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employer vaccination_2021-10-13_11-16-35.xlsx (experimental version)
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From:
marc_smith
Uploaded on:
October 13, 2021
Short Description:
employer vaccination via NodeXL https://bit.ly/3mSahik
@goffeman
@godessoshun
@sensevariant
@npr
@rant_rn
@sarahkrybka
@liberalnavyseal
@heidiec5
@jeff28809858
@viralvideovlogs

Top hashtags:
#vaccination
#cdnpoli
#covid19
#ontario
#vaccinemandates
#ableg
#abpoli

Description:
Description
The graph represents a network of 3,729 Twitter users whose recent tweets contained "employer 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 18:25 UTC.

The tweets in the network were tweeted over the 8-day, 15-hour, 14-minute period from Tuesday, 05 October 2021 at 02:56 UTC to Wednesday, 13 October 2021 at 18:10 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 : 3729
Unique Edges : 3833
Edges With Duplicates : 351
Total Edges : 4184
Number of Edge Types : 5
Retweet : 2175
MentionsInRetweet : 376
Replies to : 543
Tweet : 421
Mentions : 669
Self-Loops : 430
Reciprocated Vertex Pair Ratio : 0.00306748466257669
Reciprocated Edge Ratio : 0.00611620795107034
Connected Components : 672
Single-Vertex Connected Components : 255
Maximum Vertices in a Connected Component : 450
Maximum Edges in a Connected Component : 450
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.198743
Graph Density : 0.000258745109954803
Modularity : 0.871781
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,729 Twitter users whose recent tweets contained "employer 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 18:25 UTC.

The tweets in the network were tweeted over the 8-day, 15-hour, 14-minute period from Tuesday, 05 October 2021 at 02:56 UTC to Wednesday, 13 October 2021 at 18:10 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 : employer 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:
[350] https://twitter.com/kingdon_za/status/1447993626341122053
[132] https://trib.al/Bf3ud9a
[91] https://twitter.com/mindingottawa/status/1448261518131335168
[88] https://www.npr.org/2021/10/07/1043332198/employer-vaccine-mandates-success-workers-get-shots-to-keep-jobs
[47] https://news.google.com/__i/rss/rd/articles/CBMiamh0dHBzOi8vd3d3Lm5wci5vcmcvMjAyMS8xMC8wNy8xMDQzMzMyMTk4L2VtcGxveWVyLXZhY2NpbmUtbWFuZGF0ZXMtc3VjY2Vzcy13b3JrZXJzLWdldC1zaG90cy10by1rZWVwLWpvYnPSAQA?oc=5&utm_source=dlvr.it&utm_medium=twitter
[46] https://www.fingerlakes1.com/2021/10/02/man-arrested-after-employer-reports-him-for-use-of-a-fake-covid-19-vaccination-card/
[44] https://www.nytimes.com/2021/09/30/us/california-vaccine-mandate-health-care.html?smid=tw-share
[23] https://www.workersofengland.co.uk/latest-news/fact-sheet-for-employees-who-are-facing-employer-action-regarding-mandatory-vaccination-refusal/
[23] https://www.pandata.org/employer-deciding-not-to-implement-mandatory-vaccination/
[21] https://www.pandata.org/letter-declining-mandatory-vaccination-workplace/

Top URLs in Tweet in G2:
[350] https://twitter.com/kingdon_za/status/1447993626341122053

Top URLs in Tweet in G3:
[27] https://www.npr.org/2021/10/07/1043332198/employer-vaccine-mandates-success-workers-get-shots-to-keep-jobs
[16] https://www.fingerlakes1.com/2021/10/02/man-arrested-after-employer-reports-him-for-use-of-a-fake-covid-19-vaccination-card/
[10] https://news.google.com/__i/rss/rd/articles/CBMiamh0dHBzOi8vd3d3Lm5wci5vcmcvMjAyMS8xMC8wNy8xMDQzMzMyMTk4L2VtcGxveWVyLXZhY2NpbmUtbWFuZGF0ZXMtc3VjY2Vzcy13b3JrZXJzLWdldC1zaG90cy10by1rZWVwLWpvYnPSAQA?oc=5&utm_source=dlvr.it&utm_medium=twitter
[3] https://cnycentral.com/news/local/cornell-university-cnys-largest-employer-requires-full-vaccination-for-employees
[3] https://www.cnn.com/2021/10/11/politics/texas-vaccine-mandate-greg-abbott/index.html
[2] https://www.fingerlakes1.com/
[2] https://www.statnews.com/2021/02/23/federal-law-prohibits-employers-and-others-from-requiring-vaccination-with-a-covid-19-vaccine-distributed-under-an-eua/
[2] https://www.npr.org/2021/10/07/1043332198/employer-vaccine-mandates-success-workers-get-shots-to-keep-jobs?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[2] https://www.mdjonline.com/news/wellstar-extends-employee-deadline-for-full-vaccination-still-unclear-how-many-staff-members-fired-resigned/article_128ae866-27a4-11ec-a75b-87883b048678.html#utm_campaign=blox&utm_source=twitter&utm_medium=social
[2] https://www.mondaq.com/unitedstates/Employment-and-HR/1119732/Federal-Court-Holds-That-Private-Employers-Mandatory-Vaccination-Policy-Is-Lawful

Top URLs in Tweet in G5:
[132] https://trib.al/Bf3ud9a
[6] https://twitter.com/CanadianPM/status/1445797489836126219
[5] https://click.everyaction.com/k/37454670/311144750/11025497?nvep=ew0KICAiVGVuYW50VXJpIjogIm5ncHZhbjovL3Zhbi9FQS9FQTAwMi8xLzY2MDcxIiwNCiAgIkRpc3RyaWJ1dGlvblVuaXF1ZUlkIjogIjM1ODEyNTdkLTYwMmItZWMxMS05ODFmLWM4OTY2NTNiOTIwOCIsDQogICJFbWFpbEFkZHJlc3MiOiAia2F0ZUBiY2RjaWRlYXMuY29tIg0KfQ%3D%3D&hmac=igq-bUuZ8iPzuXLxBeu-RMfm8RrP_hf0PTTiA67RJWE=&emci=98a4a6c8-502b-ec11-981f-c896653b9208&emdi=3581257d-602b-ec11-981f-c896653b9208&ceid=9865539
[2] https://click.everyaction.com/k/37180417/310313759/11025497?nvep=ew0KICAiVGVuYW50VXJpIjogIm5ncHZhbjovL3Zhbi9FQS9FQTAwMi8xLzY2MDcxIiwNCiAgIkRpc3RyaWJ1dGlvblVuaXF1ZUlkIjogIjJlNzUyYmE4LTcyMjctZWMxMS05ODFmLWM4OTY2NTNiOTIwOCIsDQogICJFbWFpbEFkZHJlc3MiOiAia2F0ZUBiY2RjaWRlYXMuY29tIg0KfQ%3D%3D&hmac=cFtV_wCgzoGtiBMku9Ytr_NvcVmVbTQ4obtyM8KZuPQ=&emci=cb524a96-5627-ec11-981f-c896653b9208&emdi=2e752ba8-7227-ec11-981f-c896653b9208&ceid=9865539
[2] https://www.xperthr.com/news/federal-agencies-authorize-covid-19-vaccine-discounts-in-group-health-plans/50266/
[2] https://workforcedelivery.com/employer-vaccine-model-policy/
[1] https://t.co/wOqq6nUEi1
[1] https://www.npr.org/2021/10/07/1043332198/employer-vaccine-mandates-success-workers-get-shots-to-keep-jobs

Top URLs in Tweet in G7:
[91] https://twitter.com/mindingottawa/status/1448261518131335168

Top URLs in Tweet in G10:
[1] https://www.workersofengland.co.uk/latest-news/fact-sheet-for-employees-who-are-facing-employer-action-regarding-mandatory-vaccination-refusal/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[116] vaccination
[102] cdnpoli
[50] covid19
[44] ontario
[31] vaccinemandates
[23] ableg
[23] abpoli
[23] covid19ab
[21] vaccine
[21] resources



Top Hashtags in Tweet in G3:
[8] vaccination
[5] hr
[4] getvaccinated
[4] covid19
[3] news
[3] vaccines
[3] covid
[2] employer
[2] topstories
[2] berkleybearnews

Top Hashtags in Tweet in G5:
[14] covid19
[11] vaccination
[8] gc
[4] vaccineswork
[2] covidvaccine
[2] vaxnews
[2] vaccines
[2] covid19vaccines
[2] covid19vaccine
[2] health

Top Hashtags in Tweet in G7:
[91] vaccination
[91] cdnpoli

Top Hashtags in Tweet in G8:
[1] noexcuses

Top Words
Top Words in Tweet in Entire Graph:
[3077] employer
[2972] vaccination
[832] refuse
[820] fire
[800] policy
[747] rights
[730] company
[714] vaccinated
[646] jab
[589] law

Top Words in Tweet in G1:
[450] employer
[450] threatens
[450] fire
[450] refuse
[450] jab
[450] come
[450] visit
[450] myers
[450] fletcher
[450] gordon

Top Words in Tweet in G2:
[700] employer
[700] company
[700] policy
[700] rights
[350] adds
[350] vaccination
[350] requirement
[350] refuse
[350] vaccinated
[350] fire

Top Words in Tweet in G3:
[261] vaccination
[215] employer
[81] covid
[75] vaccine
[71] mandates
[49] rates
[48] 19
[40] 90
[39] employees
[38] topping

Top Words in Tweet in G4:
[200] employer
[200] vaccination
[199] proof
[189] given
[189] jab
[189] orders
[189] tax
[189] advisor
[189] works
[189] home

Top Words in Tweet in G5:
[151] vaccination
[140] one
[139] vaccinated
[134] mandates
[133] more
[133] vaccine
[133] tyson
[133] foods
[133] york
[133] city

Top Words in Tweet in G6:
[204] forged
[103] vaccination
[103] employer
[102] wapo
[102] yorker
[102] david
[102] kemp
[102] charged
[102] under
[102] york

Top Words in Tweet in G7:
[99] employer
[91] recall
[91] cafreeland
[91] mandatory
[91] #vaccination
[91] news
[91] conference
[91] last
[91] week
[91] canada

Top Words in Tweet in G8:
[57] employer
[57] vaccination
[54] job
[52] people
[51] went
[51] peed
[51] cup
[51] claim
[51] having
[51] disclose

Top Words in Tweet in G9:
[4] employer
[4] vaccination
[3] govrondesantis
[2] around
[2] long
[2] izmks16
[2] edblackesq
[2] theprogequalist
[2] ronnie__lacy
[2] dogsdontliket

Top Words in Tweet in G10:
[98] vaccination
[50] eric25178848
[50] employer
[47] remind
[47] clause
[47] contract
[47] try
[47] terminate
[47] employment
[47] under

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[700] company,policy
[452] free,vaccination
[450] employer,threatens
[450] threatens,fire
[450] fire,refuse
[450] refuse,jab
[450] jab,come
[450] come,visit
[450] visit,myers
[450] myers,fletcher

Top Word Pairs in Tweet in G1:
[450] employer,threatens
[450] threatens,fire
[450] fire,refuse
[450] refuse,jab
[450] jab,come
[450] come,visit
[450] visit,myers
[450] myers,fletcher
[450] fletcher,gordon
[450] gordon,attorneys

Top Word Pairs in Tweet in G2:
[700] company,policy
[350] employer,adds
[350] adds,vaccination
[350] vaccination,requirement
[350] requirement,company
[350] policy,refuse
[350] refuse,vaccinated
[350] vaccinated,employer
[350] employer,fire
[350] fire,following

Top Word Pairs in Tweet in G3:
[48] vaccination,rates
[48] vaccine,mandates
[46] covid,19
[38] rates,topping
[38] topping,90
[31] 19,vaccination
[26] vaccination,status
[24] mandates,working
[24] 90,npr
[23] vaccination,card

Top Word Pairs in Tweet in G4:
[189] given,jab
[189] jab,orders
[189] orders,employer
[189] employer,tax
[189] tax,advisor
[189] advisor,works
[189] works,home
[189] home,wtaf
[189] wtaf,stood
[189] stood,down

Top Word Pairs in Tweet in G5:
[133] vaccine,mandates
[133] tyson,foods
[133] foods,york
[133] york,city
[133] city,schools
[133] vaccination,rates
[133] rates,topping
[133] topping,90
[132] quest,more
[132] more,americans

Top Word Pairs in Tweet in G6:
[102] wapo,yorker
[102] yorker,david
[102] david,kemp
[102] kemp,charged
[102] charged,under
[102] under,york
[102] york,law
[102] law,felony
[102] felony,possession
[102] possession,forged

Top Word Pairs in Tweet in G7:
[91] recall,cafreeland
[91] cafreeland,mandatory
[91] mandatory,#vaccination
[91] #vaccination,news
[91] news,conference
[91] conference,last
[91] last,week
[91] week,canada
[91] canada,largest
[91] largest,federal

Top Word Pairs in Tweet in G8:
[51] people,went
[51] went,peed
[51] peed,cup
[51] cup,job
[51] job,claim
[51] claim,having
[51] having,disclose
[51] disclose,vaccination
[51] vaccination,status
[51] status,employer

Top Word Pairs in Tweet in G9:
[2] around,long
[2] jetson77,jay_sker
[2] annie20554592,coxeanne
[2] lifenyc2,anniecherokee
[2] lee_whiten,waywardmegan15
[2] 2tall2fall4it,kellyring
[2] kellyring,webguytv
[2] webguytv,desnoyerrobert
[2] desnoyerrobert,thereseosulliv2
[2] thereseosulliv2,jdw714

Top Word Pairs in Tweet in G10:
[47] eric25178848,remind
[47] remind,employer
[47] employer,vaccination
[47] vaccination,clause
[47] clause,contract
[47] contract,try
[47] try,terminate
[47] terminate,employment
[47] employment,under
[47] under,refusing

Top Replied-To
Top Replied-To in Entire Graph:
@eric25178848
@vivsternz
@sarge1208
@occupydemocrats
@drjengunter
@davidakin
@erichinatl
@cakesalie
@zubymusic
@richsignorelli

Top Replied-To in G3:

Top Replied-To in G6:
@muricanlib

Top Replied-To in G7:
@davidakin
@globeandmail

Top Replied-To in G8:
@smblonderaising
@kittykat1961
@sisu27
@ahrrggghh
@t_kozie
@wikidwilse

Top Replied-To in G9:
@carl_maranto
@izmks16
@klee34036780
@govrondesantis

Top Replied-To in G10:
@eric25178848

Top Mentioned
Top Mentioned in Entire Graph:
@cafreeland
@nullary
@toastfloats
@dimsie
@govabbott
@abfedlabour
@gilmcgowan
@npr
@sbcexeccomm
@rosiem1919

Top Mentioned in G3:
@unbekoming

Top Mentioned in G5:
@npr

Top Mentioned in G6:
@liberalnavyseal

Top Mentioned in G7:
@cafreeland

Top Mentioned in G8:
@jessekellydc
@nrvscrcts
@greg79190803
@harringrj
@lttx8
@canadianflash54
@junebeanz
@wiltstg
@jsdh_s
@jillcoltonfree

Top Mentioned in G9:
@govrondesantis
@edblackesq
@theprogequalist
@ronnie__lacy
@dogsdontliket
@hrt6017
@chrisg409ubc
@jimaw63
@1quetzalcoatl1
@natfortrump2024

Top Mentioned in G10:
@deesonoio
@jesuistinkerbel

Top Tweeters
Top Tweeters in Entire Graph:
@berkleybearnews
@robinsnewswire
@andyvermaut
@bannerite
@politicalhedge
@southwestair
@washumom
@lizditz
@thehill
@indiatoday

Top Tweeters in G1:
@qweeniey
@uncle876
@irealpedro
@drewonline
@sirken3
@__daviann
@msthatom
@_mandisimo__
@rosheikagrant
@les_brise

Top Tweeters in G2:
@wheelsntoys
@drinkopoppapi
@miss_neoentle
@yolopalisson_
@mimzv
@malumdube
@bobby_m97
@bassiekayy
@fifi_originals
@nashlumu

Top Tweeters in G3:
@berkleybearnews
@andyvermaut
@politicalhedge
@exbulletinuk
@capatosta122
@paulhaider74
@feistsheindlin1
@cyrus_mcdugan
@fidtradz101
@r_wolfcastle

Top Tweeters in G4:
@z_chrissie
@lewtonserena5
@superbikeal
@flatearthcity
@ailsaforshaw
@cole_davesc66
@boenasvoabo
@viesvies1
@mag55rbt
@angelapower7

Top Tweeters in G5:
@viralvideovlogs
@johangreg
@ksp_libs
@tenajd
@contenttba
@seeyabeu
@dancygeorgia
@loonauntie
@uproar23
@julie_erick_a

Top Tweeters in G6:
@liverpotlian
@elkehollings
@sandykalano
@angelakrebs444
@dunnclan
@eilonwy24
@sharonsharonh10
@agitatorsneeded
@b_sputnik
@kimerlyus

Top Tweeters in G7:
@globeandmail
@blueyes9445
@rexglacer
@sunlorrie
@davidakin
@lindcalgary
@thom7002
@rgame2
@barbara61353150
@suekings35

Top Tweeters in G8:
@eclecticbrotha
@juliebhunt
@dudette9t9
@lauowolf
@susiemadrak
@gigipersists
@tetsukaba
@mjr1114
@preantediluvian
@teeda100

Top Tweeters in G9:
@thereseosulliv2
@ladyoftheocean1
@vincegottalotta
@klee34036780
@misshellca
@murphtoday
@jimaw63
@hrt6017
@flattielover
@truthisnott

Top Tweeters in G10:
@jesuistinkerbel
@sjgorrit
@mellefluous
@greenshame
@cindyer21473264
@righteousrant
@noworinfive
@ml9693
@jcfielvard
@toppekatt