public health, Twitter, 2/4/2023 1:05:07 PM, 288510


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public health_2023-02-04_04-48-01.xlsx
public health_2023-02-04_04-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 04, 2023
Short Description:
public health via NodeXL https://bit.ly/3X0w4nT
@drjbhattacharya
@who
@ch4ntharekrsna
@zeynep
@mlgg2
@michaelsandstro
@ktho641521
@drandrewb
@chrisyphoto
@rachel_thomas46

Top hashtags:
#covid19
#ttc
#covid
#publichealth
#frostbitewarning
#mpox
#breaking
#who75

Description:
Description
The graph represents a network of 6,602 Twitter users whose recent tweets contained "public health", 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 12:52 UTC.

The tweets in the network were tweeted over the 1092-day, 5-hour, 47-minute period from Friday, 07 February 2020 at 19:12 UTC to Saturday, 04 February 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 : 6602
Unique Edges : 3768
Edges With Duplicates : 10235
Total Edges : 14003
Number of Edge Types : 9
Retweet : 3571
MentionsInRetweet : 4809
Tweet : 1000
MentionsInQuote : 136
Quote : 181
Replies to : 1260
MentionsInReplyTo : 2322
Mentions : 696
MentionsInQuoteReply : 28
Self-Loops : 1457
Reciprocated Vertex Pair Ratio : 0.0291828793774319
Reciprocated Edge Ratio : 0.056710775047259
Connected Components : 1221
Single-Vertex Connected Components : 379
Maximum Vertices in a Connected Component : 2907
Maximum Edges in a Connected Component : 7348
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 7.555647
Graph Density : 0.00016994111171042
Modularity : 0.538937
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 6,602 Twitter users whose recent tweets contained "public health", 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 12:52 UTC.

The tweets in the network were tweeted over the 1092-day, 5-hour, 47-minute period from Friday, 07 February 2020 at 19:12 UTC to Saturday, 04 February 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 : public health
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:
[21] https://www.politico.com/newsletters/politico-nightly/2023/02/02/the-public-health-emergency-is-ending-covid-isnt-00081008
[21] https://rumble.com/v27vr5k--huge-public-health-has-been-militarized-creating-kill-zones-for-depopulati.html
[19] https://www.mirror.co.uk/news/politics/union-boss-says-civil-servants-29111934?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[11] https://www.thenation.com/article/society/democrats-covid-emergency-ending/
[8] https://abcnews.go.com/Health/end-covid-19-emergencies-us-means/story?id=96789743&cid=social_twitter_abcn
[7] https://montreal.ctvnews.ca/quebec-public-health-recommends-booster-only-to-those-never-infected-with-covid-19-1.6257156
[7] https://www.canada.ca/
[6] https://twitter.com/_ppmv/status/1621513850586800131/photo/1
[6] https://twitter.com/zeynep/status/1621565175416426498
[6] https://www.statnews.com/2023/02/03/public-health-layoffs-and-tech-layoffs-a-world-of-difference/

Top URLs in Tweet in G1:
[4] https://twitter.com/drjbhattacharya/status/1621640305333399552
[3] https://montreal.ctvnews.ca/quebec-public-health-recommends-booster-only-to-those-never-infected-with-covid-19-1.6257156?cid=sm%3Atrueanthem%3Actvmontreal%3Atwittermanualpost&taid=63dc0bc0e593960001275565&utm_campaign=trueAnthem%3A+New+Content+%28Feed%29&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.thelocal.de/20230203/german-public-health-authority-lowers-covid-risk-rating
[2] https://twitter.com/DrJBhattacharya/status/1621640305333399552
[1] https://twitter.com/MmeBlackBalloon/status/1621610308233211904
[1] https://gbdeclaration.org/
[1] https://twitter.com/CTVMontreal/status/1621225757195309057
[1] https://twitter.com/ajlamesa/status/1494332796239630343
[1] https://twitter.com/kevinnbass/status/1621654845437493248
[1] https://academic.oup.com/ije/article/50/2/410/6146069

Top URLs in Tweet in G2:
[5] https://www.icrcnewsroom.org/preview/en/2046/ethiopia-new-footage-from-tigray-shows-widespread-destruction-of-health-facilities?mc_phishing_protection_id=28047-cfbr3kqdu81adffg0esg&utm_source=twitter&utm_medium=social&linkId=100000182070333
[5] https://martinplaut.com/2023/01/31/eepa-situation-report-horn-of-africa-no-362-31-january-2023/
[4] https://twitter.com/DFisman/status/1620424152812507136/photo/1
[3] https://twitter.com/arijitchakrav/status/1621350128362684416
[2] https://www.who.int/news/item/30-01-2023-statement-on-the-fourteenth-meeting-of-the-international-health-regulations-(2005)-emergency-committee-regarding-the-coronavirus-disease-(covid-19)-pandemic
[2] https://twitter.com/SabiVM/status/1620452015632711680/photo/1
[2] https://www.who.int/campaigns/75-years-of-improving-public-health
[2] https://twitter.com/ibrake4ants/status/1621489194500489218
[2] https://english.elpais.com/international/2023-01-27/ethiopias-forgotten-war-is-the-deadliest-of-the-21st-century-with-around-600000-civilian-deaths.html
[2] https://twitter.com/GeorgeMonks11/status/1621523445501632512/photo/1

Top URLs in Tweet in G3:
[5] https://twinybots.ch/
[4] https://www.lakelandtoday.ca/local-news/nlps-presents-first-nations-health-consortium-with-friends-of-education-award-6449862
[4] https://www.politico.com/newsletters/politico-nightly/2023/02/02/the-public-health-emergency-is-ending-covid-isnt-00081008
[4] https://twitter.com/DastardlyQ/status/1621632841376219137/photo/1
[4] https://rumble.com/v27vr5k--huge-public-health-has-been-militarized-creating-kill-zones-for-depopulati.html
[4] https://twitter.com/rechampions3199/status/1621629605575815168/photo/1
[4] https://twitter.com/DreamAchieversk/status/1621579194734989312/photo/1
[4] https://twitter.com/WorcesterDPH/status/1621620749361348608/photo/1
[4] https://twitter.com/KSHFforFreedom/status/1621629814586089474/photo/1
[3] https://only.one/blood

Top URLs in Tweet in G4:
[1] https://twitter.com/drandrewb/status/1621536502051225603/photo/1
[1] https://twitter.com/Wayne_Gates/status/1621272672427458560/photo/1
[1] https://www.decentworkandhealth.org/student_workshop_rsvp
[1] https://twitter.com/DecentWorkHlth/status/1619082891396542466/photo/1

Top URLs in Tweet in G5:
[4] https://twitter.com/SylviaJonesMPP/status/1621607962463686656/photo/1
[4] https://twitter.com/terftastic2/status/1621647901800779777/photo/1
[3] https://www.forbes.com/sites/howardgleckman/2023/02/01/what-the-end-of-the-covid-19-public-health-emergency-will-mean-for-older-adults/?sh=156a8630b922&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter&utm_medium=social
[3] https://twitter.com/Forbes/status/1621649761949425664/photo/1
[3] https://www.thenation.com/article/society/democrats-covid-emergency-ending/
[2] https://www.valuenurses.ca
[2] https://twitter.com/i/broadcasts/1rmxPkbQjyEJN
[2] https://twitter.com/ChandraPasma/status/1621523666746937344/photo/1
[2] https://twitter.com/UMuseum/status/1620834322289942528
[2] https://twitter.com/Project_Veritas/status/1621637789753266177/photo/1

Top URLs in Tweet in G6:
[1] https://www.ohrc.on.ca/en/news_centre/ohrc-statement-human-rights-and-access-cold-weather-services
[1] https://twitter.com/lorrainelamchop/status/1621224432931831811/photo/1
[1] https://twitter.com/zeynep/status/1621565175416426498
[1] https://twitter.com/matsxekberg/status/1621462960202719233
[1] https://www.ctvnews.ca/health/would-you-pay-300-a-year-for-quick-access-to-a-nurse-dealing-with-demand-ontario-doctors-get-creative-1.6257246
[1] https://twitter.com/Penalosa_G/status/1621571364258824192/photo/1
[1] https://twitter.com/McKelvieTO/status/1621561073278099457
[1] https://twitter.com/Penalosa_G/status/1621611702054707205/photo/1
[1] https://twitter.com/Penalosa_G/status/1621571364258824192
[1] https://twitter.com/cathyacrowe/status/1621645866132971520

Top URLs in Tweet in G7:
[1] https://www.westernstandard.news/news/moe-says-no-to-healthcare-digital-ids-after-public-outcry/article_c47a30ee-a337-11ed-b551-6f4bccdddfcb.html?utm_campaign=blox&utm_source=twitter&utm_medium=social
[1] https://www.westernstandard.news/news/quebec-to-only-recommend-vaccine-boosters-for-vulnerable-who-havent-contracted-covid-19/article_b1ea7dc2-a3e5-11ed-a007-df0281b180a7.html?utm_campaign=blox&utm_source=twitter&utm_medium=social
[1] https://twitter.com/jimmy_dore/status/1621594831033368576
[1] https://twitter.com/REMASCULATE/status/1621659778517962754
[1] https://twitter.com/REMASCULATE/status/1621659778517962754/photo/1
[1] https://twitter.com/RNCResearch/status/1571660839005863937/video/1

Top URLs in Tweet in G8:
[4] https://twitter.com/zeynep/status/1621565175416426498
[3] https://www.nytimes.com/2023/02/03/opinion/bird-flu-h5n1-pandemic.html
[1] https://twitter.com/zeynep/status/1621565175416426498/photo/1
[1] https://twitter.com/imjustak9/status/1621652742854049793
[1] https://twitter.com/anthonymacuk/status/1621607985679310850/photo/1
[1] https://twitter.com/zeynep/status/1621565175416426498?s=19
[1] https://twitter.com/Dr_D_Robertson/status/1621658269486915585
[1] https://twitter.com/acsifferlin/status/1621563117422395393
[1] https://twitter.com/DRTomlinsonEP/status/1621636875906678784/photo/1
[1] https://twitter.com/BrentToderian/status/1533921987608752128/photo/1

Top URLs in Tweet in G9:
[3] https://twitter.com/healthgovau/status/1621267248240279552
[2] https://www.abc.net.au/news/2023-01-23/is-the-current-public-health-strategy-for-dealing/101885186
[1] https://www.theage.com.au/politics/federal/albanese-says-health-reform-top-priority-but-doctors-left-unimpressed-20230203-p5chn4.html?btis
[1] https://www.nytimes.com/2023/02/03/opinion/bird-flu-h5n1-pandemic.html?smid=tw-share
[1] https://twitter.com/ribaudo_nick/status/1621650437194629122/photo/1
[1] https://twitter.com/1goodtern/status/1621623977843036160
[1] https://twitter.com/YouAreLobbyLud/status/1621661248193716224
[1] https://twitter.com/JEChalmers/status/1621397303784517632/photo/1
[1] https://twitter.com/AlboMP/status/1621339472217649153/photo/1
[1] https://phmpt.org/wp-content/uploads/2021/11/5.3.6-postmarketing-experience.pdf

Top URLs in Tweet in G10:
[3] https://www.statnews.com/2023/02/02/banning-tobacco-products/
[2] https://www.statnews.com/2023/02/03/public-health-layoffs-and-tech-layoffs-a-world-of-difference/
[1] https://www.science.org/doi/10.1126/science.abn4947
[1] https://www.nytimes.com/2023/01/30/us/politics/biden-covid-public-health-emergency.html?smid=nytcore-ios-share&referringSource=articleShare
[1] https://twitter.com/JuliaRaifman/status/1621569581750812672/photo/1
[1] https://twitter.com/PeterHotez/status/1621576192976453637
[1] https://www.flgov.com/2022/12/13/governor-ron-desantis-petitions-florida-supreme-court-for-statewide-grand-jury-on-covid-19-vaccines-and-announces-creation-of-the-public-health-integrity-committee/
[1] https://twitter.com/RMCarpiano/status/1621643587367890944/photo/1
[1] https://twitter.com/PeterHotez/status/1621578697139535872
[1] https://www.youtube.com/watch?v=JJCRrDFTuK8&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[957] twitter.com
[37] co.uk
[27] rumble.com
[27] canada.ca
[23] politico.com
[22] youtube.com
[21] substack.com
[19] ctvnews.ca
[18] nytimes.com
[16] theguardian.com

Top Domains in Tweet in G1:
[22] twitter.com
[4] ctvnews.ca
[2] thelocal.de
[2] substack.com
[1] gbdeclaration.org
[1] oup.com
[1] cbsnews.com
[1] newsweek.com
[1] rdocumentation.org
[1] nih.gov

Top Domains in Tweet in G2:
[72] twitter.com
[7] who.int
[5] icrcnewsroom.org
[5] martinplaut.com
[3] youtube.com
[2] canada.ca
[2] elpais.com
[2] blacklocks.ca
[2] cbc.ca
[1] croakey.org

Top Domains in Tweet in G3:
[124] twitter.com
[7] nytimes.com
[6] youtube.com
[6] careerarc.com
[5] nih.gov
[5] twinybots.ch
[4] cnn.com
[4] beckershospitalreview.com
[4] lakelandtoday.ca
[4] newmode.net

Top Domains in Tweet in G4:
[3] twitter.com
[1] decentworkandhealth.org

Top Domains in Tweet in G5:
[40] twitter.com
[5] forbes.com
[5] thenation.com
[3] youtube.com
[3] ontario.ca
[2] valuenurses.ca
[2] healthaffairs.org
[2] rebelnews.com
[1] breakfasttelevision.ca
[1] joelhardenmpp.ca

Top Domains in Tweet in G6:
[11] twitter.com
[1] on.ca
[1] ctvnews.ca
[1] worldpopulationreview.com

Top Domains in Tweet in G7:
[4] twitter.com
[2] westernstandard.news

Top Domains in Tweet in G8:
[13] twitter.com
[3] nytimes.com
[1] theatlantic.com

Top Domains in Tweet in G9:
[10] twitter.com
[2] net.au
[1] com.au
[1] nytimes.com
[1] phmpt.org
[1] facebook.com
[1] oup.com

Top Domains in Tweet in G10:
[7] twitter.com
[5] statnews.com
[1] science.org
[1] nytimes.com
[1] flgov.com
[1] youtube.com
[1] medrxiv.org
[1] nih.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[43] covid19
[36] ttc
[34] covid
[22] publichealth
[18] frostbitewarning
[17] mpox
[15] breaking
[14] who75
[14] cdnpoli
[12] blackhistorymonth



Top Hashtags in Tweet in G1:
[2] covid19
[1] connecticut
[1] abolishpublichealth
[1] nspoli

Top Hashtags in Tweet in G2:
[14] who75
[10] covid19
[7] mpox
[6] aidtigraynow
[6] tigray
[6] covidisairborne
[5] toronto
[5] eb152
[4] paidleaveforall
[4] tigraygenocide

Top Hashtags in Tweet in G3:
[9] health
[7] cdnpoli
[7] healthcare
[6] covid19
[6] blackhistorymonth
[5] publichealth
[5] covid
[4] worldcancerday2023
[3] pollutedveins
[3] cvshealth

Top Hashtags in Tweet in G4:
[1] bill124
[1] supportnurses
[1] betterstaffingbettercare
[1] advocacy

Top Hashtags in Tweet in G5:
[2] publichealth
[1] sars2
[1] kidsgetcovid
[1] longcovid
[1] protectkids
[1] organdamage
[1] immunedysregulation
[1] bringbackmasks
[1] wearamask
[1] n95

Top Hashtags in Tweet in G6:
[35] ttc
[3] alberta
[2] cities4everyone
[1] cdnpoli
[1] ontarioweather
[1] housingforall
[1] nursetwitter
[1] ableg
[1] onpoli
[1] topoli

Top Hashtags in Tweet in G8:
[1] covidisairborne
[1] citymakingmath
[1] h5n1
[1] gfy

Top Hashtags in Tweet in G9:
[1] kids
[1] covidkids
[1] politicaleconomy
[1] covidisexceptional
[1] auspol
[1] ausecon
[1] pfertility

Top Hashtags in Tweet in G10:
[1] antipsychiatry
[1] psychiatry
[1] ebm

Top Words
Top Words in Tweet in Entire Graph:
[4556] health
[4233] public
[1055] time
[895] covid
[846] people
[608] better
[546] drjbhattacharya
[517] scientific
[486] leadership
[481] more

Top Words in Tweet in G1:
[890] time
[604] public
[596] health
[520] drjbhattacharya
[467] better
[444] generation
[443] leadership
[440] scientific
[438] appreciation
[68] pro

Top Words in Tweet in G2:
[297] health
[261] public
[97] covid
[69] people
[45] emergency
[34] governments
[33] years
[30] drtedros
[30] high
[29] wsbgnl

Top Words in Tweet in G3:
[428] health
[384] public
[67] covid
[60] emergency
[57] more
[43] 19
[40] care
[30] department
[26] school
[25] 2023

Top Words in Tweet in G4:
[247] last
[246] homelessness
[245] state
[245] people
[245] chrisyphoto
[245] weather
[245] nowhere
[245] toronto
[245] go
[245] taken

Top Words in Tweet in G5:
[102] public
[92] health
[32] care
[20] better
[19] elonmusk
[14] project_veritas
[14] covid
[13] pfizer
[13] sylviajonesmpp
[12] staffing

Top Words in Tweet in G6:
[85] people
[75] health
[43] canada
[41] ndp
[40] messaging
[40] pension
[40] plan
[40] asking
[40] here's
[40] leave

Top Words in Tweet in G7:
[66] health
[60] public
[54] state
[53] california
[53] 12
[53] department
[53] vaccine
[53] breaking
[53] mandate
[53] longer

Top Words in Tweet in G8:
[101] public
[78] zeynep
[65] health
[47] covid
[38] over
[34] many
[34] keep
[33] understand
[32] arguments
[32] event

Top Words in Tweet in G9:
[69] health
[47] public
[28] albomp
[20] labor
[16] noplaceforsheep
[14] australianlabor
[14] getting
[14] take
[13] reduce
[13] jechalmers

Top Words in Tweet in G10:
[86] stop
[78] health
[56] public
[42] abortions
[42] drug
[42] use
[42] safe
[28] emergency
[26] people
[25] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3285] public,health
[460] leadership,public
[458] time,generation
[458] health,time
[457] generation,leadership
[457] time,better
[457] appreciation,scientific
[457] better,appreciation
[456] drjbhattacharya,time
[337] health,emergency

Top Word Pairs in Tweet in G1:
[588] public,health
[439] health,time
[439] time,generation
[438] time,better
[438] better,appreciation
[438] appreciation,scientific
[438] leadership,public
[438] generation,leadership
[437] drjbhattacharya,time
[26] during,pandemic

Top Word Pairs in Tweet in G2:
[218] public,health
[35] health,emergency
[25] disrupted,public
[25] infrastructure,disrupted
[23] urgent,humanitarian
[21] health,care
[19] war,destroyed
[19] rates,covid
[19] normalized,extremely
[19] high,rates

Top Word Pairs in Tweet in G3:
[301] public,health
[44] health,emergency
[42] covid,19
[27] health,care
[18] mental,health
[11] biden,administration
[11] health,crisis
[11] 19,public
[11] end,covid
[11] public,schools

Top Word Pairs in Tweet in G4:
[245] toronto,last
[245] state,homelessness
[245] night,29
[245] nowhere,go
[245] last,night
[245] go,state
[245] 29,weather
[245] weather,taken
[245] people,nowhere
[245] chrisyphoto,people

Top Word Pairs in Tweet in G5:
[70] public,health
[26] health,care
[10] support,better
[9] fact,sylviajonesmpp
[9] staffing,questions
[9] public,hospitals
[9] won,address
[9] hospitals,twice
[9] sylviajonesmpp,won
[9] twice,tells

Top Word Pairs in Tweet in G6:
[40] leave,canada
[40] messaging,here's
[40] pension,plan
[40] people,asking
[40] here's,leave
[40] positive,ndp
[40] ndp,messaging
[40] canada,pension
[40] asking,positive
[40] plan,alone

Top Word Pairs in Tweet in G7:
[59] public,health
[53] health,department
[53] mandate,12
[53] longer,pursuing
[53] department,state
[53] breaking,california
[53] vaccine,mandate
[53] state,longer
[53] california,public
[53] coronavirus,vaccine

Top Word Pairs in Tweet in G8:
[58] public,health
[32] covid,related
[32] over,covid
[32] arguments,independent
[32] keep,over
[32] ongoing,arguments
[32] many,keep
[32] related,ongoing
[32] independent,event
[32] understand,many

Top Word Pairs in Tweet in G9:
[37] public,health
[14] albomp,australianlabor
[13] jechalmers,albomp
[13] anti,virals
[12] health,policy
[12] virals,reduce
[12] infected,take
[12] future,according
[12] keep,getting
[12] getting,infected

Top Word Pairs in Tweet in G10:
[55] public,health
[42] stop,safe
[42] use,stop
[42] drug,use
[27] health,emergency
[21] safe,drug
[21] health,insurance
[21] stop,drug
[21] abortions,stop
[21] stop,abortions

Top Replied-To
Top Replied-To in Entire Graph:
@drjbhattacharya
@michaelpsenger
@goddeketal
@grazbruno
@tryangregory
@zeynep
@mollyploofkins
@kevinnbass
@repfeenstra
@djiouy

Top Replied-To in G1:
@drjbhattacharya
@kevinnbass
@soncharm
@mabsoud
@njmomforinpers1
@neoavatara
@mmeblackballoon
@stevenlost33
@catz4maga
@jvalentinede

Top Replied-To in G2:
@grazbruno
@donotinnovate
@lidsville
@cdpnetworkmap
@oneunderscore__
@protect_bc
@celestial_bean_
@danaparish
@globalbiosec
@theincrdblefalk

Top Replied-To in G5:
@project_veritas
@charliekirk11
@hugmeredith
@mtgreenee
@sylviajonesmpp
@jordanbpeterson
@canadian_blues
@germanfrancie
@ampincivero
@chantz_y

Top Replied-To in G6:
@snarkypeds
@cbctoronto
@1goodtern
@joececiyyc

Top Replied-To in G8:
@zeynep
@neontaster
@peacockflu
@bees_oz
@md_wallach
@acsifferlin
@nickclairmont1
@pekikimkibu
@anthonymacuk
@bruh74713730

Top Replied-To in G9:
@anthonysmaroon
@mon4kooyong
@jechalmers
@nobodyimpawtant
@noplaceforsheep
@1goodtern
@meetjess
@njbbari3
@realanitawhite
@allisonbedemure

Top Replied-To in G10:
@peterhotez
@abhishek_s_1
@hoping4agirl
@markelindsay
@peterdaszak
@jonathanstea
@hfp91
@fatemperor
@juliaraifman
@goodgir17753533

Top Mentioned
Top Mentioned in Entire Graph:
@drjbhattacharya
@chrisyphoto
@drandrewb
@zeynep
@who
@drfrankroberts
@theinsiderpaper
@texaslindsay_
@stkirsch
@celinegounder

Top Mentioned in G1:
@drjbhattacharya
@vprasadmdmph
@ajlamesa
@kevinnbass
@mabsoud
@soncharm
@theo_tj_jordan
@mmeblackballoon
@jordanschachtel
@drsyedhaider

Top Mentioned in G2:
@who
@drtedros
@wsbgnl
@potus
@cdcgov
@skgandhimd
@protect_bc
@dfisman
@arijitchakrav
@ashishkjha46

Top Mentioned in G3:
@cliffordribner
@lutherburgsvik
@dannyvoglesong
@cateessaypro
@ottawanewspulse
@fencoul
@eo2_eo2
@canprojects1
@terryjones0001

Top Mentioned in G4:
@chrisyphoto
@drandrewb
@gasp4change
@0cynicalbastard
@wayne_gates
@a_longhurst
@decentworkhlth

Top Mentioned in G5:
@elonmusk
@youtube
@sylviajonesmpp
@fordnation
@project_veritas
@wendygoodes
@pfizer
@ontarionurses
@forbes
@legere

Top Mentioned in G6:
@kevin_vantighem
@diana_c_mcnally
@lorrainelamchop
@cathyacrowe
@onthumanrights
@snarkypeds
@punkrockg1
@leslierasulo
@stgodardted
@shjnetwork

Top Mentioned in G7:
@theinsiderpaper
@wsonlinenews
@danielkotzin
@ladyjustice4512
@drjbhattacharya
@drandrewb
@chrisyphoto
@rncresearch

Top Mentioned in G8:
@zeynep
@mirella_phd
@drtomlinsonep
@neontaster
@katherinejwu
@austonwhite3
@drjbhattacharya
@peacockflu
@peterfabersp
@theosanderson

Top Mentioned in G9:
@albomp
@australianlabor
@noplaceforsheep
@jechalmers
@njbbari3
@miffyjayne
@anthonysmaroon
@jasonclaremp
@janecaro
@1goodtern

Top Mentioned in G10:
@jonathanstea
@peterhotez
@juliaraifman
@statnews
@goodgir17753533
@caulfieldtim
@jennifernuzzo
@nicholasflorko
@joe_bruch
@sameihuda

Top Tweeters
Top Tweeters in Entire Graph:
@souljahsingh
@chidambara09
@lizditz
@hanayuu
@bannerite
@manaloviring
@vonrosenchild
@inquirerdotnet
@givemepie360
@themseries1

Top Tweeters in G1:
@drdaveanddee
@schwingcat
@sustain05
@nvania
@alexaadams12
@mcarsonaos
@twittachicca
@bayareahausfrau
@luigi_warren
@dorita0001

Top Tweeters in G2:
@alizardx
@darylgibson
@heav_en1
@shayz0rz
@yemane_birhan
@martawit8
@mamaye_m
@calliopexnakia
@joejaggi
@zalemayu

Top Tweeters in G3:
@findlatlng
@jmhamiltonblog
@algeriaherald
@workswithjames
@ambulsiva
@costanzo740
@twright55
@ghostdansing
@dhrxsol1234
@craneman51m

Top Tweeters in G4:
@beverlyfolkers
@rbjron
@louisa_faux
@bcgift
@booksandquills2
@musingsbyshe
@onijoseph
@saucedbysally
@eerookah
@papillon4444

Top Tweeters in G5:
@globeandmail
@dianneathome
@elenamikhailova
@forbes
@torontostar
@cnn
@bbcworld
@cbcnews
@speak4tomorrow
@thespec

Top Tweeters in G6:
@frazzling
@ghostcatbce
@anniegirl1138
@megw613
@dashgetem
@olavtorvund
@plagueofprogs
@starmediaguy
@cbctoronto
@67capt_canuck

Top Tweeters in G7:
@hoffan1234
@ghayasm73
@rexglacer
@wendyp4545
@tedmilo100
@velianaylor
@happytrails493
@realsaltyslim
@jackieduf
@lawdawgseven

Top Tweeters in G8:
@bannerite
@givemepie360
@anthropic
@nberlat
@ibrahimacar5334
@alisonborealis
@peradventur3
@sailorpsy
@bracing
@norareed

Top Tweeters in G9:
@kate_eviva
@spudbenbean
@janecaro
@noplaceforsheep
@teresabdb62
@philipw59335220
@knightrustyarm
@margo694
@sudharmapala
@samoskal

Top Tweeters in G10:
@russelltim151
@sameihuda
@nursepeggy52
@schenhayes
@amicemarina
@rexannakeats
@curvewhiplash
@crae47
@vinnyeng
@morgandawn6