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proof of vaccination_2021-10-13_09-33-05.xlsx (experimental version)
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From:
marc_smith
Uploaded on:
October 13, 2021
Short Description:
proof of vaccination via NodeXL https://bit.ly/3oZhOyz
@walshfreedom
@joshdcaplan
@dpvewj4clmv2uf0
@chrissaccoccia1
@jayneabrams2
@nbcnews
@berniespofforth
@tweetingtechno
@marcorubio
@rexchapman

Top hashtags:
#freedomday
#covid19
#covid19ab
#evewhu
#efc
#onted

Description:
Description
The graph represents a network of 19,076 Twitter users whose recent tweets contained "proof of vaccination", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 13 October 2021 at 17:18 UTC.

The tweets in the network were tweeted over the 1-day, 22-hour, 34-minute period from Monday, 11 October 2021 at 17:58 UTC to Wednesday, 13 October 2021 at 16:33 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 : 19076
Unique Edges : 20032
Edges With Duplicates : 958
Total Edges : 20990
Number of Edge Types : 5
Tweet : 1684
Retweet : 15080
Mentions : 1627
Replies to : 1464
MentionsInRetweet : 1135
Self-Loops : 1721
Reciprocated Vertex Pair Ratio : 0.00473580588517001
Reciprocated Edge Ratio : 0.00942696748225823
Connected Components : 2075
Single-Vertex Connected Components : 948
Maximum Vertices in a Connected Component : 12057
Maximum Edges in a Connected Component : 13645
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 4.718335
Graph Density : 5.18914890208085E-05
Modularity : 0.808909
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 19,076 Twitter users whose recent tweets contained "proof of vaccination", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 13 October 2021 at 17:18 UTC.

The tweets in the network were tweeted over the 1-day, 22-hour, 34-minute period from Monday, 11 October 2021 at 17:58 UTC to Wednesday, 13 October 2021 at 16:33 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 : TwitterSearch
Graph Term : proof of vaccination
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:
[468] https://www.oakville.ca/townhall/proof-of-vaccination.html
[188] https://twitter.com/brittlestar/status/1448002160051073028
[155] https://trib.al/aU6js4N
[109] https://twitter.com/nypost/status/1448057678350143494
[97] https://trib.al/CCzfnGP
[96] https://www.washingtonpost.com/opinions/2021/10/12/25-years-fox-news-is-nothing-celebrate-no-company-has-done-more-inflame-partisanship-pandemic/
[72] https://www.forbes.com/sites/sandramacgregor/2021/10/11/canada-will-require-proof-of-vaccination-for-domestic-travel-as-of-oct-30/?utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter&utm_medium=social
[70] https://www.cbc.ca/news/canada/saskatchewan/covid-restaurant-worker-harassment-proof-of-vaccination-1.6205909
[58] https://www.cbc.ca/news/canada/british-columbia/bc-ferries-ventilation-proof-of-vaccination-1.6207624
[58] https://twitter.com/DHSgov/status/1448135734519480325

Top URLs in Tweet in G3:
[13] https://www.nbcnews.com/politics/politics-news/florida-fines-county-3-5-million-requiring-proof-vaccination-n1281390
[11] https://www.forbes.com/sites/sandramacgregor/2021/10/11/canada-will-require-proof-of-vaccination-for-domestic-travel-as-of-oct-30/
[10] https://twitter.com/brittlestar/status/1448002160051073028
[9] https://www.cbc.ca/news/canada/saskatchewan/covid-restaurant-worker-harassment-proof-of-vaccination-1.6205909?__vfz=medium%3Dsharebar
[9] https://www.cnbc.com/2021/10/12/boeing-employees-must-show-proof-of-covid-vaccine-by-dec-8-under-biden-federal-contractor-rules.html?utm_source=dlvr.it&utm_medium=twitter
[9] https://www.cnbc.com/2021/10/12/boeing-employees-must-show-proof-of-covid-vaccine-by-dec-8-under-biden-federal-contractor-rules.html
[9] https://news.google.com/__i/rss/rd/articles/CBMihAFodHRwczovL3d3dy5jbmJjLmNvbS8yMDIxLzEwLzEyL2JvZWluZy1lbXBsb3llZXMtbXVzdC1zaG93LXByb29mLW9mLWNvdmlkLXZhY2NpbmUtYnktZGVjLTgtdW5kZXItYmlkZW4tZmVkZXJhbC1jb250cmFjdG9yLXJ1bGVzLmh0bWzSAYgBaHR0cHM6Ly93d3cuY25iYy5jb20vYW1wLzIwMjEvMTAvMTIvYm9laW5nLWVtcGxveWVlcy1tdXN0LXNob3ctcHJvb2Ytb2YtY292aWQtdmFjY2luZS1ieS1kZWMtOC11bmRlci1iaWRlbi1mZWRlcmFsLWNvbnRyYWN0b3ItcnVsZXMuaHRtbA?oc=5&utm_source=dlvr.it&utm_medium=twitter
[8] https://www.nbcnews.com/politics/politics-news/texas-gov-abbott-issues-order-banning-covid-vaccination-mandates-rebuke-n1281290
[8] https://www.cbc.ca/news/canada/saskatchewan/covid-restaurant-worker-harassment-proof-of-vaccination-1.6205909
[8] https://globalnews.ca/

Top URLs in Tweet in G4:
[106] https://twitter.com/nypost/status/1448057678350143494

Top URLs in Tweet in G5:
[11] https://www.facebook.com/groups/againstvaccinepassports/permalink/363030942281010/

Top URLs in Tweet in G6:
[386] https://www.oakville.ca/townhall/proof-of-vaccination.html
[17] https://www.youtube.com/watch?v=WJKRm9TOw70

[1] https://www.theguardian.com/us-news/2021/oct/13/us-to-reopen-land-borders-with-canada-and-mexico-in-november?utm_term=Autofeed&CMP=edit_2221&utm_medium=Social&utm_source=Twitter#Echobox=1634102132
[1] https://thepostmillennial.com/freeland-admits-most-federal-employees-exempt-from-proof-of-vaccination-requirements?fbclid=IwAR1Y2kDj2aUTw8dDEMlZ74MbdWUwENOKIMZItg1d1EoB0cD6lo7xPceaBiE

Top URLs in Tweet in G7:
[148] https://trib.al/aU6js4N
[92] https://trib.al/CCzfnGP
[30] https://www.texastribune.org/2021/06/07/texas-vaccine-passports-covid-19/
[21] https://www.cnbc.com/2021/10/12/boeing-employees-must-show-proof-of-covid-vaccine-by-dec-8-under-biden-federal-contractor-rules.html?utm_term=Autofeed&utm_medium=Social&utm_content=Main&utm_source=Twitter#Echobox=1634075032
[20] https://www.nbcnews.com/politics/politics-news/florida-fines-county-3-5-million-requiring-proof-vaccination-n1281390
[14] https://www.cnbc.com/2021/10/12/boeing-employees-must-show-proof-of-covid-vaccine-by-dec-8-under-biden-federal-contractor-rules.html
[14] https://twitter.com/bulldoghill/status/1447756930366181377
[10] https://www.wfla.com/community/health/coronavirus/florida-businesses-will-soon-face-5k-fines-for-violating-vaccine-passport-ban-state-says/
[6] https://www.cbu.ca/future-students/student-services/health-wellness/covid19/health-and-safety-paramount-at-cape-breton-university-vaccine-decision/how-to-submit-your-proof-of-vaccination-or-exemption-request/
[4] https://www.pennlive.com/news/2021/10/penn-state-to-require-proof-of-vaccination-of-faculty-and-staff-at-university-park.html?utm_source=twitter&utm_campaign=pennlive_sf&utm_medium=social

Top URLs in Tweet in G8:
[6] https://www.abc.net.au/news/2021-10-11/victoria-proof-of-covid-vaccination-faq/100529970
[5] https://www.nbcnews.com/politics/politics-news/travelers-crossing-land-borders-u-s-face-vaccine-requirement-n1281392
[5] https://www.nbcnews.com/politics/politics-news/texas-gov-abbott-issues-order-banning-covid-vaccination-mandates-rebuke-n1281290
[3] https://twitter.com/abcmelbourne/status/1447703585643372549

Top URLs in Tweet in G9:
[55] https://www.cbc.ca/news/canada/british-columbia/bc-ferries-ventilation-proof-of-vaccination-1.6207624?cmp=rss
[48] https://www.cbc.ca/news/canada/british-columbia/bc-ferries-ventilation-proof-of-vaccination-1.6207624
[45] https://www.cbc.ca/news/canada/british-columbia/bc-vaccine-card-glitch-wait-1.6206044
[35] https://atlantic.ctvnews.ca/man-ticketed-for-refusing-to-show-proof-of-vaccination-wear-a-mask-at-dartmouth-fitness-facility-1.5620103
[27] https://www.cbc.ca/news/canada/saskatchewan/covid-restaurant-worker-harassment-proof-of-vaccination-1.6205909
[21] https://www.halifax.ca/home/news/police-issue-ticket-failing-follow-health-protection-act-3
[14] https://globalnews.ca/news/8260193/covid-travel-vaccine-passport-ontario-abroad/?utm_source=%40globalnews&utm_medium=Twitter
[13] https://globalnews.ca/
[11] https://www.gov.nt.ca/en/newsroom/gnwt-launches-updated-proof-vaccination-credential
[8] https://globalnews.ca/news/8256326/kelowna-restaurant-shut-down/

Top URLs in Tweet in G10:
[1] https://www.oakville.ca/townhall/proof-of-vaccination.html

Top Domains
Top Domains in Tweet in Entire Graph:
[812] twitter.com
[470] oakville.ca
[335] trib.al
[328] cbc.ca
[106] washingtonpost.com
[103] globalnews.ca
[94] forbes.com
[90] ctvnews.ca
[83] nbcnews.com
[56] cnbc.com

Top Domains in Tweet in G3:
[99] twitter.com
[32] cbc.ca
[31] nbcnews.com
[23] msn.com
[23] globalnews.ca
[19] cnbc.com
[16] forbes.com
[13] google.com
[8] latimes.com
[7] ctvnews.ca

Top Domains in Tweet in G4:
[106] twitter.com

Top Domains in Tweet in G5:
[11] facebook.com

Top Domains in Tweet in G6:
[386] oakville.ca
[17] youtube.com
[1] theguardian.com
[1] thepostmillennial.com

Top Domains in Tweet in G7:
[240] trib.al
[35] cnbc.com
[32] texastribune.org
[22] twitter.com
[21] nbcnews.com
[10] wfla.com
[6] cbu.ca
[6] amaliearena.com
[4] pennlive.com
[4] facebook.com

Top Domains in Tweet in G8:
[10] nbcnews.com
[6] net.au
[3] twitter.com

Top Domains in Tweet in G9:
[178] cbc.ca
[61] globalnews.ca
[44] ctvnews.ca
[21] halifax.ca
[16] nt.ca
[9] twitter.com
[7] bc.ca
[4] piquenewsmagazine.com
[3] muskoka411.com
[3] theurbanist.org

Top Domains in Tweet in G10:
[1] oakville.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[147] freedomday
[97] covid19
[89] covid19ab
[47] evewhu
[47] efc
[47] onted
[42] gsuhoco2021
[37] cdnpoli
[37] skpoli
[37] bcpoli



Top Hashtags in Tweet in G3:
[20] covid19
[14] vaccination
[7] news
[7] covid19ab
[5] covid
[5] vaccinemandate
[4] ableg
[3] vaccinepassports
[3] getvaccinated
[3] texas

Top Hashtags in Tweet in G7:
[16] mog
[14] boeing
[11] florida
[11] covid19
[2] seattle
[2] california
[2] deathsantis
[1] deathstate
[1] floridacovid
[1] voteblue2022

Top Hashtags in Tweet in G8:
[147] freedomday
[5] covid19vic
[3] auspol
[1] bunningsfail
[1] bigw
[1] staysafe
[1] cafedzajko

Top Hashtags in Tweet in G9:
[23] covid_19
[20] bcpoli
[10] news
[8] kelowna
[5] nwtpoli
[5] nwt
[5] yzf
[3] rvh
[3] covidvaccine
[1] airlines

Top Words
Top Words in Tweet in Entire Graph:
[34146] free
[20457] re
[19351] proof
[17684] vaccination
[14469] vaccinated
[14211] require
[13500] eat
[7640] people
[7356] private
[6906] restaurant

Top Words in Tweet in G1:
[32666] free
[19599] re
[13068] require
[13066] vaccinated
[13066] eat
[6537] proof
[6537] vaccination
[6534] private
[6534] freedom
[6533] company

Top Words in Tweet in G2:
[3490] proof
[1820] vaccination
[1756] required
[1724] full
[1714] masks
[1714] covid
[1711] negative
[1711] test
[1711] addition
[1709] love

Top Words in Tweet in G3:
[1004] vaccination
[997] proof
[302] covid
[229] show
[158] 19
[140] required
[134] test
[120] negative
[117] requiring
[104] require

Top Words in Tweet in G4:
[560] proof
[559] vaccination
[441] nbc
[441] news
[441] florida
[441] fines
[441] leon
[441] county
[441] million
[441] requiring

Top Words in Tweet in G5:
[898] police
[463] proof
[462] vaccination
[450] compliance
[449] australia
[449] government
[449] informed
[449] private
[449] businesses
[449] train

Top Words in Tweet in G6:
[393] canada
[386] jab
[386] marriage
[386] license
[386] welcome
[386] london
[386] oct
[386] 16
[386] 12pm
[386] victoria

Top Words in Tweet in G7:
[492] state
[286] county
[273] vaccine
[271] ban
[271] passports
[263] florida
[260] mandate
[253] department
[253] health
[250] fine

Top Words in Tweet in G8:
[349] vaccination
[338] proof
[165] being
[163] well
[148] having
[147] seen
[147] checked
[147] #freedomday
[147] four
[147] words

Top Words in Tweet in G9:
[329] vaccination
[321] proof
[162] more
[132] covid
[128] show
[121] health
[102] 19
[88] people
[84] public
[84] experts

Top Words in Tweet in G10:
[623] foreigners
[623] need
[623] negative
[623] test
[314] proof
[314] vaccination
[312] legally
[312] traveling
[312] covid
[312] 19

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[20124] re,free
[13900] proof,vaccination
[13427] free,require
[7152] require,proof
[6713] require,vaccinated
[6712] vaccination,re
[6711] vaccinated,restaurant
[6710] restaurant,eat
[6710] eat,free
[6709] free,vaccinated

Top Word Pairs in Tweet in G1:
[19599] re,free
[13066] free,require
[6537] proof,vaccination
[6535] require,proof
[6533] free,vaccinated
[6533] vaccinated,private
[6533] private,company
[6533] company,employs
[6533] employs,free
[6533] require,vaccinated

Top Word Pairs in Tweet in G2:
[1763] vaccination,proof
[1714] masks,required
[1714] proof,full
[1711] negative,test
[1709] love,tour
[1709] tour,shop
[1709] shop,merch
[1709] merch,early
[1709] required,shopping
[1709] provide,proof

Top Word Pairs in Tweet in G3:
[717] proof,vaccination
[191] show,proof
[152] covid,19
[113] proof,covid
[95] requiring,proof
[78] require,proof
[67] covid,vaccination
[65] 19,vaccination
[59] provide,proof
[57] negative,covid

Top Word Pairs in Tweet in G4:
[558] proof,vaccination
[441] nbc,news
[441] news,florida
[441] florida,fines
[441] fines,leon
[441] leon,county
[441] county,million
[441] million,requiring
[441] requiring,proof
[106] show,proof

Top Word Pairs in Tweet in G5:
[462] proof,vaccination
[449] australia,government
[449] government,informed
[449] informed,private
[449] private,businesses
[449] businesses,train
[449] train,staff
[449] staff,report
[449] report,people
[449] people,police

Top Word Pairs in Tweet in G6:
[386] jab,marriage
[386] marriage,license
[386] license,welcome
[386] welcome,canada
[386] canada,london
[386] london,oct
[386] oct,16
[386] 16,12pm
[386] 12pm,victoria
[386] victoria,park

Top Word Pairs in Tweet in G7:
[271] vaccine,passports
[250] department,health
[240] florida,department
[240] health,issues
[240] issues,fine
[240] fine,over
[240] over,5m
[240] 5m,county
[240] county,government
[240] government,violating

Top Word Pairs in Tweet in G8:
[317] proof,vaccination
[147] having,seen
[147] seen,well
[147] well,proof
[147] vaccination,being
[147] being,checked
[147] checked,#freedomday
[147] #freedomday,four
[147] four,words
[147] words,advice

Top Word Pairs in Tweet in G9:
[229] proof,vaccination
[127] show,proof
[102] covid,19
[84] public,health
[84] health,experts
[77] more,stringent
[63] vaccination,wear
[63] wear,mask
[63] fitness,facility
[58] ferries,provide

Top Word Pairs in Tweet in G10:
[314] proof,vaccination
[312] foreigners,legally
[312] legally,traveling
[312] traveling,need
[312] need,proof
[312] vaccination,negative
[312] negative,covid
[312] covid,19
[312] 19,test
[312] test,enter

Top Replied-To
Top Replied-To in Entire Graph:
@geraldorivera
@csurvivor9
@aidanjoyce
@laurenboebert
@brittlestar
@slsandpet
@gregabbott_tx
@randian74
@tonirlew

Top Replied-To in G1:
@walshfreedom

Top Replied-To in G2:
@arianameir
@halorents
@kenshi32364546

Top Replied-To in G3:

Top Replied-To in G4:
@timrunshismouth
@golgo13_bw

Top Replied-To in G5:
@berniespofforth
@avpassport

Top Replied-To in G6:
@0x797
@chrissaccoccia1

Top Replied-To in G7:
@msnbc
@govrondesantis
@annaforflorida
@nbcnews
@wesinnewyork
@mburke4442
@amaliearena
@allison_b216
@texastribune
@livenation

Top Replied-To in G8:
@johnsy123aus
@libliars
@mattmua72
@target
@qlotti
@schmallky
@vicgovdh
@crumps54

Top Replied-To in G9:
@gurjitkooner1
@cbcnews
@msandreamarie_
@wumpyspeaks
@globalnews
@exposedlogic
@chrisnchasleake
@catkeitlah

Top Replied-To in G10:
@marcorubio

Top Mentioned
Top Mentioned in Entire Graph:
@page88
@latimesopinion
@govrondesantis
@jackposobiec
@flhsmv
@sflecce
@realcandaceo
@tuckercarlson
@ingrahamangle
@nycnextlevel

Top Mentioned in G1:
@edclintonjr1

Top Mentioned in G2:
@lthsource
@whydontwemusic
@hltheories
@akshita_maitra

Top Mentioned in G3:

Top Mentioned in G4:
@barnes_law

Top Mentioned in G5:
@copyofone

Top Mentioned in G6:
@vallachianr

Top Mentioned in G7:
@govrondesantis
@nbcnews
@wfla
@harry_styles
@healthyfla
@tblightning
@amwaycenter
@texastribune
@terrymcauliffe
@gocapersgo

Top Mentioned in G8:
@libliars
@shortinterlude2
@tdclancy
@jennynoise
@bunnings
@target
@bitcoingiraffe
@vicgovdh
@danielandrewsmp
@tweetingtechno

Top Mentioned in G9:
@adriandix
@drbonniehenry
@timhoustonns
@ctvatlantic
@shelby_thom
@globalbc
@cbcnews
@chrisnchasleake
@globalnews
@kcmetrobus

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@americanair
@rashidaldosari
@dichristine
@berkleybearnews
@jurylady5
@robinsnewswire
@federicoalves
@monicasloves
@tinamarie_80s

Top Tweeters in G1:
@missb62
@manmet80
@cheezwitham
@princessbravato
@billieo2
@manchuriandevil
@castonchris
@kath2252
@ami_tvdfan
@bmangh

Top Tweeters in G2:
@candenaza98
@morainesalto
@roxamp
@ny_tomlins0n
@harryxmaggie
@lovelyjdepp_
@sunhstyle
@004clinden
@tsharryst
@dawnsnidget

Top Tweeters in G3:
@berkleybearnews
@robinsnewswire
@andyvermaut
@jacekwierzbicki
@crweworld
@politicalhedge
@cahulaan
@newsfilterio
@justiceoutcry
@denniskoch10

Top Tweeters in G4:
@beank511
@sustain05
@bikerbd
@clarinetwoman2
@cherrybaysb
@milick74
@patriciabride
@kaci1951
@latamfr
@admomof3

Top Tweeters in G5:
@caligirlleftie
@copyofone
@angiebecauseofu
@nelliejs501
@mobygrapefan
@kavn
@eendjekwakk
@mariebe10098426
@th55202331
@iykebufo

Top Tweeters in G6:
@sandricsak
@julie34479
@richlin11a
@frank29650703
@sheelaghg
@blueyes9445
@beddoeroger
@me2s3m
@imonaxos
@enjiler

Top Tweeters in G7:
@lechatnoire4
@flipthescript8
@mog7546
@govkhan
@morgfair
@trumpwatchnews
@michelejeanson1
@dbble5
@betzmyboyblue11
@teakinrj

Top Tweeters in G8:
@jurylady5
@pollsstar
@angelakorras
@jilevin
@ketaminh
@fehowarth
@mtmarilyn2
@morpheusbeing
@thebigship
@neric16

Top Tweeters in G9:
@rhiles2760
@willseattle
@jmhamiltonblog
@allan_crawshaw
@albertarabbit
@dawnroseturner
@merlinofcanada
@mini_bubbly
@chuckdalldorf
@vanstreetdog

Top Tweeters in G10:
@juanjo3800
@tedcornwell
@awesomw0202
@elaineswank
@chechimartinez
@guamat_62
@c_maria84
@mariavenera2
@jimcarlson16
@ingersoll_cathy