COVID, Twitter, 9/16/2021 11:20:03 AM, 262180


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COVID_2021-09-16_02-34-13.xlsx
COVID_2021-09-16_02-34-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2021
Short Description:
COVID via NodeXL https://bit.ly/3nzMyFz
@dainfarrell
@jeremynewberger
@kylegriffin1
@ap
@nytimes
@msnbc
@drericding
@gregjon27277299
@washingtonpost
@safeedforall_uk

Top hashtags:
#covid19
#covid
#covid_19
#coronavirus
#getvaccinated
#44453
#vaccine
#gujaratfornyay

Description:
Description
The graph represents a network of 12,146 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, 16 September 2021 at 09:53 UTC.

The requested start date was Thursday, 16 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 0-hour, 1-minute period from Monday, 13 September 2021 at 12:18 UTC to Wednesday, 15 September 2021 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 : 12146
Unique Edges : 6884
Edges With Duplicates : 11873
Total Edges : 18757
Number of Edge Types : 5
Retweet : 5358
MentionsInRetweet : 6277
Tweet : 3511
Replies to : 1080
Mentions : 2531
Self-Loops : 3551
Reciprocated Vertex Pair Ratio : 0.00463792558237588
Reciprocated Edge Ratio : 0.00923302906305739
Connected Components : 3667
Single-Vertex Connected Components : 987
Maximum Vertices in a Connected Component : 1555
Maximum Edges in a Connected Component : 3298
Maximum Geodesic Distance (Diameter) : 29
Average Geodesic Distance : 10.958752
Graph Density : 6.46111801407291E-05
Modularity : 0.583474
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 12,146 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, 16 September 2021 at 09:53 UTC.

The requested start date was Thursday, 16 September 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 0-hour, 1-minute period from Monday, 13 September 2021 at 12:18 UTC to Wednesday, 15 September 2021 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:
[40] https://www.mhlw.go.jp/content/10900000/000829138.pdf
[15] https://www.theatlantic.com/health/archive/2021/09/covid-hospitalization-numbers-can-be-misleading/620062/
[14] https://www.timesofisrael.com/more-than-10-of-israeli-kids-who-got-virus-now-suffer-from-long-covid-study/
[13] https://www.denverpost.com/2021/09/13/bob-enyart-dies-covid-19/
[10] https://twitter.com/spring21MM/status/1438061775165874179
[10] https://www.nbcnews.com/news/us-news/jeff-bridges-says-he-got-covid-while-chemo-it-made-n1279072
[9] https://www.aninews.in/news/national/general-news/centre-set-to-resume-tourist-visas-after-15-years-of-suspension-due-to-covid20210915174036/
[9] https://www.newsweek.com/anti-vaccine-activist-who-said-theres-no-epidemic-dies-covid-hai-shaulian-1628847
[9] https://www.npr.org/sections/health-shots/2021/09/14/1035915598/doctors-covid-misinformation-medical-license?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[9] https://www.theguardian.com/world/2021/sep/10/boys-more-at-risk-from-pfizer-jab-side-effect-than-covid-suggests-study

Top URLs in Tweet in G1:
[8] https://twitter.com/spring21MM/status/1438061775165874179
[3] https://www.nytimes.com/2021/09/13/science/vaccines-menstrual-cycle-covid.html?partner=IFTTT
[3] https://www.instagram.com/accounts/login/
[3] https://twitter.com/btsinthemoment/status/1437380460942815232
[3] https://www.reuters.com/world/europe/vladimir-putin-is-self-isolate-after-covid-19-detected-entourage-kremlin-2021-09-14/
[3] https://news.google.com/__i/rss/rd/articles/CBMiX2h0dHBzOi8vd3d3LnRoZWd1YXJkaWFuLmNvbS93b3JsZC8yMDIxL3NlcC8xNS9jYW5hZGEtYWxiZXJ0YS1oZWFsdGhjYXJlLXN5c3RlbS1jb3ZpZC1jYXNlcy1yaXNl0gFfaHR0cHM6Ly9hbXAudGhlZ3VhcmRpYW4uY29tL3dvcmxkLzIwMjEvc2VwLzE1L2NhbmFkYS1hbGJlcnRhLWhlYWx0aGNhcmUtc3lzdGVtLWNvdmlkLWNhc2VzLXJpc2U?oc=5&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.theguardian.com/world/2021/sep/10/boys-more-at-risk-from-pfizer-jab-side-effect-than-covid-suggests-study
[2] https://www.bloomberg.com/tosv2.html?vid=&uuid=74b82601-1419-11ec-ac06-6447716d6354&url=L25ld3MvZmVhdHVyZXMvMjAyMS0wOS0xMi82LW1vbnRoLWNvdmlkLW91dGxvb2stMjAyMQ==
[2] https://twitter.com/seketulakasah/status/1437307450693017602
[2] https://www.theguardian.com/world/2021/sep/13/vaccinating-teenagers-against-covid-is-priority-says-uk-epidemiologist

Top URLs in Tweet in G2:
[8] http://www.cnn.com/travel/article/france-us-travelers-restriction-covid/index.html
[2] https://secure.actblue.com/donate/demingsrubiostimulus
[2] http://www.msn.com/en-us/news/crime/qanon-guru-dies-from-covid-19-as-her-followers-harass-hospital-staff/ar-AAOpbRz?ocid=st
[1] https://twitter.com/BlairBigham/status/1437404353459933184
[1] https://dpo.st/3hRBz6T
[1] https://www.denverpost.com/2021/09/13/bob-enyart-dies-covid-19/
[1] https://wapo.st/394GLz8
[1] https://www.thedailybeast.com/bob-enyart-is-latest-anti-mask-anti-vax-conservative-radio-host-to-die-of-covid
[1] https://www.theguardian.com/politics/2021/sep/14/britain-delay-some-post-brexit-border-controls-brexit-covid
[1] https://www.npr.org/2021/09/10/1036023973/covid-19-unvaccinated-deaths-11-times-more-likely?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social

Top URLs in Tweet in G3:
[5] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[3] https://justthenews.com/politics-policy/coronavirus/reversal-britain-scraps-covid-vaccine-passports
[3] https://outremers360.com/bassin-pacifique-appli/covid-19-deux-nouveaux-deces-en-nouvelle-caledonie-le-millier-de-cas-franchi
[2] https://trib.al/8WscTN7
[2] https://trib.al/cYoXopf
[2] https://www.researchprofessionalnews.com/rr-news-europe-regulation-2021-9-m-decins-sans-fronti-res-calls-on-eu-to-stop-blocking-covid-waiver/
[2] https://www.infowars.com/posts/ben-stein-suspended-by-youtube-for-asking-too-many-covid-questions-see-the-censored-interview-here/
[1] https://justthenews.com/politics-policy/coronavirus/weddhs-not-testing-migrants-covid-19-must-strengthen-preventative
[1] https://justthenews.com/nation/states/arizona-first-nation-sue-biden-over-covid-vaccine-mandate
[1] https://www.msnbc.com/the-reidout/watch/covid-19-vaccines-being-rejected-by-gop-as-pandemic-solution-lamented-by-doctor-120801349822

Top URLs in Tweet in G4:
[4] https://trib.al/9ACkeLy
[2] https://www.rawstory.com/new-jersey-loses-22-police-to-in-a-week-their-unions-still-oppose-vaccine-mandates/?utm_source=dlvr.it&utm_medium=twitter
[2] https://as-human-lu.blogspot.com/2021/09/iran-coronavirus-fatalities-exceed.html?spref=tw
[2] https://theintercept.com/2021/09/09/video-covid-19-sequelas-neurologicas/
[2] https://www.medrxiv.org/content/10.1101/2021.09.10.21262710v1
[2] https://www.cdc.gov/coronavirus/2019-ncov/vaccines/your-vaccination.html
[2] https://www.fda.gov/consumers/consumer-updates/why-you-should-not-use-ivermectin-treat-or-prevent-covid-19
[1] https://www.rawstory.com/anti-vaxxer-dies-2655015573/?utm_source=dlvr.it&utm_medium=twitter
[1] https://on.msnbc.com/3nwdSo9
[1] https://on.msnbc.com/3zmXWXL

Top URLs in Tweet in G5:
[2] https://www.crowdjustice.com/case/children-covid-vaccinations/
[1] https://www.gov.uk/government/publications/impact-on-school-absence-from-covid-19-vaccination-of-healthy-12-to-15-year-old-children/impact-on-school-absence-from-covid-19-vaccination-of-healthy-12-to-15-year-old-children#fn:5
[1] https://www.dailymail.co.uk/debate/article-9990599/Why-jabbing-millions-kids-no-risk-Covid-simply-teachers-work.html
[1] https://inews.co.uk/inews-lifestyle/money/eat-dog-food-to-survive-horrific-stories-frozen-out-of-rishi-sunaks-covid-19-aid-967417?ito=twitter_share_article-top
[1] https://www.dailymail.co.uk/news/article-9991637/TikTok-guy-Jon-Bernard-Kairouz-hospital-Covid-19-Sydney-NSW.html
[1] https://questions-statements.parliament.uk/written-questions/detail/2021-07-12/31381
[1] https://telegraph.co.uk/premium/matt/?WT.mc_id=tmgoff_tw_author-account-matt-cartoon_newsletter-signup-Matt-Cartoon&utm_source=tmgoff&utm_medium=tmgoff_tw&utm_content=author-account-matt-cartoon_newsletter-signup&utm_campaign=tmgoff_tw_author-account-matt-cartoon_newsletter-signup-Matt-Cartoon
[1] https://orthodoxreflections.com/covid-baptists-bootleggers-and-orthodox-bishops/
[1] https://www.telegraph.co.uk/news/2021/09/13/just-59-double-jabbed-people-50000-died-covid-year-says-ons/
[1] https://www.epicentro.iss.it/coronavirus/bollettino/Report-COVID-2019_26_marzo_eng.pdf

Top URLs in Tweet in G6:
[4] https://trib.al/hMJSUoD
[4] https://trib.al/uAXPnOa
[4] https://trib.al/b6hfrd3
[3] https://www.thedailybeast.com/bob-enyart-is-latest-anti-mask-anti-vax-conservative-radio-host-to-die-of-covid?via=twitter_page
[3] https://www.dailymail.co.uk/news/article-9988651/Boris-warns-Covid-far-unveils-winter-plan.html?ito=social-twitter_dailymailUK
[2] https://www.nytimes.com/2021/09/14/world/asia/india-modi-science-icmr.html
[2] https://trib.al/Z8cao4y
[2] https://trib.al/PIFSmuU
[2] https://www.theguardian.com/world/2021/sep/13/ivermectin-treatment-covid-19-anti-vaxxers-advocates?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1631533126
[1] https://www.thedailybeast.com/covid-kills-six-members-of-florida-family-in-three-weeks?via=twitter_page

Top URLs in Tweet in G7:
[2] https://www.nytimes.com/interactive/2021/world/covid-cases.html?fbclid=IwAR3b4ij5SsZj6tZgrUKPs8R90RKAArDPjSVeK1MJxvmWX3IxfimU83383Vw
[2] https://www.longcovidkids.org/post/helen-anna-s-story-long-covid-kids-scotland
[1] https://www.thetelegraphandargus.co.uk/news/19579218.covid-cases-confirmed-second-bradford-school/
[1] https://www.newscientist.com/article/2237475-covid-19-news-england-could-see-2000-to-7000-hospitalisations-a-day/
[1] https://www.autismeye.com/vulnerable-children-coronavirus-risk-school/
[1] https://schoolsweek.co.uk/long-read-schools-let-down-by-governments-hot-air-on-ventilation/
[1] https://www.bbc.com/news/world-asia-china-58554324
[1] https://www.manchestereveningnews.co.uk/news/greater-manchester-news/child-covid-rates-greater-manchester-21564309
[1] https://www.fatherly.com/news/san-franciscos-k-12-schools-have-had-no-covid-19-outbreaks-heres-how/
[1] https://shop.everydoctor.org.uk/

Top URLs in Tweet in G8:
[2] https://twitter.com/nickiminaj/status/1437532566945341441
[1] https://www.theguardian.com/us-news/2021/aug/08/rightwing-radio-host-dick-farrel-anti-vaxxer-dies-covid
[1] https://politi.co/2VqHLuj
[1] https://www.denverpost.com/2021/09/13/bob-enyart-dies-covid-19/
[1] https://www.cnn.com/2021/09/14/europe/russia-putin-coronavirus-self-isolating-intl/index.html
[1] https://abcnews.go.com/Health/live-updates/covid-delta-variant/?id=79988274#79994240
[1] https://twitter.com/rvawonk/status/1437240866863726592
[1] https://theintellectualist.com/2021/08/17/another-anti-vax-right-wing-radio-host-dies-of-covid/?fbclid=IwAR06pQNjDtuXTbFi3woClhFoOHq6bTabvylmGVKj80ULUyqKIcJX2et2qAk
[1] https://twitter.com/hardwhlte/status/1437505432864628738
[1] https://twitter.com/kingalbii20/status/1437509966722736128

Top URLs in Tweet in G9:
[1] https://twitter.com/ppredictors/status/1437588979256283137

Top URLs in Tweet in G10:
[5] https://www.timesofisrael.com/more-than-10-of-israeli-kids-who-got-virus-now-suffer-from-long-covid-study/
[2] https://www.theguardian.com/world/2021/sep/13/vaccinating-teenagers-against-covid-is-priority-says-uk-epidemiologist
[2] https://www.theguardian.com/commentisfree/2021/sep/15/government-winter-covid-plan-uk-lockdown-vaccinations-testing-masks
[2] https://twitter.com/DrEricDing/status/1437780625554120704
[1] https://www.publichealthontario.ca/-/media/documents/ncov/epi/covid-19-myocarditis-pericarditis-vaccines-epi.pdf?sc_lang=en
[1] https://www.independentsage.org/wp-content/uploads/2021/09/Covid-codes-final-1-1.pdf
[1] https://www.bbc.co.uk/news/uk-58566235
[1] https://www.theguardian.com/commentisfree/2021/aug/29/pandemic-poorer-countries-vaccines-covid
[1] https://downloads.aap.org/AAP/PDF/AAP%20and%20CHA%20-%20Children%20and%20COVID-19%20State%20Data%20Report%209.2%20FINAL.pdf
[1] https://twitter.com/danbloom1/status/1438023721017556994

Top Domains
Top Domains in Tweet in Entire Graph:
[370] twitter.com
[102] co.uk
[71] theguardian.com
[65] trib.al
[40] go.jp
[36] cnn.com
[36] bit.ly
[33] com.br
[27] rumble.com
[26] nytimes.com

Top Domains in Tweet in G1:
[123] twitter.com
[20] theguardian.com
[16] informazione.it
[15] com.br
[15] co.uk
[9] cnn.com
[8] msn.com
[7] nytimes.com
[6] yahoo.com
[5] bloomberg.com

Top Domains in Tweet in G2:
[8] cnn.com
[2] actblue.com
[2] msn.com
[1] twitter.com
[1] dpo.st
[1] denverpost.com
[1] wapo.st
[1] thedailybeast.com
[1] theguardian.com
[1] npr.org

Top Domains in Tweet in G3:
[5] justthenews.com
[5] newsweek.com
[4] trib.al
[3] nbcnews.com
[3] outremers360.com
[2] msnbc.com
[2] nbcnews.to
[2] researchprofessionalnews.com
[2] infowars.com

Top Domains in Tweet in G4:
[9] trib.al
[4] twitter.com
[3] rawstory.com
[3] cdc.gov
[2] msnbc.com
[2] unicef.org
[2] blogspot.com
[2] theintercept.com
[2] medrxiv.org
[2] fda.gov

Top Domains in Tweet in G5:
[7] co.uk
[2] crowdjustice.com
[1] gov.uk
[1] parliament.uk
[1] orthodoxreflections.com
[1] iss.it
[1] org.uk
[1] togetherdelcaration.org
[1] twitter.com

Top Domains in Tweet in G6:
[17] trib.al
[9] thedailybeast.com
[6] nyti.ms
[4] co.uk
[3] nytimes.com
[3] theguardian.com
[2] wapo.st
[2] washingtonpost.com
[1] thewire.in
[1] cnbc.com

Top Domains in Tweet in G7:
[3] co.uk
[2] nytimes.com
[2] longcovidkids.org
[2] bmj.com
[1] newscientist.com
[1] autismeye.com
[1] bbc.com
[1] fatherly.com
[1] org.uk
[1] theguardian.com

Top Domains in Tweet in G8:
[6] twitter.com
[2] theguardian.com
[2] co.uk
[1] politi.co
[1] denverpost.com
[1] cnn.com
[1] go.com
[1] theintellectualist.com
[1] elsevierhealth.com
[1] people.com

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

Top Domains in Tweet in G10:
[5] theguardian.com
[5] timesofisrael.com
[3] co.uk
[3] twitter.com
[1] publichealthontario.ca
[1] independentsage.org
[1] aap.org
[1] ac.uk
[1] businessinsider.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[217] covid19
[206] covid
[107] covid_19
[28] coronavirus
[20] getvaccinated
[20] 44453
[19] vaccine
[17] gujaratfornyay
[15] germanynoprofitonpandemic
[14] venezuela



Top Hashtags in Tweet in G1:
[34] covid
[27] covid19
[12] covid_19
[9] coronavirus
[8] whatshappeninginmyanmar
[7] smartnews
[7] crimesagainsthumanity
[6] news
[5] vaccine
[4] protecttheprotectors

Top Hashtags in Tweet in G2:
[2] wearamask
[2] doublevaccinated
[2] covid
[1] wato
[1] brexitdisaster

Top Hashtags in Tweet in G3:
[13] covid19
[3] nouvellecalédonie
[2] reiders

Top Hashtags in Tweet in G4:
[4] covid
[4] atl
[3] flapol
[3] deathsantis
[3] covid_19
[3] covid19
[3] cdc
[2] gantgaw
[2] kale
[2] whatshappeninginmyanmar

Top Hashtags in Tweet in G5:
[3] pmqs
[2] covid_19
[2] covid
[2] righttohealth
[2] afairshot
[2] vaccinepassports
[2] novaccinepassports
[1] excludedunity
[1] ukpolitics
[1] kayburley

Top Hashtags in Tweet in G6:
[3] metgala
[2] vaccine
[2] covid
[2] icymi
[1] vaccination
[1] covid19uk
[1] sewage
[1] nhs
[1] ni
[1] scummedia

Top Hashtags in Tweet in G7:
[1] whatrdsdo
[1] healthandsafety
[1] covidisairborne
[1] schools
[1] johnsonvariant
[1] coronavirus
[1] covid19
[1] sarscov2
[1] wales
[1] cymru

Top Hashtags in Tweet in G8:
[3] covid19
[1] londonofficemarket
[1] officemarket
[1] covidiots
[1] deltavariant
[1] covid
[1] getvaccinated
[1] getvaccinatednow
[1] wearadamnmask

Top Hashtags in Tweet in G10:
[10] pmqs
[4] covid19
[2] nhs
[2] covid
[1] kayburley
[1] ineffectivetool
[1] safeschools
[1] longcovid
[1] johnsonout
[1] toriesout

Top Words
Top Words in Tweet in Entire Graph:
[8306] covid
[2553] 19
[964] vaccine
[742] people
[599] died
[503] vaccinated
[474] more
[458] cases
[381] one
[376] children

Top Words in Tweet in G1:
[965] covid
[337] 19
[85] vaccine
[74] people
[50] cases
[45] one
[43] vaccinated
[42] more
[36] 2021
[34] health

Top Words in Tweet in G2:
[115] covid
[51] kylegriffin1
[42] died
[38] employees
[36] breaking
[34] vaccinated
[34] occupydemocrats
[32] unvaccinated
[31] republican
[30] against

Top Words in Tweet in G3:
[144] died
[142] children
[128] covid
[71] 11
[71] shot
[71] chicago
[71] weekend
[71] zero
[71] media
[71] coverage

Top Words in Tweet in G4:
[122] covid
[55] 19
[23] died
[22] vaccinated
[17] vaccine
[16] msnbc
[16] health
[16] cdcgov
[15] well
[15] anti

Top Words in Tweet in G5:
[105] covid
[39] 19
[35] people
[28] many
[27] thing
[25] nototyrannynow
[25] worst
[25] cruelty
[25] brought
[25] once

Top Words in Tweet in G6:
[74] covid
[38] 19
[24] nytimes
[21] washingtonpost
[20] top
[17] vaccine
[17] people
[15] putin
[14] agency
[13] thedailybeast

Top Words in Tweet in G7:
[55] covid
[52] six
[28] hospital
[28] weeks
[28] work
[26] months
[26] including
[26] ventilator
[26] huge
[26] amount

Top Words in Tweet in G8:
[92] covid
[33] vaccine
[31] nickiminaj
[29] tucker
[25] carlson
[22] anti
[20] rvawonk
[19] died
[19] people
[19] more

Top Words in Tweet in G9:
[94] covid
[82] waiting
[82] take
[82] mask
[81] jenniemandu1_
[12] venues
[12] checking
[12] pass
[11] ladbible

Top Words in Tweet in G10:
[53] covid
[24] chrischirp
[22] nhs
[19] catch
[19] plan
[19] cases
[19] mask
[15] government
[13] health
[11] already

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2490] covid,19
[373] died,covid
[198] contra,covid
[193] 19,vaccine
[188] covid,vaccine
[145] covid,cases
[116] against,covid
[94] due,covid
[91] covid,deaths
[87] children,died

Top Word Pairs in Tweet in G1:
[331] covid,19
[27] covid,vaccine
[24] 19,vaccine
[23] contra,covid
[18] covid,cases
[16] covid,test
[16] died,covid
[14] against,covid
[10] anti,covid
[10] due,covid

Top Word Pairs in Tweet in G2:
[31] occupydemocrats,breaking
[29] cities,counties
[28] republican,governor
[22] fine,cities
[22] counties,require
[22] require,employees
[22] employees,vaccinated
[22] vaccinated,against
[20] florida's,republican
[20] governor,fine

Top Word Pairs in Tweet in G3:
[73] died,covid
[71] 11,children
[71] children,shot
[71] shot,chicago
[71] chicago,weekend
[71] weekend,died
[71] died,zero
[71] zero,children
[71] children,died
[71] covid,media

Top Word Pairs in Tweet in G4:
[55] covid,19
[22] died,covid
[12] veronica,wolski
[12] wolski,woman
[12] woman,became
[12] became,well
[12] well,known
[12] known,online
[12] online,anti
[12] anti,mask

Top Word Pairs in Tweet in G5:
[39] covid,19
[25] worst,thing
[25] thing,covid
[25] 19,cruelty
[25] cruelty,brought
[25] brought,many
[25] many,people
[25] people,once
[25] once,thought
[24] nototyrannynow,worst

Top Word Pairs in Tweet in G6:
[38] covid,19
[11] unvaccinated,people
[10] vladimir,putin
[10] india's,top
[9] top,science
[9] science,agency
[9] agency,tailored
[9] findings,fit
[9] greece,introduced
[9] introduced,measures

Top Word Pairs in Tweet in G7:
[26] six,months
[26] months,hospital
[26] hospital,including
[26] including,six
[26] six,weeks
[26] weeks,ventilator
[26] ventilator,huge
[26] huge,amount
[26] amount,hard
[26] hard,work

Top Word Pairs in Tweet in G8:
[25] tucker,carlson
[15] covid,19
[14] died,covid
[12] covid,vaccines
[11] carlson,telling
[11] telling,audience
[11] audience,covid
[11] vaccines,mixed
[11] mixed,picture
[11] picture,tucker

Top Word Pairs in Tweet in G9:
[82] covid,waiting
[82] waiting,take
[82] take,mask
[81] jenniemandu1_,covid
[12] venues,checking
[12] checking,covid
[12] covid,pass
[11] ladbible,venues

Top Word Pairs in Tweet in G10:
[11] health,secretary
[9] tory,backbenches
[9] backbenches,#pmqs
[9] #pmqs,mask
[9] mask,sight
[9] sight,ok
[9] ok,health
[9] secretary,catch
[8] government,plan
[8] plan,unsustainable

Top Replied-To
Top Replied-To in Entire Graph:
@nickiminaj
@govrondesantis
@kasie
@foxnews
@ronfilipkowski
@danbloom1
@drericding
@realchasegeiser
@joncoopertweets
@disclosetv

Top Replied-To in G2:
@kylegriffin1
@rpsagainsttrump
@occupydemocrats
@blairbigham

Top Replied-To in G3:
@joyannreid
@nbcnews
@donchesterf
@mertzy_

Top Replied-To in G4:
@ap
@selenagomez
@drericding
@realronmexico99

Top Replied-To in G5:
@juliahb1
@talkradio
@cbscot72
@peston
@conservatives
@lottikenith
@steven_swinford
@uvuume
@10downingstreet
@colingaffney3

Top Replied-To in G6:
@bbcnews
@blm2020blm
@adamboultonsky
@mikekwiatek
@nytimes
@chrischirp
@j_santino13
@joelbruce44
@thejeremyvine
@thetonitonic

Top Replied-To in G7:
@robertosanpier1
@aprilmay001
@tigressellie
@m1k3yscc
@lynes_george
@hoppysaul
@karamballes
@tesssummers98
@riffmandale
@rabbitleader230

Top Replied-To in G8:
@nickiminaj
@putrid_fruit
@kavid
@lilbaddiekaay
@bader_diedrich
@brycecovert
@rdy2snapback
@myvlogjourney
@roseros43253055
@donovanwilde

Top Replied-To in G10:
@danbloom1
@haggis_uk
@khumphs68
@countrymileshow
@andrew72350557
@alitwy

Top Mentioned
Top Mentioned in Entire Graph:
@jenniemandu1_
@andrewpollackfl
@trixieaaang
@kylegriffin1
@cnn
@sukunabikona7
@joncoopertweets
@occupydemocrats
@cheldiokno
@oliverdarcy

Top Mentioned in G1:
@martinallo4
@nssoaxaca
@agateytenicarao
@cidermeal
@allsteeve
@adrian_h
@camilosalinasof
@piyakhanna
@ironzomryan
@pearlf

Top Mentioned in G2:
@kylegriffin1
@occupydemocrats
@blairbigham
@therickwilson
@kurteichenwald
@truefactsstated
@lizgoingon
@rpsagainsttrump
@teapainusa
@harryslaststand

Top Mentioned in G3:
@andrewpollackfl
@nbcnews
@joyannreid
@jsolomonreports
@thereidout
@joerogan
@bosnerdley
@outremers360
@loreniski
@jimlongo63

Top Mentioned in G4:
@msnbc
@cdcgov
@drtomfrieden
@ap
@kristindonnelly
@who
@senschumer
@martinkulldorff
@deanobeidallah
@joebiden

Top Mentioned in G5:
@nototyrannynow
@sajidjavid
@borisjohnson
@juliahb1
@talkradio
@allisonpearson
@cricketwyvern
@stevebakerhw
@iromg
@danwootton

Top Mentioned in G6:
@nytimes
@washingtonpost
@thedailybeast
@karan_singhs
@bbcnews
@guardian
@dailymailuk
@ranaayyub
@dleonhardt
@adrianrp62

Top Mentioned in G7:
@felicityhannah
@safeedforall_uk
@hivetosurvive
@dmodoscutter
@tigressellie
@mrjamesob
@lbc
@goodlawproject
@jujuliagrace
@sandyboots2020

Top Mentioned in G8:
@nickiminaj
@rvawonk
@jeremynewberger
@brycecovert
@uche_blackstock
@smirkingchimp
@whatrosasaid
@tizzyent
@stevenc63325581
@roberthurley

Top Mentioned in G9:
@jenniemandu1_
@ladbible

Top Mentioned in G10:
@chrischirp
@haggis_uk
@carolinelucas
@beany_1
@fascinatorfun
@ukcovid19stats
@devisridhar
@mikegalsworthy
@jgs_x
@jacoganjr

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@la_patilla
@ja8yum
@infoitinterno
@tomthunkitsmind
@mrdjones
@knewz_currently
@threadreaderapp
@detikcom
@berkleybearnews

Top Tweeters in G1:
@la_patilla
@infoitinterno
@knewz_currently
@berkleybearnews
@portaldiarioar
@jcc_news
@vivacoid
@crweworld
@billm9
@kleeblatt1977

Top Tweeters in G2:
@castonchris
@syahidarzzz
@kskm3
@therickwilson
@teawithray
@iridescentashes
@janeway12004
@helnfitz
@jamijturner
@lisaokc

Top Tweeters in G3:
@viralvideovlogs
@mscontrariansci
@saveaslave
@akelagris
@raeganlady
@nbcnews
@hapkidogal
@theshugmovement
@dandassow
@bosnerdley

Top Tweeters in G4:
@britpoptarts
@wadakashiho
@katalin_pota
@bulldoghill
@carolk47
@amaliada
@latimes
@ap
@ft
@heatherj750

Top Tweeters in G5:
@gormogons
@telegraph
@mailonline
@iromg
@darth_mommie
@tvkev
@nicky_zwan
@jemloire
@clarkemicah
@secretspartacus

Top Tweeters in G6:
@_redfrog
@guardian
@bbcnews
@nytimes
@kane007
@washingtonpost
@thedailybeast
@dailymailuk
@tejida
@harshva44829186

Top Tweeters in G7:
@sallyrmelb
@loraanem
@philmorandi
@laizydaizey
@david96212152
@richredvoices
@rickwrightnow
@sweetie_tweeter
@happy2bnana
@daisydewdrop18

Top Tweeters in G8:
@ethomas3915
@standardnews
@meadllar
@resist__fascist
@sandibachom
@thisisalogin
@jjstageface
@laineytavor
@sugamommaof7
@jeremynewberger

Top Tweeters in G9:
@peariepiee
@iamyelex
@lilbaejigsaw
@ihonestlyfucked
@caroledee
@tchpp_p
@itsbunotbo
@vvancerry
@155cmofdone
@pluviophile_g

Top Tweeters in G10:
@miss_placed_
@businessinsider
@tartancobweb
@jorichardskent
@parsifel43
@henriklubo
@fascinatorfun
@harding_keith
@pwsimerimiaw
@pantherwild