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COVID_2023-01-16_01-30-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2023
Short Description:
COVID via NodeXL https://bit.ly/3w4XMov
@healthbyjames
@rbreich
@p_mcculloughmd
@jreinermd
@fridagomam1776
@justin_hart
@carolina_bonita
@leelasik
@stkirsch
@darlene39413041

Top hashtags:
#covid
#shingles
#covid19
#jornadadevacunación
#longcovid
#china
#pfizer

Description:
Description
The graph represents a network of 6,384 Twitter users whose recent tweets contained "COVID", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 09:34 UTC.

The tweets in the network were tweeted over the 1015-day, 7-hour, 48-minute period from Sunday, 05 April 2020 at 17:12 UTC to Monday, 16 January 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 6384
Unique Edges : 2790
Edges With Duplicates : 10702
Total Edges : 13492
Number of Edge Types : 9
Replies to : 1195
MentionsInReplyTo : 2330
Tweet : 1182
Retweet : 3991
MentionsInRetweet : 4358
Mentions : 274
Quote : 107
MentionsInQuote : 32
MentionsInQuoteReply : 23
Self-Loops : 1397
Reciprocated Vertex Pair Ratio : 0.0233054074638233
Reciprocated Edge Ratio : 0.0455492706162548
Connected Components : 1006
Single-Vertex Connected Components : 230
Maximum Vertices in a Connected Component : 3262
Maximum Edges in a Connected Component : 7914
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 7.309134
Graph Density : 0.000164862650123664
Modularity : 0.505892
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,384 Twitter users whose recent tweets contained "COVID", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 09:34 UTC.

The tweets in the network were tweeted over the 1015-day, 7-hour, 48-minute period from Sunday, 05 April 2020 at 17:12 UTC to Monday, 16 January 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[63] https://www.vice.com/en/article/v7vjx8/almost-twice-as-many-republicans-died-from-covid-before-the-midterms-than-democrats
[36] https://twitter.com/RhodeToLove/status/1614636769428836356/photo/1
[31] https://twitter.com/alexandrosM/status/1614292007463313411/video/1
[25] https://twitter.com/JReinerMD/status/1614334021982621696/photo/1
[18] https://twitter.com/farisbaderr/status/1614677355422748677/photo/1
[16] https://www.smh.com.au/national/we-re-all-vulnerable-one-in-10-people-will-end-up-with-long-covid-new-study-says-20230115-p5ccn5.html
[13] https://twitter.com/TheChiefNerd/status/1613940759996293121/video/1
[11] https://www.reuters.com/business/healthcare-pharmaceuticals/us-says-pfizers-bivalent-covid-shot-may-be-linked-stroke-older-adults-2023-01-13/
[10] https://childrenshealthdefense.org/defender/covid-vaccines-shingles-reactivation-cola/
[8] https://childrenshealthdefense.org/press-release/breaking-chd-defeats-ny-state-healthcare-workers-covid-mandate/

Top URLs in Tweet in G1:
[7] https://justthenews.com/politics-policy/coronavirus/covid-expert-warns-hospitals-may-be-overcounting-coronavirus-deaths?utm_medium=social_media&utm_source=twitter_social_icon&utm_campaign=social_icons
[5] https://twitter.com/healthbyjames/status/1614763061746798593/photo/1
[4] https://www.rsbnetwork.com/news/win-pentagon-officially-nixes-covid-vax-mandate-for-u-s-troops/
[3] https://twitter.com/LawsofLORE/status/1555698184445636608/video/1
[2] https://www.zerohedge.com/covid-19/former-employees-sue-espn-after-being-fired-covid-vaccine-refusal
[2] https://twitter.com/healthbyjames/status/1614328155510296578/video/1
[2] https://www.reuters.com/business/healthcare-pharmaceuticals/us-says-pfizers-bivalent-covid-shot-may-be-linked-stroke-older-adults-2023-01-13/
[2] https://maximumtruth.substack.com/p/deep-dive-covid-myths
[2] https://twitter.com/Purgato30507553/status/1614772544237600768/photo/1
[2] https://www.vice.com/en/article/v7vjx8/almost-twice-as-many-republicans-died-from-covid-before-the-midterms-than-democrats

Top URLs in Tweet in G2:
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41579-022-00846-2
[3] http://www.nature.com/articles/s41579-022-00846-2
[2] https://twitter.com/RBReich/status/1614680818118533120
[2] https://twitter.com/NatureRevMicro/status/1614047207640162304/photo/1
[1] https://www.nytimes.com/2023/01/14/world/asia/china-60000-covid-deaths.html?unlocked_article_code=AAAAAAAAAAAAAAAACEIPuonUktbfqIhkSVUaBybKWsIjolqPnvnGh7c8h3n3aXbNEW4aiu8SHYmMvkvAbLZjfJ0zwzGfDpdnAYMYecZTnKVZLlA_DE6huIeFk5AIZHk-84jvBjNompzAUep9rGTkNyyzJromgbbl50ncbzLpXa3e2WYzZ1ow-esTflGv0HYJz6fPA7Q1joE4haF9c8g8ETQQZyCKve3qCwF9PLiEbhLe6Qo0XoJJSG2Z3I7cu_9bLlIkWR-RR2h_4G099NpfJNgcWa_8JBcgc8P46q4D34FLAq9Tkg-x-04bq7MbZw&smid=nytcore-ios-share&referringSource=articleShare
[1] https://twitter.com/erictopol/status/1613965639609372673
[1] https://www.nationalnewswatch.com/2023/01/14/smith-says-she-urged-minister-to-consider-whether-covid-prosecutions-could-succeed-2/#.Y8Qe-iezwRp.twitter
[1] https://twitter.com/a_picazo/status/1588305150229499904/photo/1
[1] https://www.reuters.com/world/china/china-covid-deaths-accelerate-9000-day-uk-research-firm-airfinity-2022-12-29/
[1] https://www.nature.com/articles/doi:10.1038/s41579-022-00846-2.epdf?sharing_token=8Twn-VkHmRIP57Q3qrEcBNRgN0jAjWel9jnR3ZoTv0O_Zy0vG793yE8qKjwjatmhGRZRA81zWbiN9rkDkD6aINENcptPUiAZAsJpzahkiLWHz9XWaq2vnMK86N9ebxlqkinzI2fO5dBkWxCNAXBrOqUrl7Rq0MlHELfbmbRv-Nc%3D

Top URLs in Tweet in G3:
[5] https://twitter.com/healthbyjames/status/1614693918767214592/photo/1
[4] https://childrenshealthdefense.org/defender/covid-vaccines-shingles-reactivation-cola/
[2] https://www.zerohedge.com/covid-19/deadline-passes-pfizer-submit-results-post-vaccination-heart-inflammation-study-us
[2] https://www.b1tly4n3s.com/salud/nos-protegen-las-vacunas-frente-a-las-nuevas-variantes-del-covid-19/
[2] https://www.coreysdigs.com/health-science/covid-19-resources-medical-legal-forms-jobs-other-critical-information/
[1] https://www.washingtonpost.com/health/2023/01/13/pfizer-covid-vaccine-safety/
[1] https://twitter.com/johnrich/status/1614676206653251584
[1] https://twitter.com/i/web/status/1614768456968331264
[1] https://twitter.com/alexandrosM/status/1614292007463313411/video/1
[1] https://twitter.com/catturd2/status/1614768456968331264

Top URLs in Tweet in G4:
[4] https://twitter.com/nam_nam_nan/status/1451140873895383046/photo/1
[4] https://twitter.com/perezdesevilla/status/1614789210896236545/photo/1
[4] https://twitter.com/Starboi4lifexx2/status/1546998633706491904/photo/1
[4] https://dreddymd.com/2021/07/01/report-majority-now-dying-with-covid-are-vaccinated/
[2] http://www.rui.jp/ruinet.html?i=200&c=600&t=6&k=0&m=368282&g=121102
[2] http://www.rui.jp/ruinet.html?i=200&c=400&m=368952&g=220102
[2] https://twitter.com/o_yasu88/status/1419971888374161409/photo/1
[2] https://www.theguardian.com/commentisfree/2023/jan/15/britain-excess-death-rate-covid-nhs-cost-of-living
[2] https://www.lootpress.com/cdc-says-possible-safety-concerns-on-covid-vaccines-still-recommends-shots/
[2] https://yesafricabiz.com/42-covid-19-infections-recorded-fg-rules-out-restrictions/

Top URLs in Tweet in G5:
[3] https://twitter.com/greg_travis/status/1614311838447198209/photo/1
[2] https://twitter.com/DrEricDing/status/1614393262961299457/photo/1
[2] https://twitter.com/greg_travis/status/1614311847947112448/photo/1
[2] https://twitter.com/0bj3ctivity/status/1614510716639141888
[2] https://www.newshub.co.nz/home/new-zealand/2023/01/covid-19-ministry-of-health-reports-19-179-new-community-cases-57-virus-related-deaths-333-people-in-hospital-8-in-icu.html?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.washingtonpost.com/health/2023/01/12/covid-winter-surge/
[1] https://twitter.com/DrEricDing/status/1613944007138189313/photo/1
[1] https://twitter.com/drericding/status/1613944007138189313
[1] https://www.axios.com/2022/12/16/the-missing-workers-who-are-never-coming-back
[1] https://twitter.com/DrEricDing/status/1526700589660393473/photo/1

Top URLs in Tweet in G6:
[3] https://twitter.com/stkirsch/status/1614686443447910401
[3] https://twitter.com/Covid_Vax_/status/1614788112760344579/photo/1
[2] https://twitter.com/Doctor_Eric_B/status/1614752884217757699/photo/1
[2] https://twitter.com/eekymom/status/1535933158457319431/photo/1
[2] https://www.dailymail.co.uk/news/article-11636125/Doctor-whos-CNN-WaPo-medical-expert-admits-number-COVID-deaths-OVERCOUNTED.html
[2] https://grandgazette.net/county-coroner-takes-inaccurate-covid-death-reporting-to-governor/
[2] https://www.audacy.com/kmox/news/local/coroner-claims-illinois-covid-death-totals-are-inaccurate
[2] https://www.kgw.com/article/news/investigations/questions-over-the-accuracy-of-how-the-state-tracks-covid-deaths/283-0b1b7b6c-695e-4313-92cf-a4cfd7510721
[2] https://nakedemperor.substack.com/p/insider-reveals-truth-about-covid?utm_source=substack&publication_id=602373&post_id=96870319&utm_medium=email&utm_content=share&triggerShare=true&isFreemail=true
[1] https://twitter.com/stkirsch/status/1614758260992782338?s=20&t=R6DML8jSvLfp_0JAEqbwQA

Top URLs in Tweet in G7:
[6] https://childrenshealthdefense.org/press-release/breaking-chd-defeats-ny-state-healthcare-workers-covid-mandate/
[2] https://childrenshealthdefense.org/defender/anthony-fauci-hid-covid-pandemic-facts/
[2] https://www.washingtonpost.com/health/2023/01/13/pfizer-covid-vaccine-safety/
[2] https://twitter.com/Rasmussen_Poll/status/1614697874704457729/photo/1
[2] https://www.predictwise.com/team
[2] https://www.abc.net.au/news/health/2022-12-02/covid-immune-system-infection-virus-rsv-cold-flu-respiratory/101716360
[1] https://boersenwolf.blogspot.com/2022/08/supreme-court-urteil-bestatigt-covid.html
[1] https://childrenshealthdefense.org/defender/covid-vaccines-shingles-reactivation-cola/
[1] https://t.me/claudiatome
[1] https://t.me/mel_gibsonchannel/2153

Top URLs in Tweet in G8:
[24] https://twitter.com/JReinerMD/status/1614334021982621696/photo/1
[19] https://www.vice.com/en/article/v7vjx8/almost-twice-as-many-republicans-died-from-covid-before-the-midterms-than-democrats
[2] https://twitter.com/JReinerMD/status/1614603951336218625/photo/1
[2] https://twitter.com/repmtg/status/1614554670772412419
[1] https://twitter.com/Fernand46357857/status/1614471949152829441/photo/1
[1] https://twitter.com/SarahHuckabee/status/1614009624411217922
[1] http://jamanetwork.com/journals/jama/
[1] https://www.washingtonpost.com/opinions/2023/01/13/covid-pandemic-deaths-hospitalizations-overcounting/
[1] https://twitter.com/JPWeiland/status/1614704807188496384/photo/1
[1] https://www.bmj.com/content/378/bmj-2022-071416

Top URLs in Tweet in G9:
[2] https://petermcculloughmd.substack.com/p/covid-19-vaccine-side-effects-i-cant?r=14jb45&utm_medium=ios&utm_campaign=post
[2] https://www.reuters.com/business/healthcare-pharmaceuticals/us-says-pfizers-bivalent-covid-shot-may-be-linked-stroke-older-adults-2023-01-13/
[2] https://www.imolaoggi.it/2023/01/15/fauci-vaccini-diretti-alle-mucose-contro-covid-e-influenza/
[2] https://rumble.com/v24ysys--bombshell-new-foia-documents-reveal-the-covid-pandemic-was-a-dod-operation.html
[1] https://twitter.com/DrAseemMalhotra/status/1613837487796850688/video/1
[1] https://twitter.com/DrAseemMalhotra/status/1614555917437075456/video/1
[1] https://twitter.com/foxnews/status/1613992864718913536
[1] https://twitter.com/SenRonJohnson/status/1614301616764780544/video/1
[1] https://twitter.com/EpochTimes/status/1613239648049926144
[1] https://twitter.com/JohnSotthaltz/status/1614765479880527873/photo/1

Top URLs in Tweet in G10:
[5] https://www.verifythis.com/article/news/verify/coronavirus-verify/no-the-national-institutes-of-health-didnt-approve-ivermectin-as-a-covid-19-treatment-fact-check/536-141ec9bf-7b1e-422d-8a19-155ff75b8f58
[3] https://www.usatoday.com/story/news/factcheck/2022/09/14/fact-check-nih-recommends-against-ivermectin-as-covid-19-treatment/8039630001/
[2] https://note.com/akaihiguma/n/ne2a33a8e97ef
[1] https://twitter.com/DrEliDavid/status/1612152980849176579/photo/1
[1] https://twitter.com/DrEliDavid/status/1613266433995321344/photo/1
[1] https://www.jpost.com/diaspora/article-728591
[1] https://twitter.com/KLVeritas/status/1614667791025553409/photo/1
[1] https://twitter.com/Rpshahmemorial1/status/1613907857757593602/photo/1
[1] https://twitter.com/goddeketal/status/1613619120313962498/photo/1
[1] https://twitter.com/EricTopol/status/1397932292329275395

Top Domains
Top Domains in Tweet in Entire Graph:
[974] twitter.com
[63] vice.com
[35] childrenshealthdefense.org
[31] substack.com
[24] com.au
[23] theepochtimes.com
[22] youtube.com
[20] co.uk
[15] reuters.com
[14] com.br

Top Domains in Tweet in G1:
[55] twitter.com
[7] justthenews.com
[6] substack.com
[4] zerohedge.com
[4] rsbnetwork.com
[2] reuters.com
[2] vice.com
[2] globalnews.ca
[1] co.uk
[1] cbsaustin.com

Top Domains in Tweet in G2:
[8] twitter.com
[7] nature.com
[1] nytimes.com
[1] nationalnewswatch.com
[1] reuters.com

Top Domains in Tweet in G3:
[13] twitter.com
[4] childrenshealthdefense.org
[2] zerohedge.com
[2] b1tly4n3s.com
[2] coreysdigs.com
[1] washingtonpost.com
[1] dailysignal.com
[1] libertytree.com
[1] pbs.org

Top Domains in Tweet in G4:
[70] twitter.com
[7] rui.jp
[5] theguardian.com
[4] dreddymd.com
[4] gnews.org
[3] com.br
[2] msn.com
[2] amazon.com
[2] childrenshealthdefense.org
[2] co.uk

Top Domains in Tweet in G5:
[33] twitter.com
[2] axios.com
[2] nature.com
[2] com.au
[2] co.nz
[1] washingtonpost.com
[1] news-medical.net
[1] levernews.com
[1] fortune.com
[1] healthline.com

Top Domains in Tweet in G6:
[21] twitter.com
[6] substack.com
[2] co.uk
[2] grandgazette.net
[2] audacy.com
[2] kgw.com
[1] snopes.com
[1] theblaze.com
[1] nature.com
[1] cdc.gov

Top Domains in Tweet in G7:
[16] childrenshealthdefense.org
[12] twitter.com
[3] predictwise.com
[2] t.me
[2] washingtonpost.com
[2] net.au
[1] blogspot.com
[1] redvoicemedia.com
[1] physiciansforinformedconsent.org
[1] theepochtimes.com

Top Domains in Tweet in G8:
[38] twitter.com
[19] vice.com
[1] jamanetwork.com
[1] washingtonpost.com
[1] bmj.com
[1] cdc.gov
[1] scientificamerican.com

Top Domains in Tweet in G9:
[20] twitter.com
[5] substack.com
[4] rumble.com
[2] theepochtimes.com
[2] reuters.com
[2] imolaoggi.it
[1] redvoicemedia.com
[1] regulations.gov
[1] zerohedge.com
[1] trialsitenews.com

Top Domains in Tweet in G10:
[19] twitter.com
[6] verifythis.com
[3] usatoday.com
[2] justthenews.com
[2] note.com
[1] jpost.com
[1] armedforces.press
[1] europeanconservative.com
[1] dunapress.com
[1] antiwar.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[140] covid
[53] shingles
[48] covid19
[46] jornadadevacunación
[26] longcovid
[19] china
[16] pfizer
[11] covidisntover
[11] cdc
[10] courageousdiscourse



Top Hashtags in Tweet in G1:
[2] realnotrare
[2] pfizer
[2] moderna
[2] covidvaccine
[2] speakup
[2] arrestfauci
[1] shingles
[1] diedsuddenly
[1] fauciliedmillionsdied
[1] fauci

Top Hashtags in Tweet in G2:
[3] longcovid
[2] rwnutjobs
[1] covid
[1] cdnpoli
[1] calgary
[1] christianhate
[1] yyc

Top Hashtags in Tweet in G3:
[1] shingles
[1] stoptheshots

Top Hashtags in Tweet in G4:
[9] covid
[3] china
[3] covid19
[2] us
[2] auspol
[2] covidisnotover
[2] maskup
[2] report
[2] world
[2] vaccinated

Top Hashtags in Tweet in G5:
[65] covid
[10] covid19
[7] longcovid
[2] covidisnotover
[2] ventilation
[2] theatre
[2] bringbackmasks
[2] covidisairborne
[1] demvoice1
[1] onev1

Top Hashtags in Tweet in G6:
[4] agenda2030
[4] cdc
[2] covidvaccines
[2] healthcare
[2] covid
[2] pandemic
[2] privatization
[1] arnm
[1] mrna
[1] nz

Top Hashtags in Tweet in G7:
[49] shingles
[4] covid19
[3] china
[2] thedefender
[1] exxonknew
[1] picphysicians
[1] vaccinemandates
[1] trustthescience

Top Hashtags in Tweet in G8:
[1] covid

Top Hashtags in Tweet in G9:
[9] courageousdiscourse
[2] covid19
[1] courageousdiscourrse
[1] vaccinedeath
[1] suddendeath
[1] diedsuddendly
[1] fauciliedmillionsdied
[1] shingles
[1] chatgpt

Top Hashtags in Tweet in G10:
[6] covidisntover
[2] note
[1] covid
[1] covid19
[1] longcovid

Top Words
Top Words in Tweet in Entire Graph:
[5361] covid
[1490] vaccine
[1078] 19
[573] over
[552] healthbyjames
[533] people
[529] more
[431] vaccines
[395] last
[332] vaccinated

Top Words in Tweet in G1:
[640] covid
[469] healthbyjames
[281] vaccine
[203] 19
[107] over
[96] vaccinated
[94] 30
[90] back
[84] severe
[71] fully

Top Words in Tweet in G2:
[522] vaccine
[303] covid
[266] over
[264] rbreich
[259] make
[258] last
[258] meanwhile
[258] costs
[258] planning
[258] 130

Top Words in Tweet in G3:
[278] covid
[111] catturd2
[109] vaccinated
[100] don
[99] really
[98] hell
[98] stay
[98] winter
[98] vaccine
[98] away

Top Words in Tweet in G4:
[217] covid
[60] 19
[17] one
[16] people
[13] deaths
[11] more
[11] long
[11] vaccines
[11] against
[10] virus

Top Words in Tweet in G5:
[203] covid
[69] drericding
[65] #covid
[57] million
[49] died
[35] federal
[34] people
[33] reserve
[32] half
[32] working

Top Words in Tweet in G6:
[168] covid
[98] stkirsch
[67] vaccine
[56] medical
[49] pre
[48] removed
[48] mention
[48] government
[48] directed
[48] zealand

Top Words in Tweet in G7:
[166] covid
[99] vaccines
[78] 19
[56] childrenshd
[52] against
[50] persistent
[50] immune
[49] reactivation
[49] #shingles
[49] multiple

Top Words in Tweet in G8:
[140] covid
[85] jreinermd
[60] data
[58] fetal
[58] demise
[54] increased
[54] vaccination
[54] thanks
[53] congresswoman
[53] question

Top Words in Tweet in G9:
[98] covid
[63] vaccine
[41] 19
[40] draseemmalhotra
[38] vaccines
[38] cardiologist
[37] mrna
[35] p_mcculloughmd
[32] deaths
[32] excess

Top Words in Tweet in G10:
[114] covid
[32] drelidavid
[29] cdc
[27] between
[27] link
[25] fda
[25] investigated
[24] found
[22] investigation
[22] booster

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1047] covid,19
[685] covid,vaccine
[294] over,last
[287] 130,covid
[284] vaccine,vaccine
[281] costs,85
[281] moderna,planning
[281] vaccine,costs
[281] charge,130
[281] 85,make

Top Word Pairs in Tweet in G1:
[203] covid,19
[142] covid,vaccine
[70] fully,vaccinated
[61] 19,vaccine
[59] vaccine,supposed
[59] caught,covid
[59] vaccinated,covid
[58] 21,fully
[58] bridges,21
[58] anyway,vaccine

Top Word Pairs in Tweet in G2:
[261] covid,vaccine
[258] 130,covid
[258] vaccine,costs
[258] make,meanwhile
[258] charge,130
[258] planning,charge
[258] over,last
[258] costs,85
[258] 85,make
[258] meanwhile,over

Top Word Pairs in Tweet in G3:
[98] winter,therefore
[98] stay,hell
[98] don,covid
[98] going,stay
[98] covid,winter
[98] hell,away
[98] really,don
[98] therefore,going
[98] away,vaccinated
[97] catturd2,really

Top Word Pairs in Tweet in G4:
[59] covid,19
[7] long,covid
[6] covid,vaccines
[5] 42,covid
[5] covid,vaccine
[4] 19,infections
[4] データが十分にそろっていないcovidワクの接種は推奨できない,co
[4] covid,deaths
[4] fg,rules
[4] infections,recorded

Top Word Pairs in Tweet in G5:
[33] federal,reserve
[31] chair,jerome
[31] half,million
[31] million,working
[31] working,died
[31] died,#covid
[31] reserve,chair
[31] close,half
[31] #covid,federal
[31] god,close

Top Word Pairs in Tweet in G6:
[48] advice,directed
[48] medical,advice
[48] myocarditis,ignored
[48] ignored,medical
[48] mention,removed
[48] knew,myocarditis
[48] government,knew
[48] directed,mention
[48] zealand,government
[47] removed,pre

Top Word Pairs in Tweet in G7:
[78] covid,19
[52] 19,vaccines
[49] #shingles,reactivation
[49] reactivation,interfering
[49] multiple,studies
[49] persistent,#shingles
[49] vaccines,induce
[49] studies,suggest
[49] suggest,covid
[49] induce,persistent

Top Word Pairs in Tweet in G8:
[58] fetal,demise
[58] demise,covid
[54] covid,vaccination
[53] thanks,question
[53] jreinermd,thanks
[53] data,suggest
[53] suggest,increased
[53] increased,fetal
[53] question,congresswoman
[53] congresswoman,data

Top Word Pairs in Tweet in G9:
[37] covid,19
[30] breaking,bbc
[30] deaths,covid
[30] contributory,factor
[30] factor,excess
[30] excess,cardiovascular
[30] cardiologist,contributory
[30] mrna,vaccine
[30] news,cardiologist
[30] bbc,news

Top Word Pairs in Tweet in G10:
[27] link,between
[24] between,covid
[22] investigation,found
[22] covid,booster
[22] drelidavid,cdc
[22] stroke,reminds
[22] found,link
[22] investigated,bernie
[22] sec,investigated
[22] reminds,sec

Top Replied-To
Top Replied-To in Entire Graph:
@healthbyjames
@sinfulskin2
@timrunshismouth
@catturd2
@ericswalwell
@elonmusk
@jackposobiec
@realdjtrumpnews
@ronfilipkowski
@jamessurowiecki

Top Replied-To in G1:
@healthbyjames
@edstheman444
@beedubreeee
@classy_sassy_rn
@terasmi74725505
@hard_slxt
@curtishebert
@benni1028
@helencarroll4
@proudelephantus

Top Replied-To in G2:
@rbreich
@dukefathom
@cwtremo
@tommy_slick
@analass666
@superfann99

Top Replied-To in G3:
@catturd2
@rwmalonemd
@emeraldrobinson
@johnrich
@tinahumphries6
@michaelpool59
@artsy_justin
@crypto42075

Top Replied-To in G5:
@drericding
@coviddatareport
@lauramiers
@breenewsome
@waynemcdougall
@finnley47
@elisaperego78
@oldyesbutwise
@steve_madson
@evanescentall

Top Replied-To in G6:
@stkirsch
@ckduder
@jules4u11
@roymathers5
@jim_ohh
@miketop1
@doctor_eric_b
@mon4kooyong
@christineeasda1
@sidneycoles8

Top Replied-To in G7:
@gaztaz1
@robertkennedyjr
@childrenshd
@forgiatoblow47
@bontificate

Top Replied-To in G8:
@jreinermd
@repmtg
@fernand46357857
@manfrommarina
@hospital1
@indiagirl99
@natellj
@mag54702632
@roy_lesage
@elienyc

Top Replied-To in G9:
@p_mcculloughmd
@texaslindsay_
@brian_fleming
@irishvolf
@bull_wrighter
@nohj_85
@deliciouspodo
@shortsharpsh0ck
@epochtv
@draseemmalhotra

Top Replied-To in G10:
@drelidavid
@marcareats823
@oiwillbr
@fisheatburger
@rpshahmemorial1
@delarlena
@jessekellydc
@jakeshieldsajj
@nbreavington
@morrillonline

Top Mentioned
Top Mentioned in Entire Graph:
@healthbyjames
@rbreich
@stkirsch
@catturd2
@jreinermd
@abridgen
@drericding
@crampell
@momorodrig
@childrenshd

Top Mentioned in G1:
@healthbyjames
@jamesmelville
@curtishebert
@ignaziololo1
@jikkyleaks
@proudelephantus
@andrewlawton
@ufoundjennifer
@rsbnetwork
@emeraldrobinson

Top Mentioned in G2:
@rbreich
@erictopol
@michaelmina_lab
@healthbyjames
@ahandvanish
@lisaamccorkell
@naturerevmicro
@peterhotez
@texaschildrens
@rodkahx

Top Mentioned in G3:
@catturd2
@mattwallace888
@emeraldrobinson
@rwmalonemd
@healthbyjames
@tarabull808
@hrkbenowen
@dowdedward
@dilanosally1
@gaztaz1

Top Mentioned in G4:
@starboi4lifexx2
@tempestkeennyc
@mathisstillhope

Top Mentioned in G5:
@drericding
@lauramiers
@bankofengland
@greg_travis
@sleepyjim0
@0bj3ctivity
@elisaperego78
@coviddatareport
@ragesheen
@abbymachines

Top Mentioned in G6:
@stkirsch
@krassenstein
@healthbyjames
@doctor_eric_b
@atensnut
@mon4kooyong
@thelancet
@kirghisz
@catturd2
@naturallyftw

Top Mentioned in G7:
@childrenshd
@gaztaz1
@healthbyjames
@robertkennedyjr
@lilianazeladaru
@stkirsch
@picphysicians
@johnrackham82
@ljaway
@drmikehart

Top Mentioned in G8:
@jreinermd
@kurtbardella
@fernand46357857
@facesofcovid
@repmtg
@rbreich
@jpweiland
@elienyc
@healthbyjames
@jordanmroberts

Top Mentioned in G9:
@draseemmalhotra
@p_mcculloughmd
@senronjohnson
@cdcgov
@texaslindsay_
@epochtimes
@healthbyjames
@cernovich
@josephfraiman
@johnsotthaltz

Top Mentioned in G10:
@drelidavid
@klveritas
@goddeketal
@farid__jalali
@laralogan
@twittersupport
@rpshahmemorial1
@twitter
@thechiefnerd
@bambkb

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@republikaonline
@kanekos69
@eluniversal
@dpiloncita
@geoffrey_payne
@vtvcanal8
@httweets
@jjj5819
@repubblica

Top Tweeters in G1:
@docwashburn
@nausicalibre
@wavetossed
@trumplar
@le_parisien
@jadedbypolitics
@reneedahl5
@dhallnole
@quin4trump
@pal29b

Top Tweeters in G2:
@tottenbill
@sinemetuvivere
@kjmpalermo
@hi_iamaaron
@aulstrue
@jamijturner
@goon_donovan23
@x0x0_jack1e
@a_picazo
@3dancingmaidens

Top Tweeters in G3:
@ladydshops
@rmack2x
@woodward_roxie
@albertorodnews
@mfrancia98
@ohio_buckeye_us
@porcinettelouis
@hrkbenowen
@mksharma4269
@lolli55

Top Tweeters in G4:
@republikaonline
@stckpro
@cumhuriyetgzt
@baronianconsult
@pulso_mx
@danspena
@rcooley123
@pfanderson
@a3noticias
@orfonline

Top Tweeters in G5:
@kanekos69
@jjj5819
@kcolaizzo
@ranilyons
@joneshowdareyou
@grumpyyetamusin
@uni_uni222
@juanseapi
@g8trz4ever
@9newsaus

Top Tweeters in G6:
@dawnroseturner
@norejj
@epeterd916
@ronilj261
@carol_clovely4
@jo_kwanghee_07
@famdoc7
@cargillclerk
@ohioyallers
@yucatanall

Top Tweeters in G7:
@blueyes9445
@non_msm_news
@tumble_w33d
@trip_trip00
@chase_2100
@pamelakarnbach
@deskprotestor
@oregonmountains
@ezinger44
@deniselxn

Top Tweeters in G8:
@soaprookie
@marypcbuk
@sharonmwinner
@trishtra3
@malcolmnance
@moocowsue
@bosoxbruins
@aihusabiz
@starmediaguy
@hokiebrat

Top Tweeters in G9:
@joec1776
@bbcnews
@cyclejunkie88
@maryspes
@epochtimes
@donbeckbronzes
@tlavagabond
@cernovich
@montejano956
@espn

Top Tweeters in G10:
@abbavitch
@drhrose
@crrja5
@akahiguma
@kathy_pretti
@hawaiidelilah
@connconnection
@geldweb
@crispytongue
@klasniot


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