vaccine mandates, Twitter, 9/11/2021 12:34:38 PM, 261689
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vaccine mandates_2021-09-11_04-19-27.xlsx
vaccine mandates_2021-09-11_04-19-27.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
September 11, 2021
Short Description:
vaccine mandates via NodeXL https://bit.ly/3lcPntf
@drdavidsamadi
@alwebbj
@arimelber
@marian_steffen
@johnson07648149
@disclosetv
@funder
@potus
@laurenmcc777
@smithseigel1

Top hashtags:
#vaccinemandate
#gopdeathcult
#biden
#covid19
#manditoryvaccination

Description:
Description
The graph represents a network of 16,971 Twitter users whose recent tweets contained "vaccine mandates", 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 12:11 UTC.

The tweets in the network were tweeted over the 7-hour, 22-minute period from Saturday, 11 September 2021 at 03:57 UTC to Saturday, 11 September 2021 at 11:19 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 : 16971
Unique Edges : 21305
Edges With Duplicates : 1166
Total Edges : 22471
Number of Edge Types : 5
Retweet : 16053
Tweet : 1936
MentionsInRetweet : 1624
Replies to : 1452
Mentions : 1406
Self-Loops : 1985
Reciprocated Vertex Pair Ratio : 0.00114251651681486
Reciprocated Edge Ratio : 0.00228242532499752
Connected Components : 1383
Single-Vertex Connected Components : 699
Maximum Vertices in a Connected Component : 14022
Maximum Edges in a Connected Component : 19316
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.674861
Graph Density : 6.99796842247479E-05
Modularity : 0.808309
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 16,971 Twitter users whose recent tweets contained "vaccine mandates", 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 12:11 UTC.

The tweets in the network were tweeted over the 7-hour, 22-minute period from Saturday, 11 September 2021 at 03:57 UTC to Saturday, 11 September 2021 at 11:19 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 mandates
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:
[413] https://twitter.com/telegraph/status/1436032609033797632
[169] https://www.nytimes.com/2021/09/10/health/coronavirus-vaccine-mandate.html?smid=tw-share
[155] http://www.nws.mx/tv
[146] https://childrenshealthdefense.org/defender/biden-vaccine-mandates-politicians-fight-back/
[126] https://www.history.com/news/smallpox-vaccine-supreme-court
[111] https://apnews.com/article/joe-biden-business-health-coronavirus-pandemic-executive-branch-18fb12993f05be13bf760946a6fb89be
[92] https://twitter.com/johnjharwood/status/1436317892803506229
[84] https://www.youtube.com/watch?v=95PG_wPIdKk&feature=youtu.be

[70] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859?amp=1&utm_medium=Social&utm_source=Twitter&__twitter_impression=true
[69] https://www.rawstory.com/rachel-maddow-ryan-cole-idaho/

Top URLs in Tweet in G1:
[2] https://t.me/joinchat/WH1yBJLbPFgz1EbO
[2] https://www.verifythis.com/article/news/verify/government-verify/congress-staff-exempt-from-federal-covid-19-vaccine-mandate/536-4175a8a3-649b-4ae6-87e2-60df8a6967a8
[2] https://nypost.com/2021/08/23/vaccine-mandates-are-a-cruel-stick-to-beat-people-with/
[2] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[2] https://conventionofstates.com/news/we-saw-these-vaccine-mandates-coming-and-now-we-must-fight-back
[1] https://www.barrons.com/articles/vaccine-mandates-corporate-america-51631312111
[1] https://www.thegatewaypundit.com/2021/09/psaki-runs-away-reporter-asks-happened-body-choice-comes-covid-vaccine-mandates-video/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[1] https://twitter.com/mtracey/status/1436341683919130624
[1] https://rumble.com/vm4pbt-the-5th-doctor-ep.-4-charter-of-rights-and-freedoms-legend-brian-peckford-c.html

Top URLs in Tweet in G2:
[9] https://www.axios.com/biden-vaccine-mandate-republicans-uprising-b0b2aea2-54f6-4a7b-bc22-089de803b609.html?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_content=politics-vaccinemandate
[8] https://www.nickadamsusa.com/news/these-21-governors-have-spoken-out-against-bidens-new-vaccine-mandates
[8] https://www.conservativestateleaders.com/freedom/?utm_source=exc_TW&utm_campaign=878b2111
[6] https://twitter.com/telegraph/status/1436032609033797632
[4] https://twitter.com/evanhill/status/1436422176425578496
[4] https://twitter.com/mtracey/status/1436341683919130624
[4] https://www.aflegal.org/news/afl-denounces-bidens-unlawful-covid-mandates
[3] https://apnews.com/article/joe-biden-business-health-coronavirus-pandemic-executive-branch-18fb12993f05be13bf760946a6fb89be
[2] https://www.wwnytv.com/2021/09/10/hospital-stop-delivering-babies-maternity-workers-resign-over-vaccine-mandate/
[2] https://twitter.com/sarahlongwell25/status/1436358538721386502

Top URLs in Tweet in G3:
[16] https://twitter.com/DanCrenshawTX/status/1436064727038406657
[12] https://newrepublic.com/article/163122/vaccine-mandates-american-apple-pie
[11] https://www.washingtonpost.com/arts-entertainment/2021/09/09/howard-stern-unvaccinated-freedom-covid/
[9] https://www.rawstory.com/rachel-maddow-ryan-cole-idaho/
[5] https://thefederalist.com/2015/02/03/the-insane-vaccine-debate/
[5] https://www.politico.com/amp/news/magazine/2021/09/08/vaccine-mandate-strong-supreme-court-precedent-510280
[5] https://www.nytimes.com/2021/09/10/us/republicans-biden-covid.html?smid=tw-share
[4] https://www.scientificamerican.com/article/vaccine-mandates-are-lawful-effective-and-based-on-rock-solid-science/
[4] https://twitter.com/Fly_Sistah/status/1422269274316492805?s=19
[4] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859

Top URLs in Tweet in G4:
[18] https://www.rawstory.com/rachel-maddow-ryan-cole-idaho/
[16] https://www.cnn.com/us/live-news/coronavirus-school-vaccine-updates-09-10-21/h_077dc4d7ed9c971bf08f8917638652cf?utm_medium=social&utm_source=twCNN&utm_content=2021-09-10T14:58:07
[5] https://www.healthline.com/health-news/vaccine-mandates-in-schools-arent-new-theyve-been-used-since-1850
[4] https://www.silive.com/news/2021/09/are-coronavirus-vaccine-mandates-unconstitutional-heres-what-a-legal-expert-says.html
[3] https://www.politico.com/f/?id=0000017b-329a-d185-a97b-3f9ef4610000
[3] https://twitter.com/pbump/status/1436334755071549445
[3] https://www.youtube.com/watch?v=95PG_wPIdKk&feature=youtu.be

[2] https://www.law.cornell.edu/supremecourt/text/197/11
[2] https://trib.al/eT3VlMe
[2] https://twitter.com/johnjharwood/status/1436317892803506229

Top URLs in Tweet in G5:
[60] https://www.youtube.com/watch?v=95PG_wPIdKk&feature=youtu.be

[22] https://messagebox.substack.com/p/joe-biden-vaccine-mandates-and-building
[12] https://www.huffpost.com/entry/joni-ernst-biden-vaccine-mandate-response_n_613c5f5de4b090b79e842c11?utm_source=dlvr.it&utm_medium=twitter
[11] https://trib.al/uQoME7z
[11] https://www.koin.com/news/business/biden-white-house-vaccine-mandate-portland-pnw-companies-nike-columbia-sportswear-intel-adidas-tim-boyle/?utm_medium=referral&utm_campaign=socialflow&utm_source=t.co
[9] https://www.rawstory.com/rachel-maddow-ryan-cole-idaho/?utm_source=dlvr.it&utm_medium=twitter
[9] https://www.washingtonpost.com/politics/biden-thought-he-could-persuade-vaccine-skeptics-he-couldnt-so-he-embraced-mandates/2021/09/10/858577bc-1243-11ec-9cb6-bf9351a25799_story.html
[5] https://www.rawstory.com/robert-reich-vaccine-mandates/?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.npr.org/2021/08/29/1032169566/the-u-s-has-a-long-precedent-for-vaccine-mandates
[4] https://trib.al/8YI4ir3

Top URLs in Tweet in G6:
[6] https://www.crisismagazine.com/2021/vaccine-mandates-violate-catholic-moral-teaching
[4] https://www.texastribune.org/2021/09/10/coronavirus-texas-vaccine-mandate-hospitals/?utm_campaign=trib-social&utm_content=1631313622&utm_medium=social&utm_source=twitter
[3] https://summit.news/2021/09/10/video-psaki-declares-government-will-make-employers-enforce-vaccine-mandates/
[3] https://www.advocateme.com.au/post/nsw-teachers-unite-against-mandatory-vaccination
[3] https://www.breitbart.com/politics/2021/09/10/human-rights-champion-reggie-littlejohn-slams-joe-biden-over-vaccine-mandates/
[2] https://twitter.com/vogler79/status/1436184061559648256
[2] https://www.breitbart.com/politics/2021/09/10/ron-desantis-fundamentally-wrong-put-americans-out-work-vaccine-mandates-will-fight/
[2] https://www.shrm.org/resourcesandtools/legal-and-compliance/employment-law/pages/does-osha-require-employers-to-record-vaccine-reactions.aspx
[2] https://twitter.com/HarmlessYardDog/status/1436420059015090180
[1] https://thepostmillennial.com/companies-and-states-announce-refusal-to-comply-with-bidens-vaccine-mandate

Top URLs in Tweet in G7:
[13] https://www.nytimes.com/2021/09/09/us/politics/vaccine-mandates-history.html?partner=IFTTT
[10] https://www.rawstory.com/republican-governors-vaccine-mandates/
[9] https://childrenshealthdefense.org/defender/biden-vaccine-mandates-politicians-fight-back/
[9] https://www.nytimes.com/2021/09/10/us/republicans-biden-covid.html?partner=IFTTT
[8] https://www.nytimes.com/2021/09/09/us/politics/biden-vaccine-mandates-transcript.html?partner=IFTTT
[8] https://www.nytimes.com/2021/09/10/us/republicans-biden-covid.html?smid=tw-share
[8] https://www.nytimes.com/2021/09/09/us/politics/vaccine-mandates-history.html
[7] https://www.breitbart.com/politics/2021/09/10/msnbc-guest-calls-drone-strikes-americans-opposed-vaccine-mandates/
[7] https://www.theguardian.com/us-news/2021/sep/10/joe-biden-vaccine-mandates-coronavirus-covid
[6] https://www.nytimes.com/2021/09/10/health/coronavirus-vaccine-mandate.html?smid=tw-share

Top URLs in Tweet in G8:
[7] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859?amp=1&__twitter_impression=true
[6] https://www.nytimes.com/2021/09/09/us/politics/biden-vaccine-mandates-transcript.html
[5] https://www.thegatewaypundit.com/2021/09/didnt-age-cdc-chief-says-will-no-forced-federal-vaccine-mandates/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[3] https://apnews.com/article/joe-biden-business-health-coronavirus-pandemic-executive-branch-18fb12993f05be13bf760946a6fb89be
[3] https://twitter.com/telegraph/status/1436032609033797632
[3] https://www.thecountersignal.com/news/saskatchewan-scott-moe-refuses-vaccine-mandate
[2] https://twitter.com/kksheld/status/1436527910706311169
[2] https://www.wlky.com/article/indiana-governor-criticizes-president-bidens-covid-19-vaccine-mandates/37547903?utm_campaign=snd-autopilot
[2] https://redstate.com/nick-arama/2021/09/10/fight-them-to-the-gates-of-hell-gop-governors-and-rnc-go-off-on-bidens-vaccine-mandates-n440853
[2] https://www.reuters.com/world/us/biden-administration-weighing-federal-mandate-covid-19-vaccine-cdc-director-2021-07-30/

Top URLs in Tweet in G9:
[28] https://townhall.com/columnists/mattvespa/2021/09/10/resist-bidens-tyranny-n2595691
[14] https://www.newsmax.com/us/cnn-post-vaccine-mandates/2021/09/10/id/1035826/
[7] https://www.cato.org/blog/federal-vaccine-mandates-pose-constitutional-triple-threat
[6] https://thepostmillennial.com/breaking-psaki-says-vaccine-mandates-are-for-americans-not-illegal-immigrants-at-the-southern-border
[6] https://www.breitbart.com/politics/2021/09/10/ron-desantis-fundamentally-wrong-put-americans-out-work-vaccine-mandates-will-fight/
[5] https://rumble.com/vmbywt-psaki-refuses-to-answer-why-vaccine-mandates-apply-to-private-business-but-.html?mref=22lbp&mc=56yab
[4] https://mediaite.com/a/eyrbi
[4] https://www.mediaite.com/tv/steve-schmidt-says-its-time-to-end-the-b-s-of-anti-vaxxers-and-that-biden-should-approach-this-with-an-iron-fist/
[4] https://www.mediaite.com/tv/sen-joni-ernst-dismisses-bidens-vaccine-mandates-as-a-diversion-away-from-9-11/
[3] https://townhall.com/tipsheet/spencerbrown/2021/09/09/flashback-psaki-said-vaccine-mandates-not-the-role-of-federal-government-n2595640

Top URLs in Tweet in G10:
[11] https://www.washingtonpost.com/politics/biden-thought-he-could-persuade-vaccine-skeptics-he-couldnt-so-he-embraced-mandates/2021/09/10/858577bc-1243-11ec-9cb6-bf9351a25799_story.html
[8] https://justthenews.com/government/white-house/white-house-adviser-says-biden-will-run-over-gop-governors-resisting-vaccine?utm_medium=social_media&utm_source=twitter_social_icon&utm_campaign=social_icons
[6] https://twitter.com/johnjharwood/status/1436317892803506229
[5] https://jamanetwork.com/journals/jama/fullarticle/2781010
[5] https://www.dailysignal.com/2021/09/10/4-things-to-know-as-employers-states-ponder-legal-challenges-to-bidens-vaccine-mandates/
[4] https://www.youtube.com/watch?v=95PG_wPIdKk&feature=youtu.be

[4] https://wgxa.tv/news/state-news/blatantly-unlawful-overreachgov-kemp-responds-to-biden-administration-vaccine-mandates
[4] https://www.independent.co.uk/news/world/americas/us-politics/george-washington-covid-vaccine-mandates-b1916296.html
[3] https://floridapolitics.com/archives/456624-desantis-legislature-vax/
[2] https://justthenews.com/government/congress/sen-ron-johnson-biden-trampling-civil-liberties-new-vaccine-mandates

Top Domains
Top Domains in Tweet in Entire Graph:
[1101] twitter.com
[394] trib.al
[383] nytimes.com
[248] youtube.com
[173] childrenshealthdefense.org
[155] nws.mx
[142] rawstory.com
[126] history.com
[118] apnews.com
[110] newsweek.com

Top Domains in Tweet in G1:
[2] t.me
[2] verifythis.com
[2] nypost.com
[2] newsweek.com
[2] conventionofstates.com
[1] barrons.com
[1] thegatewaypundit.com
[1] twitter.com
[1] rumble.com

Top Domains in Tweet in G2:
[20] twitter.com
[9] axios.com
[8] nickadamsusa.com
[8] conservativestateleaders.com
[4] apnews.com
[4] aflegal.org
[3] breitbart.com
[2] wwnytv.com
[2] thegatewaypundit.com
[2] electneil.com

Top Domains in Tweet in G3:
[33] twitter.com
[13] washingtonpost.com
[12] newrepublic.com
[10] rawstory.com
[10] nytimes.com
[7] politico.com
[6] trib.al
[5] thefederalist.com
[4] scientificamerican.com
[4] foxnews.com

Top Domains in Tweet in G4:
[18] rawstory.com
[16] cnn.com
[10] twitter.com
[5] healthline.com
[5] politico.com
[4] trib.al
[4] silive.com
[3] youtube.com
[2] cornell.edu
[2] nytimes.com

Top Domains in Tweet in G5:
[60] youtube.com
[24] rawstory.com
[24] substack.com
[22] trib.al
[12] huffpost.com
[11] koin.com
[9] washingtonpost.com
[8] twitter.com
[8] nytimes.com
[7] nbcnews.com

Top Domains in Tweet in G6:
[6] crisismagazine.com
[5] breitbart.com
[4] texastribune.org
[4] twitter.com
[3] summit.news
[3] com.au
[2] thepostmillennial.com
[2] shrm.org
[1] healthline.com
[1] childrenshealthdefense.org

Top Domains in Tweet in G7:
[92] nytimes.com
[53] twitter.com
[18] washingtonpost.com
[17] rawstory.com
[15] childrenshealthdefense.org
[14] youtube.com
[11] co.uk
[11] breitbart.com
[11] trib.al
[11] theguardian.com

Top Domains in Tweet in G8:
[7] newsweek.com
[6] nytimes.com
[6] twitter.com
[5] thegatewaypundit.com
[3] apnews.com
[3] wlky.com
[3] thecountersignal.com
[2] redstate.com
[2] reuters.com
[1] crisismagazine.com

Top Domains in Tweet in G9:
[33] townhall.com
[15] newsmax.com
[12] mediaite.com
[8] rumble.com
[7] thepostmillennial.com
[7] cato.org
[6] breitbart.com
[5] twitter.com
[3] washingtonexaminer.com
[3] apnews.com

Top Domains in Tweet in G10:
[13] washingtonpost.com
[12] justthenews.com
[10] twitter.com
[6] dailysignal.com
[5] jamanetwork.com
[5] floridapolitics.com
[4] youtube.com
[4] wgxa.tv
[4] trib.al
[4] rawstory.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[175] vaccinemandate
[158] gopdeathcult
[138] biden
[136] covid19
[124] manditoryvaccination
[86] vaccinepassports
[49] demvoice1
[48] vaccinemandates
[33] covid
[28] onev1



Top Hashtags in Tweet in G1:
[5] wakeup
[2] azaudit
[1] nomandates
[1] nullification

Top Hashtags in Tweet in G2:
[3] gopdeathcult
[2] savesota
[2] firewalz
[1] princessofdeath
[1] medicalfreedom
[1] covid19vaccinequestionable
[1] bidenmustresign
[1] bidendisaster

Top Hashtags in Tweet in G3:
[40] demvoice1
[20] onev1
[12] vaccinemandate
[9] rachelmaddow
[9] covidisnotover
[9] covidiots
[6] dictatorbiden
[5] covid19
[4] covid_19
[3] coward

Top Hashtags in Tweet in G4:
[74] vaccinemandate
[14] covid
[5] demvoice1
[4] onev1

Top Hashtags in Tweet in G5:
[11] covid_19
[5] vaccinemandate
[4] covidiot
[4] iwillnotcomply
[4] antivaxxers
[4] donotcomply
[1] gopdeathcult
[1] biden
[1] manditoryvaccination

Top Hashtags in Tweet in G6:
[3] covid
[3] vaccinemandate
[2] dicktraitor
[1] president
[1] joe
[1] biden
[1] usa
[1] covid_19

Top Hashtags in Tweet in G7:
[12] vaccine
[11] smartnews
[10] covid
[9] vaccinemandate
[9] news
[8] nyt
[8] biden
[8] covid19
[7] health
[7] mandates

Top Hashtags in Tweet in G8:
[1] covid19

Top Hashtags in Tweet in G10:
[7] vaccinemandate
[4] flapol
[4] vaccinemandates
[3] covid
[3] thegreatcoronavirusfraudof2020
[3] democrat
[2] justthenews
[2] trustthescience
[2] getvaccinated
[2] billofrights

Top Words
Top Words in Tweet in Entire Graph:
[19557] vaccine
[18813] mandates
[5929] congress
[4988] biden
[4021] federal
[3848] members
[3461] biden's
[2985] staff
[2814] covid
[2685] court

Top Words in Tweet in G1:
[1501] vaccine
[1495] mandates
[1425] congress
[1419] federal
[1417] members
[1414] apply
[1414] staff
[1412] employees
[1411] biden's
[1409] breaking

Top Words in Tweet in G2:
[1827] congress
[1269] vaccine
[1250] mandates
[1076] biden
[946] members
[937] staff
[909] covid
[897] joe
[879] between
[875] exempt

Top Words in Tweet in G3:
[1158] vaccine
[1140] mandates
[703] potus
[609] agree
[608] lives
[606] protect
[605] save
[605] economy
[604] retweet
[603] bold

Top Words in Tweet in G4:
[1268] vaccine
[1171] mandates
[654] strong
[613] biden
[600] leadership
[451] americans
[402] well
[352] america
[306] immediately
[301] speech

Top Words in Tweet in G5:
[812] mandates
[799] vaccine
[560] court
[544] supreme
[542] over
[538] upheld
[532] century
[136] biden
[44] strong
[42] leadership

Top Words in Tweet in G6:
[794] mandates
[781] vaccine
[628] biden's
[617] science
[607] gov
[606] court
[601] desantis
[599] florida
[599] based
[599] ultimately

Top Words in Tweet in G7:
[712] mandates
[707] vaccine
[317] biden
[122] covid
[78] governors
[73] people
[68] federal
[65] biden's
[62] joe
[60] republican

Top Words in Tweet in G8:
[1246] congress
[914] vaccine
[906] mandates
[684] members
[632] federal
[630] apply
[527] don
[521] those
[521] postal
[521] workers

Top Words in Tweet in G9:
[748] vaccine
[744] mandates
[411] congress
[307] one
[306] guess
[305] way
[305] avoid
[305] elected
[173] biden's
[143] biden

Top Words in Tweet in G10:
[767] vaccine
[732] mandates
[550] re
[289] against
[262] mask
[211] virus
[209] pro
[148] biden
[95] court
[89] supreme

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[16179] vaccine,mandates
[3679] members,congress
[3138] biden's,vaccine
[2901] congress,staff
[2598] apply,members
[2011] mandates,federal
[1987] federal,employees
[1972] employees,apply
[1824] breaking,biden's
[1746] joe,biden

Top Word Pairs in Tweet in G1:
[1481] vaccine,mandates
[1416] members,congress
[1414] apply,members
[1413] congress,staff
[1412] mandates,federal
[1411] biden's,vaccine
[1411] federal,employees
[1411] employees,apply
[1409] breaking,biden's
[13] alwebbj,again

Top Word Pairs in Tweet in G2:
[1238] vaccine,mandates
[945] members,congress
[937] congress,staff
[896] joe,biden
[875] biden,covid
[872] covid,19
[872] 19,vaccine
[871] staff,exempt
[871] exempt,joe
[871] mandates,scientifically

Top Word Pairs in Tweet in G3:
[1002] vaccine,mandates
[603] bold,move
[603] move,potus
[603] potus,impose
[603] impose,vaccine
[603] mandates,save
[603] save,countless
[603] countless,lives
[603] lives,protect
[603] protect,economy

Top Word Pairs in Tweet in G4:
[1049] vaccine,mandates
[600] strong,leadership
[300] biden,approval
[300] approval,numbers
[300] numbers,back
[300] back,52
[300] 52,predicted
[300] predicted,immediately
[300] immediately,watching
[300] watching,speech

Top Word Pairs in Tweet in G5:
[765] vaccine,mandates
[544] supreme,court
[537] court,upheld
[533] upheld,vaccine
[532] mandates,over
[532] over,century
[51] biden,vaccine
[42] strong,leadership
[25] president,biden
[24] mandates,america

Top Word Pairs in Tweet in G6:
[745] vaccine,mandates
[626] biden's,vaccine
[599] florida,gov
[599] gov,desantis
[599] desantis,biden's
[599] mandates,based
[599] based,science
[599] science,ultimately
[599] ultimately,lose
[599] lose,court

Top Word Pairs in Tweet in G7:
[591] vaccine,mandates
[61] biden,vaccine
[55] joe,biden
[52] covid,19
[47] republican,governors
[41] biden's,vaccine
[37] federal,research
[37] research,bolsters
[37] bolsters,case
[35] sweeping,vaccine

Top Word Pairs in Tweet in G8:
[865] vaccine,mandates
[676] members,congress
[625] apply,members
[521] don,apply
[516] mandates,don
[516] congress,those
[516] those,work
[516] work,congress
[516] congress,federal
[516] federal,court

Top Word Pairs in Tweet in G9:
[636] vaccine,mandates
[305] guess,one
[305] one,way
[305] way,avoid
[305] avoid,vaccine
[305] mandates,elected
[305] elected,congress
[97] biden's,vaccine
[75] quick,poll
[75] poll,vaccine

Top Word Pairs in Tweet in G10:
[446] vaccine,mandates
[243] mask,mandates
[215] against,vaccine
[214] vaccine,mask
[209] re,against
[209] mandates,re
[209] re,pro
[209] pro,virus
[89] supreme,court
[58] against,texas

Top Replied-To
Top Replied-To in Entire Graph:
@foxnews
@potus
@db491865
@philipaklein
@alwebbj
@chrislhayes
@repchrisstewart
@jd98533231
@drleanawen
@duty2warn

Top Replied-To in G1:
@alwebbj
@zieleds
@aleshirelaw
@startbyloving

Top Replied-To in G2:
@repstefanik
@drdavidsamadi
@bobondermo
@aaronodenj
@asahutchinson
@tomilahren
@stevens41812609
@thedriveinn1
@govkemp

Top Replied-To in G3:
@potus
@jillwinebanks
@kayiveyforgov
@sdr_medco
@wutangkids
@npr
@governorkayivey
@johnjohnson7109
@fdrlst
@travisakers

Top Replied-To in G4:
@vriggsbee
@iamgabesanchez
@bblock29
@davidfrum
@laguera2021
@pr4xis5eizure
@nytscience
@baichwalabc7
@wutangkids
@denise_dewald

Top Replied-To in G5:
@arimelber
@ronfilipkowski
@realtuckfrumper
@socalsusan
@jerasikehorn
@tedwheeler
@lakotaman1
@kylegriffin1
@senjohnkennedy
@rowdytaylor

Top Replied-To in G6:
@nototyrannynow
@disclosetv
@megachunkybuns
@texastribune
@alexc59710883
@katiesturgeon7

Top Replied-To in G7:
@souless_rainbow

Top Replied-To in G8:
@laurenmcc777
@brooke21181
@millennialwoah
@bobemannbball
@themickny
@desantisstan
@duppytech
@streets4dreamin
@jamesco87224464

Top Replied-To in G9:
@mediaite
@codybrewer94
@ingrahamangle
@loisdea97450463
@operator753
@titolibido
@benshapiro
@taprilfool
@crowderdebbie1
@kentnovinger

Top Replied-To in G10:
@govkristinoem
@stephenking
@joebiden
@briankempga
@fencesandmayhem
@mdrational
@walidgellad
@rmconservative
@lcatboonies
@kamalaharris

Top Mentioned
Top Mentioned in Entire Graph:
@potus
@rubinreport
@youtube
@gop
@joebiden
@chriscillizza
@chrislhayes
@nytimes
@msnbc
@presssec

Top Mentioned in G1:
@giantslyers
@autumntheape
@barronsonline
@alwebbj
@theroygreenshow

Top Mentioned in G2:
@govkemp
@tatereeves
@govabbott
@rondesantisfl
@govricketts
@asahutchinson
@govivey
@govkristinoem_
@elisestefanik
@kristasparks95

Top Mentioned in G3:
@potus
@presssec
@qasimrashid
@kayiveyforgov
@nycmayor
@davenewworld_2
@maggie3408
@nycschools
@doechancellor
@sdr_medco

Top Mentioned in G4:
@ddale8
@potus
@brooklynlaw
@tmausol
@shank5ter
@markruffalo
@deathmetalv
@davenewworld_2
@jessiegender
@gop

Top Mentioned in G5:
@annielinskey
@brooklynmarie
@jerasikehorn
@danpfeiffer
@arimelber
@medscape
@trishtra3
@dougzinboston
@jgjr9
@dawgmother

Top Mentioned in G6:
@ksorbs
@trevorloudon1
@brianosheaspi
@disclosetv
@chrissyclark_
@nototyrannynow
@dr_eeks

Top Mentioned in G7:
@freecapecodnews

Top Mentioned in G8:
@jeg1214z
@trujello5
@officialtrhl
@oldman460
@bryanjfischer
@millennialwoah

Top Mentioned in G9:
@benshapiro
@jrpsaki
@savannahlmaddox
@mediaite
@foxandfriends
@josh_dyno
@tylerdurden516
@boogie2988
@ishapiro
@dr4liberty

Top Mentioned in G10:
@joebiden
@justthenews
@potus
@mtgreenee
@govrondesantis
@dailysignal
@lawrencegostin
@vprasadmdmph
@ap
@govkristinoem

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@missb62
@knewz_currently
@jurylady5
@robinsnewswire
@chris_1791
@souljahsingh
@zyitegadgets
@allthenewsisnow
@falconhamada_90

Top Tweeters in G1:
@caligirlleftie
@makedni
@jdjongumzidenga
@ibangel
@shikamaruspony_
@lauschjack
@franco_dimuro
@dmashak
@morwennajh
@rospay15

Top Tweeters in G2:
@dgendvil
@z_chrissie
@mithisa_motho
@jimboazil
@eclectelectric
@elisha1022
@lindamac12steps
@googwaba
@matthew52802818
@geewhiz__

Top Tweeters in G3:
@lehimesa
@marthalynneowe1
@jilevin
@pgrandee10
@loulachat
@sallyagale
@edgeoforever
@joanpennnative
@lawgirl318
@frackhazreveal

Top Tweeters in G4:
@stockguy61
@flipthescript8
@denniskoch10
@gwydion620
@straitarrow10
@jeannie_hartley
@margaritateresa
@ecwpunk81
@breakingkind
@charlenegapeach

Top Tweeters in G5:
@thereal_rebel
@manmet80
@washumom
@lizditz
@cheezwitham
@jamestoupin
@ecclesias
@88seattle61
@joekoffee
@pqpolitics

Top Tweeters in G6:
@beank511
@ericahenriquezo
@laura78703
@carrionnat
@esmeta
@redeemed1952
@gloriab2b
@tony73_
@carminekun
@0knowledgeactor

Top Tweeters in G7:
@knewz_currently
@zyitegadgets
@allthenewsisnow
@monicasloves
@jcsura
@hagiwararyu11
@chronlaw
@alenkarabegovic
@usrealitycheck
@davidpapp

Top Tweeters in G8:
@jpwilloughby
@doodlestrks
@cjsienna55
@wlky
@2thedogpound
@dixieland__diva
@studpardee
@sophieblack2016
@baizuobu
@_rob_29

Top Tweeters in G9:
@deansherrys
@sigstarget
@siaayrom
@putzie63
@susaninlaguna
@wendydcoe
@pilarmel13
@hopeeternall
@jts_1957
@jestradamo

Top Tweeters in G10:
@tomthunkitsmind
@jurylady5
@kat4obama
@theresamax
@tadrow
@radlein
@darylgibson
@tgradous
@bjcrochet
@bbkenn92


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