ferranbarbedimision
[2] covidpersistente
[2] investigadoras
[1] realidadvirtual
[1] realidadaumentada
[1] porsaludmascarillas

Top Hashtags in Tweet in G7:
[8] longcovid
[4] torycorruption
[2] johnsonout76
[2] partygate
[2] taxavoidance
[2] sunak
[1] johnsonout73
[1] tory
[1] johnsonout74
[1] toryrussianmoney

Top Hashtags in Tweet in G8:
[3] itvideo
[3] boosterdose
[3] vaccine
[1] china
[1] shanghai
[1] covid
[1] alexantic
[1] skynewsaust

Top Hashtags in Tweet in G10:
[18] noolvidamos

Top Words
Top Words in Tweet in Entire Graph:
[7728] covid
[1713] 19
[1255] î
[671] people
[486] more
[464] ãƒ
[441] æ
[364] shanghai
[345] ç
[323] over

Top Words in Tweet in G1:
[867] covid
[252] 19
[187] î
[67] æ
[67] over
[54] #covid
[51] ãƒ
[49] mã
[46] people
[44] first

Top Words in Tweet in G2:
[214] covid
[88] ontario
[62] rapid
[58] schools
[56] people
[45] ontarians
[42] program
[41] fordnation
[40] goal
[36] drkateto

Top Words in Tweet in G3:
[129] covid
[63] drericding
[29] cases
[28] over
[26] govt
[26] deaths
[25] people
[25] course
[25] 19
[23] long

Top Words in Tweet in G4:
[154] contre
[132] covid
[90] lâ
[89] f_philippot
[87] obligation
[87] vaccinale
[84] parlement
[84] allemand
[76] excellente
[76] nouvelle

Top Words in Tweet in G5:
[158] covid
[38] ªï
[32] more
[28] essexpr
[24] 2nd
[18] government
[17] iâ
[16] labour
[16] ve
[15] berniespofforth

Top Words in Tweet in G6:
[87] covid
[25] people
[22] still
[19] amalgamquietude
[16] risk
[15] think
[15] those
[14] expect
[13] completely
[13] long

Top Words in Tweet in G7:
[151] covid
[42] danielgoyal
[27] still
[26] wrong
[24] unbelievably
[24] trying
[24] justify
[24] initial
[24] œlet
[24] ripâ

Top Words in Tweet in G8:
[120] covid
[80] shanghai
[54] lockdown
[46] food
[29] reportedly
[28] china
[27] city
[25] jaredtnelson
[25] part
[25] recent

Top Words in Tweet in G9:
[226] fraud
[111] rishi
[111] sunak
[105] covid
[78] enquiry
[78] ppe
[76] richardjmurphy
[76] government
[76] furlough
[76] loan

Top Words in Tweet in G10:
[140] hoy
[126] manuelrico
[110] hospital
[104] gobierno
[104] residentes
[103] ayuso
[101] protocolo
[101] trasladar
[72] días
[68] dã

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1642] covid,19
[886] î,î
[227] ãƒ,ãƒ
[222] long,covid
[140] zero,covid
[135] rishi,sunak
[122] manuelrico,hoy
[111] ø,ø
[101] gobierno,ayuso
[101] trasladar,hospital

Top Word Pairs in Tweet in G1:
[242] covid,19
[132] î,î
[30] âœ,âœ
[27] 19,vaccine
[22] ãƒ,ãƒ
[20] long,covid
[19] aged,60
[18] doses,covid
[18] non,indigenous
[18] indigenous,household

Top Word Pairs in Tweet in G2:
[28] ontario,rapid
[26] covid,19
[25] sick,covid
[24] rapid,test
[23] rapid,tests
[23] first,10
[23] 10,months
[23] months,ontario
[23] test,program
[23] program,went

Top Word Pairs in Tweet in G3:
[23] covid,19
[19] long,covid
[15] âš,breakingâ
[15] breakingâ,cdcgov
[15] cdcgov,allow
[15] allow,infectious
[15] infectious,#covid19
[15] #covid19,cases
[15] cases,fly
[15] fly,stop

Top Word Pairs in Tweet in G4:
[87] lâ,obligation
[87] obligation,vaccinale
[84] parlement,allemand
[84] vaccinale,covid
[76] excellente,nouvelle
[76] nouvelle,parlement
[76] allemand,vient
[76] vient,voter
[76] voter,contre
[76] contre,lâ

Top Word Pairs in Tweet in G5:
[14] government,issued
[14] issued,covid
[14] covid,contracts
[14] contracts,incl
[14] incl,ªï
[14] ªï,serco
[14] serco,contact
[14] contact,tracing
[14] tracing,212m
[14] 212m,2024

Top Word Pairs in Tweet in G6:
[11] still,amazes
[11] amazes,people
[11] people,genuinely
[11] genuinely,think
[11] think,completely
[11] completely,fine
[11] fine,expect
[11] expect,cev
[11] cev,individuals
[11] individuals,dodge

Top Word Pairs in Tweet in G7:
[24] unbelievably,still
[24] still,trying
[24] trying,justify
[24] justify,initial
[24] initial,œlet
[24] œlet,ripâ
[24] ripâ,stance
[24] stance,covid
[24] covid,jury
[24] jury,wrong

Top Word Pairs in Tweet in G8:
[49] covid,lockdown
[25] reportedly,shanghai
[25] shanghai,part
[25] part,recent
[25] recent,authoritarian
[25] authoritarian,covid
[25] covid,response
[24] mythinformedmke,reportedly
[23] food,riot
[23] riot,shanghai

Top Word Pairs in Tweet in G9:
[111] rishi,sunak
[76] government,enquiry
[76] covid,loan
[76] loan,fraud
[75] sunak,thing
[75] thing,need
[75] need,government
[75] enquiry,furlough
[75] furlough,fraud
[75] fraud,ppe

Top Word Pairs in Tweet in G10:
[122] manuelrico,hoy
[101] gobierno,ayuso
[101] trasladar,hospital
[101] hospital,residentes
[58] días,gobierno
[58] ayuso,aprobó
[58] aprobó,protocolo
[58] protocolo,impedía
[58] impedía,trasladar
[55] residentes,vulnerab

Top Replied-To
Top Replied-To in Entire Graph:
@karl_lauterbach
@elonmusk
@narendramodi
@firuzimehta
@brianlilley
@govrondesantis
@petergholloway
@elainehsiehchou
@nsgov
@covid_parent

Top Replied-To in G1:

Top Replied-To in G2:
@brianlilley
@fordnation
@drkateto
@kariwhan13
@levisbecker
@freedumfghtr
@k_musgr
@justintrudeau
@meg_michael_
@tryangregory

Top Replied-To in G3:
@ons
@roberthastosay
@unusual_times
@feliciahsiehsw
@paulsaxmd
@meetjess
@jimrosenthal4
@drbritwilliams
@about_to_rock

Top Replied-To in G4:
@f_philippot
@clairejardin1
@belliardinho
@borowskimike
@moshi631

Top Replied-To in G5:
@sajidjavid
@ukhsa
@itvnews
@james1664
@conthe1
@halfon4harlowmp
@returnedtoearth
@frankmcg_1
@bill_bgt100
@dskippings

Top Replied-To in G6:
@amalgamquietude
@albomp
@evaputzova
@ptalksick
@markjhuber2
@darrellmello
@saltysicky
@farid__jalali
@stevol321
@binitakane

Top Replied-To in G7:
@danielgoyal
@virginiabuysse
@dgurdasani1
@codexeditor
@magisterbracey
@usnews
@vonbilbo
@dr2nisreenalwan
@karamballes
@kprather88

Top Replied-To in G8:
@mikesmithafr
@felixpatrfisher
@dgleason650
@davenewworld_2
@gourmetmale
@jackson90771
@mikey_rfc

Top Replied-To in G9:
@emergmeddr
@bbcpolitics
@cockertonmark
@matthancock

Top Replied-To in G10:
@manuelrico

Top Mentioned
Top Mentioned in Entire Graph:
@manuelrico
@f_philippot
@richardjmurphy
@drericding
@davidmcswane
@mungship
@syedakramin
@danielgoyal
@alertanews24
@fordnation

Top Mentioned in G1:
@lemanturkman
@symthermnews
@lgjmauges
@jonathanstea
@tosukana

Top Mentioned in G2:
@fordnation
@drkateto
@stevendelduca
@saramojtehedz
@naheedd
@justintrudeau
@jyangstar
@brianlilley
@esl_fairy

Top Mentioned in G3:
@drericding
@cdcgov
@chrischirp
@ons
@meetjess
@elhopkins
@joepajak
@sgriffin_lab
@longcovidkids
@anylaurie16

Top Mentioned in G4:
@f_philippot
@victorsinclair3
@platon38900187
@medic4allhuman
@naphtalinelebon
@elianecarrier
@faminifilm
@benjami77894159
@aldosterone111
@idrissaberkane

Top Mentioned in G5:
@essexpr
@berniespofforth
@angryhowitisnow
@borisjohnson
@sajidjavid
@ukhsa
@dem_cath
@keir_starmer
@nadhimzahawi
@themood2020

Top Mentioned in G6:
@amalgamquietude
@loscharlos
@business
@walkerbragman
@duty2warn
@doctorasadkhan
@sanidadgob
@carolinadarias
@jencurtinmd
@evaputzova

Top Mentioned in G7:
@danielgoyal
@drneenajha
@dgurdasani1
@fightinganne1
@dreuanbennet
@dr2nisreenalwan
@kprather88
@trishgreenhalgh
@i_petersen
@sara_rose_g

Top Mentioned in G8:
@jaredtnelson
@mythinformedmke
@ianbremmer
@thefreds
@indiatoday
@disclosetv
@tony73_
@davenewworld_2
@nabilajamal_
@drericding

Top Mentioned in G9:
@richardjmurphy
@implausibleblog
@nazirafzal
@emergmeddr
@zelenskyyua
@linscot26
@bbcpolitics
@maesglas48
@cockertonmark
@filsdelenin

Top Mentioned in G10:
@manuelrico
@fiscal_es
@rosavillacastin
@maribel60780973
@euribem
@dgtes

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@ja8yum
@zazoomblog
@infoitinterno
@tomthunkitsmind
@knewz_currently
@recentlatestvia
@paoloigna1
@detikcom
@elpoliticonews

Top Tweeters in G1:
@zazoomblog
@infoitinterno
@knewz_currently
@recentlatestvia
@paoloigna1
@elpoliticonews
@webnotitarde
@dclarediane
@timesnow
@mediaindonesia

Top Tweeters in G2:
@lyndae222
@dianneathome
@hopealdridge
@kelownascott
@torontostar
@meredithheron
@thetorontosun
@cmdott
@thecanadianmike
@qwertydee_

Top Tweeters in G3:
@aliadair22
@cynicalvision50
@amedawg18
@kohsija
@guse_guse
@nancychadbourne
@tokyo_tom
@ronague
@summerasana
@jackiemccaffrey

Top Tweeters in G4:
@lanissarda
@elianecarrier
@anne_morantin
@kris_chadi
@lexpress
@chriss17031
@valerie0768
@juvenale38
@mamieencolere78
@jallouxchristi1

Top Tweeters in G5:
@bbcnews
@sharpeleven
@julie34479
@jazzaoxon
@knittedkittie
@xpressanny
@saffiya_khan1
@xpatjock
@halseyjane
@itvnews

Top Tweeters in G6:
@lizditz
@business
@artis_elemental
@wsj
@siadasha
@rolynhome
@dbkell
@pantherwild
@kelhuntslight
@helenmcollins1

Top Tweeters in G7:
@hazelglasgow
@ferguson2811
@hughjaeger
@forumeditor
@daisybelll
@sweetie_tweeter
@yeswombat
@ephemeragrrl
@longitude0
@nnorma192

Top Tweeters in G8:
@indiatoday
@njdoc
@indiatodayflash
@sheresade7
@tempkt
@30actruth
@ndtvfeed
@farfel54
@amitjha16095574
@tony73_

Top Tweeters in G9:
@fiona_fionnagal
@rubycooper007
@amacdonald866
@implausibleblog
@rivermansky63
@vdweller
@alphonso1234x
@kennybaker1948
@fourfoot
@laffterman

Top Tweeters in G10:
@francesc130
@euribem
@ivallevalle
@mluzmartingutie
@nosectariosplis
@sinue_234
@teresadepeche
@mario_benito
@sergiolanalacun
@devilapurau


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