vaccine mandate, Twitter, 9/11/2021 6:07:15 AM, 261675
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vaccine mandate_2021-09-10_21-47-14.xlsx
vaccine mandate_2021-09-10_21-47-14.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
September 11, 2021
Short Description:
vaccine mandate via NodeXL https://bit.ly/3hn92Wg
@alwebbj
@ingrahamangle
@smithseigel1
@joebiden
@nathanlerner
@newsweek
@potus
@rubinreport
@stephenking
@susanstjames3_

Top hashtags:
#covid19
#vaccinemandate
#bidenharris
#gopdeathcult
#donotcomply
#informedconsent

Description:
Description
The graph represents a network of 16,357 Twitter users whose recent tweets contained "vaccine mandate", 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 Saturday, 11 September 2021 at 05:45 UTC.

The tweets in the network were tweeted over the 2-hour, 13-minute period from Saturday, 11 September 2021 at 02:33 UTC to Saturday, 11 September 2021 at 04:47 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 : 16357
Unique Edges : 22716
Edges With Duplicates : 1248
Total Edges : 23964
Number of Edge Types : 5
Retweet : 16164
MentionsInRetweet : 3679
Replies to : 1073
Mentions : 1138
Tweet : 1910
Self-Loops : 1954
Reciprocated Vertex Pair Ratio : 0.00125052105043768
Reciprocated Edge Ratio : 0.00249791840133222
Connected Components : 1330
Single-Vertex Connected Components : 651
Maximum Vertices in a Connected Component : 13554
Maximum Edges in a Connected Component : 21125
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.281022
Graph Density : 8.08043529482106E-05
Modularity : 0.781061
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 16,357 Twitter users whose recent tweets contained "vaccine mandate", 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 Saturday, 11 September 2021 at 05:45 UTC.

The tweets in the network were tweeted over the 2-hour, 13-minute period from Saturday, 11 September 2021 at 02:33 UTC to Saturday, 11 September 2021 at 04:47 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 : vaccine mandate
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:
[634] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859?utm_medium=Social&utm_source=Twitter#Echobox=1631289096
[491] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[179] https://twitter.com/RepChrisStewart/status/1436115307253403652
[176] https://www.breitbart.com/health/2021/09/09/private-employers-prepare-lawsuits-biden-vaccine-mandate/?utm_source=facebook&utm_medium=social&fbclid=IwAR2vo3rlAdd0guRcIZ8yMFpBQC-AElRhsaGuT3S516HIkkBmj53kXfGjtHc
[126] https://www.abc.net.au/news/2021-09-11/police-crowdfund-legal-challenge-to-covid-19-vaccine-mandate/100454368
[113] https://trib.al/YvhhINL
[91] https://www.washingtonpost.com/opinions/2021/09/10/hyperbolic-gop-reaction-bidens-vaccine-mandate-shows-why-its-necessary/
[89] https://www.breitbart.com/health/2021/09/09/private-employers-prepare-lawsuits-biden-vaccine-mandate/
[85] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859?amp=1&__twitter_impression=true&s=09
[77] https://www.politico.com/news/magazine/2021/09/08/vaccine-mandate-strong-supreme-court-precedent-510280

Top URLs in Tweet in G1:
[20] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[13] https://justthenews.com/government/white-house/white-house-adviser-says-biden-will-run-over-gop-governors-resisting-vaccine
[13] https://justthenews.com/politics-policy/coronavirus/bidens-vaccine-mandate-federal-workers-does-not-apply-usps
[11] https://www.wptv.com/news/state/florida-gov-ron-desantis-vows-to-fight-back-against-federal-vaccine-mandate-for-american-workers
[7] https://redstate.com/sister-toldjah/2021/09/10/the-daggers-peter-doocy-shot-at-jen-psaki-over-vaccine-mandate-answer-would-make-superman-proud-n441142
[5] https://www.washingtontimes.com/news/2021/aug/17/george-mason-law-prof-granted-vaccine-mandate-exem/
[5] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859?utm_medium=Social&utm_source=Twitter#Echobox=1631289096
[5] https://www.breitbart.com/politics/2021/09/09/federal-law-enforcement-officers-association-opposes-biden-order-to-mandate-covid-vaccine/
[3] https://redstate.com/nick-arama/2021/09/10/jonathan-turley-has-two-words-for-ron-klains-big-misstep-on-bidens-vaccine-mandate-n441163
[3] https://www.11alive.com/article/news/verify/government-verify/congress-staff-exempt-from-federal-covid-19-vaccine-mandate/536-4175a8a3-649b-4ae6-87e2-60df8a6967a8

Top URLs in Tweet in G2:
[54] https://twitter.com/mazmhussain/status/1436468411064885280
[25] https://www.foxnews.com/politics/biden-set-to-announce-vaccine-mandate-or-weekly-testing-for-companies-with-more-than-100-employees
[18] https://www.washingtonpost.com/opinions/2021/09/10/hyperbolic-gop-reaction-bidens-vaccine-mandate-shows-why-its-necessary/
[16] https://twitter.com/PaulBegala/status/1426182138307743745
[15] https://hillreporter.com/robert-reich-douses-legal-challenges-to-coronavirus-vaccine-mandate-112100?utm_source=dlvr.it&utm_medium=twitter
[14] https://www.rawstory.com/robert-reich-vaccine-mandates/?utm_source=dlvr.it&utm_medium=twitter
[7] https://rumble.com/vmbydl-psaki-left-stumbling-over-bidens-vaccine-mandate-flip-flop.html?mref=22lbp&mc=56yab
[7] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[7] https://www.politico.com/news/magazine/2021/09/08/vaccine-mandate-strong-supreme-court-precedent-510280
[7] https://newrepublic.com/article/163122/vaccine-mandates-american-apple-pie

Top URLs in Tweet in G3:
[6] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[5] https://dailycaller.com/2021/09/09/republican-states-legal-options-joe-biden-vaccine-mandate/
[4] https://dailycaller.com/2021/09/09/biden-vaccine-mandate-gop-republican/
[4] https://www.breitbart.com/health/2021/09/09/private-employers-prepare-lawsuits-biden-vaccine-mandate/?utm_source=facebook&utm_medium=social&fbclid=IwAR2vo3rlAdd0guRcIZ8yMFpBQC-AElRhsaGuT3S516HIkkBmj53kXfGjtHc
[3] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859?utm_medium=Social&utm_source=Twitter#Echobox=1631289096
[2] https://www.newsmax.com/us/vaccine-mandate-private-employees/2021/09/09/id/1035759/
[2] https://m.theepochtimes.com/mkt_app/members-of-congress-federal-judges-staffers-exempt-from-vaccine-mandate_3991881.html?v=ul
[2] https://twitter.com/JackPosobiec/status/1436441862001381386
[2] https://townhall.com/tipsheet/leahbarkoukis/2021/09/10/biden-threatens-to-use-powers-as-president-to-get-uncooperative-governors-out-of-the-way-n2595654?1022
[1] https://twitter.com/mazmhussain/status/1436468411064885280

Top URLs in Tweet in G4:
[141] https://www.breitbart.com/health/2021/09/09/private-employers-prepare-lawsuits-biden-vaccine-mandate/?utm_source=facebook&utm_medium=social&fbclid=IwAR2vo3rlAdd0guRcIZ8yMFpBQC-AElRhsaGuT3S516HIkkBmj53kXfGjtHc
[84] https://www.breitbart.com/health/2021/09/09/private-employers-prepare-lawsuits-biden-vaccine-mandate/
[80] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[19] https://www.dailywire.com/news/rnc-were-suing-biden-over-vaccine-mandate
[19] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859?utm_medium=Social&utm_source=Twitter#Echobox=1631289096
[12] https://trib.al/AevQXgf
[9] https://www.rt.com/usa/534502-mike-pence-biden-vaccine-mandate/
[9] https://www.dailymail.co.uk/news/article-9978981/Psaki-brushes-question-Biden-mandating-vaccines-big-companies-not-migrants.html
[7] https://www.westernjournal.com/wh-chief-staff-may-doomed-bidens-vaccine-mandate/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[6] https://www.breitbart.com/politics/2021/09/09/ron-desantis-kristi-noem-greg-abbott-vow-fight-biden-vaccine-tyranny/

Top URLs in Tweet in G5:
[23] https://mississippitoday.org/2021/09/10/tate-reeves-joe-biden-covid-19-vaccine-mandate/
[17] https://www.thedailybeast.com/matt-walsh-calls-biden-rotting-bag-of-oatmeal-after-vaccine-mandate-speech?via=twitter_page
[16] https://www.politico.com/news/magazine/2021/09/08/vaccine-mandate-strong-supreme-court-precedent-510280
[10] https://www.cnn.com/2021/09/10/business/biden-vaccine-mandate/index.html
[10] https://trib.al/i70Jajc
[9] https://news.columbia.edu/news/how-and-why-columbias-vaccine-mandate-worked
[7] https://www.cbsnews.com/video/bidens-new-covid-19-vaccine-mandates-include-requirements-for-large-businesses/#x
[5] https://www.rawstory.com/robert-reich-vaccine-mandates/
[4] https://twitter.com/RepChrisStewart/status/1436115307253403652
[4] https://www.washingtonpost.com/opinions/2021/09/10/hyperbolic-gop-reaction-bidens-vaccine-mandate-shows-why-its-necessary/

Top URLs in Tweet in G6:
[60] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[19] https://www.foxnews.com/media/axios-biden-vaccine-mandate-gop-uprising
[8] https://www.nytimes.com/2021/09/10/health/coronavirus-vaccine-mandate.html
[8] https://news.google.com/__i/rss/rd/articles/CBMiSmh0dHBzOi8vd3d3Lm55dGltZXMuY29tLzIwMjEvMDkvMTAvaGVhbHRoL2Nvcm9uYXZpcnVzLXZhY2NpbmUtbWFuZGF0ZS5odG1s0gFOaHR0cHM6Ly93d3cubnl0aW1lcy5jb20vMjAyMS8wOS8xMC9oZWFsdGgvY29yb25hdmlydXMtdmFjY2luZS1tYW5kYXRlLmFtcC5odG1s?oc=5&utm_source=dlvr.it&utm_medium=twitter
[7] https://www.abc.net.au/news/2021-09-11/police-crowdfund-legal-challenge-to-covid-19-vaccine-mandate/100454368?utm_campaign=abc_news_web&utm_content=twitter&utm_medium=content_shared&utm_source=abc_news_web
[6] https://uncoverdc.com/2021/09/10/the-red-state-rebellion-against-the-vaccine-mandate/
[5] https://www.theblaze.com/news/allison-williams-vaccine-mandate-espn
[5] https://www.abc.net.au/news/2021-09-11/police-crowdfund-legal-challenge-to-covid-19-vaccine-mandate/100454368
[5] https://www.foxnews.com/politics/psaki-stands-by-employer-vaccine-mandate-while-illegal-immigrants-remain-unvaccinated-thats-correct
[5] https://www.nytimes.com/2021/09/10/health/coronavirus-vaccine-mandate.html?smid=tw-share

Top URLs in Tweet in G7:
[523] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859?utm_medium=Social&utm_source=Twitter#Echobox=1631289096
[14] https://www.wsj.com/articles/bidens-new-vaccine-mandates-what-do-they-do-and-whom-do-they-affect-11631229224
[14] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[4] https://www.foxnews.com/politics/psaki-stands-by-employer-vaccine-mandate-while-illegal-immigrants-remain-unvaccinated-thats-correct
[3] https://www.nytimes.com/video/us/politics/100000007884901/vaccine-mandate-not-federal-role-psaki.html
[2] https://www.newsweek.com/jd-vance-senate-candidate-urges-mass-civil-disobedience-after-biden-vaccine-mandate-1627872?utm_medium=Social&utm_source=Twitter#Echobox=1631290831
[2] https://www.newsweek.com/joe-biden-employee-vaccine-mandate-rules-98-percent-most-companies-unaffected-1627824?utm_medium=Social&utm_source=Twitter#Echobox=1631280158
[2] https://cnsnews.com/article/washington/michael-w-chapman/federal-law-officers-association-opposes-bidens-covid-vaccine
[2] https://www.breitbart.com/politics/2021/08/25/hundreds-afghans-resettled-texas-florida-pennsylvania-arizona/
[2] https://www.newsweek.com/fake-vaccine-card-vendors-multiply-thousands-after-bidens-new-mandate-study-1627952

Top URLs in Tweet in G8:
[36] https://twitter.com/thehill/status/1436068392197361664
[6] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859?utm_medium=Social&utm_source=Twitter#Echobox=1631289096
[5] https://independentchronicle.com/gop-governors-vow-to-fight-bidens-vaccine-mandate-this-is-still-america/
[4] https://twitter.com/chrislhayes/status/1436188217917820929
[3] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[2] https://www.newsweek.com/jd-vance-senate-candidate-urges-mass-civil-disobedience-after-biden-vaccine-mandate-1627872
[2] https://www.breitbart.com/health/2021/09/09/private-employers-prepare-lawsuits-biden-vaccine-mandate/?utm_source=facebook&utm_medium=social&fbclid=IwAR2vo3rlAdd0guRcIZ8yMFpBQC-AElRhsaGuT3S516HIkkBmj53kXfGjtHc
[2] https://www.breitbart.com/politics/2021/09/10/survey-around-90-of-san-diego-police-officers-oppose-covid-19-vaccine-mandate/
[2] https://thepostmillennial.com/breaking-red-state-governors-push-back-on-bidens-vaccine-mandate
[2] https://townhall.com/tipsheet/landonmion/2021/09/10/espn-reporter-to-skip-college-football-season-due-to-vaccine-mandate-n2595717

Top URLs in Tweet in G9:
[14] https://www.cnn.com/2021/09/10/business/biden-vaccine-mandate/index.html
[7] https://www.seattletimes.com/seattle-news/politics/sickout-at-seattle-city-light-over-covid-19-vaccine-mandate-doesnt-materialize/
[4] https://twitter.com/owillis/status/1436335621837053973
[4] https://twitter.com/noorchashm/status/1436422391035482114
[4] https://wearingitwell.com/collections/living-life/Unisex
[3] https://www.nytimes.com/2021/09/10/opinion/politics/biden-vaccine-mandate.html?smid=tw-share
[2] https://www.rawstory.com/robert-reich-vaccine-mandates/?utm_source=dlvr.it&utm_medium=twitter
[2] https://trib.al/oANYq2u
[2] https://www.healthline.com/health-news/vaccine-mandates-in-schools-arent-new-theyve-been-used-since-1850
[2] https://twitter.com/ryangrim/status/1436131855057793027

Top URLs in Tweet in G10:
[10] https://www.latimes.com/california/story/2021-09-09/los-angeles-school-officials-approve-vaccine-mandate?utm_id=37413&sfmc_id=831412
[4] https://twitter.com/nytpolitics/status/1436442148040318983
[4] https://abcnews.go.com/Politics/biden-gop-governors-threatening-sue-vaccine-mandates/story?id=79938768
[2] https://www.nytimes.com/2021/09/09/us/politics/vaccine-mandates-history.html
[2] https://trib.al/oANYq2u
[2] https://www.cbsnews.com/news/covid-19-vaccine-mandate-religious-exemption/?intcid=CNI-00-10aaa3a
[2] https://www.rawstory.com/robert-reich-vaccine-mandates/
[1] https://hillreporter.com/ben-shapiro-goes-on-fox-urges-companies-to-defy-the-biden-vaccine-mandate-111987?utm_source=dlvr.it&utm_medium=twitter
[1] https://messagebox.substack.com/p/joe-biden-vaccine-mandates-and-building
[1] https://www.nydailynews.com/news/politics/new-york-elections-government/ny-nyc-de-blasio-covid-vaccine-mandate-fines-20210909-bjuewtpbv5aunddjglgsoryvjm-story.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1306] newsweek.com
[742] twitter.com
[428] trib.al
[300] breitbart.com
[222] nytimes.com
[197] foxnews.com
[156] washingtonpost.com
[135] net.au
[106] politico.com
[90] cnn.com

Top Domains in Tweet in G1:
[26] justthenews.com
[25] newsweek.com
[11] wptv.com
[10] redstate.com
[8] breitbart.com
[6] twitter.com
[5] washingtontimes.com
[3] rumble.com
[3] 11alive.com
[2] americanmilitarynews.com

Top Domains in Tweet in G2:
[85] twitter.com
[45] foxnews.com
[22] newsmax.com
[22] hillreporter.com
[21] rawstory.com
[19] washingtonpost.com
[17] newsweek.com
[11] townhall.com
[9] rumble.com
[9] trib.al

Top Domains in Tweet in G3:
[9] newsweek.com
[9] dailycaller.com
[5] breitbart.com
[3] twitter.com
[2] newsmax.com
[2] theepochtimes.com
[2] townhall.com
[1] theblaze.com
[1] foxnews.com
[1] nypost.com

Top Domains in Tweet in G4:
[233] breitbart.com
[102] newsweek.com
[19] dailywire.com
[13] trib.al
[13] foxnews.com
[12] westernjournal.com
[10] co.uk
[9] rt.com
[9] twitter.com
[5] opb.org

Top Domains in Tweet in G5:
[23] mississippitoday.org
[18] thedailybeast.com
[16] politico.com
[13] trib.al
[10] cnn.com
[9] columbia.edu
[7] cbsnews.com
[6] twitter.com
[5] rawstory.com
[5] washingtonpost.com

Top Domains in Tweet in G6:
[78] newsweek.com
[42] twitter.com
[30] foxnews.com
[23] nytimes.com
[12] net.au
[12] theblaze.com
[12] google.com
[11] cnn.com
[11] theepochtimes.com
[10] washingtonpost.com

Top Domains in Tweet in G7:
[544] newsweek.com
[14] wsj.com
[5] foxnews.com
[4] breitbart.com
[3] nytimes.com
[2] cnsnews.com
[1] newsmax.com
[1] nypost.com

Top Domains in Tweet in G8:
[41] twitter.com
[12] newsweek.com
[5] independentchronicle.com
[4] breitbart.com
[2] foxnews.com
[2] thepostmillennial.com
[2] townhall.com
[1] co.uk
[1] twitchy.com
[1] youtube.com

Top Domains in Tweet in G9:
[14] cnn.com
[10] twitter.com
[7] seattletimes.com
[4] wearingitwell.com
[3] nytimes.com
[3] trib.al
[3] rawstory.com
[2] healthline.com
[1] slate.com
[1] latimes.com

Top Domains in Tweet in G10:
[10] latimes.com
[5] twitter.com
[5] go.com
[3] trib.al
[3] rawstory.com
[2] nytimes.com
[2] cbsnews.com
[1] hillreporter.com
[1] substack.com
[1] nydailynews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[578] covid19
[56] vaccinemandate
[50] bidenharris
[44] gopdeathcult
[44] donotcomply
[42] informedconsent
[40] biden
[40] vaccine
[39] foxnews
[33] dictatorbiden



Top Hashtags in Tweet in G1:
[14] breaking
[5] vaccine
[3] biden
[3] mandate
[2] experimental
[2] nurembergcode
[2] wakeup
[2] godsarmy
[1] foxnews

Top Hashtags in Tweet in G2:
[498] covid19
[20] donotcomply
[10] vaccine
[8] alpolitics
[4] hnn
[4] hinews
[4] covidiots
[3] mandate
[2] justthenews
[2] covid

Top Hashtags in Tweet in G3:
[1] iwillnotcomply
[1] bidenharris

Top Hashtags in Tweet in G4:
[9] covid
[5] bidendictator
[5] vaccine
[4] usps
[4] donotcomply
[3] scotus
[3] bidens
[3] mandate
[3] equal
[3] justice

Top Hashtags in Tweet in G5:
[4] thisisourshot
[2] dictatorbiden
[2] getvaccinatednow
[2] wearamask
[1] bidenharris
[1] sloppythinker
[1] gopdeathcult
[1] gopliars

Top Hashtags in Tweet in G6:
[11] foxnews
[6] news
[6] covid19
[5] vaccine
[4] biden
[4] vaccinemandate
[3] mandates
[3] smartnews
[3] iwillnotcomply
[3] breakingnews

Top Hashtags in Tweet in G7:
[2] justsayno
[2] covid19
[2] vaccine

Top Hashtags in Tweet in G8:
[4] donotcomply

Top Hashtags in Tweet in G9:
[41] bidenharris
[3] covid19
[2] istandwithbiden
[1] dictatorbiden

Top Hashtags in Tweet in G10:
[18] dictatorbiden
[12] onev1
[12] wtpblue
[10] demvoice1
[3] bidenharris
[3] getvaccinated
[2] georgewashington
[2] vaccinemandate
[2] wearamask
[1] bidendelivers

Top Words
Top Words in Tweet in Entire Graph:
[18911] vaccine
[17706] mandate
[6968] biden
[4344] biden's
[4175] federal
[3499] covid
[3355] testing
[2912] exempt
[2815] congress
[2456] states

Top Words in Tweet in G1:
[1594] vaccine
[1592] mandate
[1191] federal
[1176] biden's
[1136] states
[1131] oppose
[1109] breaking
[1107] 26
[255] evil
[231] biden

Top Words in Tweet in G2:
[1504] vaccine
[1434] mandate
[1171] testing
[1042] under
[579] potus
[561] joebiden
[509] help
[504] something
[498] #covid19
[497] getting

Top Words in Tweet in G3:
[1460] mandate
[1313] vaccine
[1095] biden
[907] exempt
[885] congress
[874] covid
[869] staff
[862] really
[844] testing
[843] stopping

Top Words in Tweet in G4:
[1155] vaccine
[1139] mandate
[587] biden
[583] biden's
[478] states
[477] federal
[460] oppose
[328] 27
[266] currently
[266] majority

Top Words in Tweet in G5:
[1324] vaccine
[1123] 000
[1119] children
[1118] hospitalized
[784] mandate
[648] biden
[630] covid
[566] day
[564] testing
[560] still

Top Words in Tweet in G6:
[605] vaccine
[570] mandate
[187] biden
[142] biden's
[107] covid
[79] federal
[64] over
[60] mandates
[57] congress
[55] 19

Top Words in Tweet in G7:
[629] vaccine
[628] mandate
[568] biden's
[560] congress
[546] staff
[546] exempt
[535] members
[51] federal
[47] biden
[27] president

Top Words in Tweet in G8:
[556] vaccine
[550] mandate
[395] federal
[371] back
[370] twitter
[369] saying
[369] july
[368] reminder
[368] banned
[66] choice

Top Words in Tweet in G9:
[598] people
[532] vaccine
[518] mandate
[490] safe
[318] don
[253] work
[249] going
[248] employers
[247] back
[246] exactly

Top Words in Tweet in G10:
[450] vaccine
[442] mandate
[364] biden
[354] president
[334] die
[334] week
[333] jared
[333] golden
[333] criticism
[333] ill

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[13132] vaccine,mandate
[2881] federal,vaccine
[2858] biden,vaccine
[2248] congress,staff
[2242] staff,exempt
[2003] testing,mandate
[2002] states,oppose
[1935] biden's,federal
[1916] oppose,biden's
[1850] biden's,vaccine

Top Word Pairs in Tweet in G1:
[1502] vaccine,mandate
[1147] federal,vaccine
[1130] states,oppose
[1129] biden's,federal
[1126] oppose,biden's
[1107] 26,states
[1101] breaking,26
[140] joe,biden
[127] biden,evil
[127] evil,ruler

Top Word Pairs in Tweet in G2:
[1198] vaccine,mandate
[489] mandate,joebiden
[488] something,getting
[488] getting,buried
[488] buried,under
[488] under,lede
[488] lede,vaccine
[488] joebiden,negotiated
[488] negotiated,walmart
[488] walmart,amazon

Top Word Pairs in Tweet in G3:
[869] congress,staff
[869] staff,exempt
[867] biden,vaccine
[845] exempt,biden
[843] vaccine,testing
[843] testing,mandate
[843] mandate,really
[843] really,stopping
[843] stopping,spread
[843] spread,covid

Top Word Pairs in Tweet in G4:
[1015] vaccine,mandate
[458] states,oppose
[452] federal,vaccine
[395] oppose,biden's
[395] biden's,federal
[326] 27,states
[266] currently,27
[266] mandate,majority
[266] biden,vaccine
[198] staff,exempt

Top Word Pairs in Tweet in G5:
[1118] 000,children
[560] vaccine,testing
[560] testing,mandate
[559] 30,000
[559] children,young
[559] young,vaccine
[559] vaccine,hospitalized
[559] hospitalized,covid
[559] covid,august
[559] august,still

Top Word Pairs in Tweet in G6:
[473] vaccine,mandate
[108] biden's,vaccine
[57] biden,vaccine
[54] covid,19
[49] vaccine,mandates
[47] members,congress
[39] 19,vaccine
[38] congress,staff
[37] staff,exempt
[34] exempt,biden's

Top Word Pairs in Tweet in G7:
[591] vaccine,mandate
[546] congress,staff
[546] staff,exempt
[535] members,congress
[535] biden's,vaccine
[528] exempt,biden's
[26] federal,vaccine
[24] states,oppose
[23] biden,vaccine
[23] oppose,biden's

Top Word Pairs in Tweet in G8:
[496] vaccine,mandate
[394] federal,vaccine
[368] reminder,twitter
[368] twitter,banned
[368] banned,saying
[368] saying,federal
[368] mandate,back
[368] back,july
[37] biden,vaccine
[37] mandate,vaccine

Top Word Pairs in Tweet in G9:
[371] vaccine,mandate
[242] reporter,asked
[242] asked,today
[242] today,vaccine
[242] mandate,make
[242] make,harder
[242] harder,employers
[242] employers,hire
[242] hire,exactly
[242] exactly,opposite

Top Word Pairs in Tweet in G10:
[397] vaccine,mandate
[346] president,biden
[335] biden,vaccine
[333] jared,golden
[333] golden,criticism
[333] criticism,president
[333] mandate,ill
[333] ill,advised
[333] advised,short
[333] short,sighted

Top Replied-To
Top Replied-To in Entire Graph:
@angry_staffer
@potus
@dr_cmm
@joebiden
@govparsonmo
@billkristol
@gregabbott_tx
@ingrahamangle
@joncoopertweets
@vriggsbee

Top Replied-To in G1:
@jsolomonreports
@thebradfordfile
@knicksboy89
@alwebbj
@9and10news

Top Replied-To in G2:
@potus
@joebiden
@gregabbott_tx
@joncoopertweets
@foxnews
@governorkayivey
@chrislhayes
@bonginoreport
@realtuckfrumper
@lisa64747

Top Replied-To in G3:
@ingrahamangle
@trapperjohn151
@gitrdonelarry
@billoreilly
@robreiner
@danrather
@dailycaller
@sherryande
@buckymcbucface2
@pdubdev

Top Replied-To in G4:
@laurenmcc777
@batemanbradford
@leannaevolution
@dailycaller
@whereistruth17
@drleanawen
@drdavidsamadi
@jdvance1
@arkancided
@lovedomine

Top Replied-To in G5:
@angry_staffer
@nathanlerner
@blackknight10k
@ryanmatsumoto1
@pjhn22
@kingfizzl3
@valdyr

Top Replied-To in G7:
@conceptualjames
@economic_mike
@fiatluxgenesis
@theconsciousrn_

Top Replied-To in G8:
@averagedood1
@thevaluesvoter
@christinapushaw
@lgrngo

Top Replied-To in G9:
@dr_cmm
@mmpadellan
@juliettekayyem
@reportsdanews
@txbiz
@maddowblog
@marceelias
@sullivankatlin1
@kaitlancollins
@theleadcnn

Top Replied-To in G10:
@govbilllee
@beingjwood
@stephenking
@sdr_medco
@ronbrownstein
@mamawinn86

Top Mentioned
Top Mentioned in Entire Graph:
@potus
@joebiden
@walmart
@amazon
@kroger
@breitbartnews
@realdailywire
@jeremydboreing
@maxboot
@govmikehuckabee

Top Mentioned in G1:
@alwebbj
@bleu6666
@therowdypodcast
@debra62306956
@jsolomonreports

Top Mentioned in G2:
@potus
@joebiden
@walmart
@amazon
@kroger
@foxnews
@gregabbott_tx
@presssec
@barackobama
@tppf

Top Mentioned in G3:
@mariabartiromo
@dailycaller
@captainsambrown

Top Mentioned in G4:
@breitbartnews
@westjournalism
@mailonline
@pfizer
@vumchealth
@jdvance1
@marica10669527
@amwick2
@causeofourjoy
@liftdupbyangels

Top Mentioned in G5:
@db491865
@potus
@govtatereeves1
@dollymad1812
@chron
@maxboot
@nkagetsu
@angry_staffer
@urocklive1
@nytimes

Top Mentioned in G6:
@wsav

Top Mentioned in G7:
@newsweek
@ekrahm
@breitbartnews

Top Mentioned in G8:
@timcast
@dougburgum
@reparmstrongnd
@senkevincramer
@sdotgatewood
@holiday4__
@rubinreport
@jack
@jasonsmigelski

Top Mentioned in G9:
@docrocktex26
@glennhamer
@lesliemarshall
@momrovin
@kaitlancollins
@dr_cmm
@briankempga
@garepublicans
@gloriaborger
@equerystrian

Top Mentioned in G10:
@rachelvscott
@sdr_medco
@abc

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@tomthunkitsmind
@missb62
@tinamarie_80s
@world_news_eng
@independent
@caligirlleftie
@gojira007x
@mharvey816
@housecracka

Top Tweeters in G1:
@housecracka
@dgendvil
@saveaslave
@cbinflux
@norvilgirl
@11alivenews
@dmashak
@1kimsey
@markgraben
@studpardee

Top Tweeters in G2:
@mharvey816
@padakitty
@cheezwitham
@patriot_girl_tx
@jamestoupin
@tres444
@actdontreact
@hockeyfangirl12
@jeannie_hartley
@squirrel1110

Top Tweeters in G3:
@ladym3033
@jpwilloughby
@dailycaller
@pjw20161951
@americarising17
@arbara0728b
@blupony3
@lonestarmango
@heatherhamama
@warrensworld22

Top Tweeters in G4:
@docwashburn
@oldsalz
@fl85
@whosfibbing
@troubleddays
@ibangel
@bikerbd
@purrpatrol
@raghuaiyar
@duduacgsfc

Top Tweeters in G5:
@missb62
@jjj5819
@justwhatnowwhy
@morgfair
@iveyjanette_207
@wismiss3
@rrnunez
@oufenix
@dollymad1812
@m42calhoun

Top Tweeters in G6:
@pulpnews
@jenkers_en
@chronlaw
@usrealitycheck
@exbulletinuk
@dubvnow
@9news
@sunilkumaraus
@persiankittenz
@edwardarowe1

Top Tweeters in G7:
@mobygrapefan
@ihatethemedia
@nc_24
@312shelly3
@mfheeech
@glezee81
@terajits
@reeltexas
@newsweek
@bcbluecon

Top Tweeters in G8:
@nvehecnycrrcom1
@smokeydogg777
@bakersonpeekay
@mkjkimk
@spotshopmedia
@eclipsethis2003
@thevaluesvoter
@tri26
@r_daneel_0livaw
@jds44894884

Top Tweeters in G9:
@tomthunkitsmind
@stockguy61
@cnbsnana
@gregmroscoe
@docrocktex26
@teakinrj
@570karen
@criticalanglez
@inglamwetrust
@ecampo12

Top Tweeters in G10:
@rhiles2760
@gwydion620
@smilan317
@whirledcitizen_
@michelejeanson1
@deansherrys
@nasty_woman2
@jcr914
@broomstick33
@bellablue1060


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