Biden, Twitter, 9/10/2021 10:36:05 PM, 261665


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Biden_2021-09-10_13-45-46.xlsx
Biden_2021-09-10_13-45-46.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 10, 2021
Short Description:
Biden via NodeXL https://bit.ly/3C22Afj
@bennyjohnson
@potus
@joebiden
@larryoconnor
@disclosetv
@occupydemocrats
@cnn
@jim_jordan
@realkylemorris
@txag

Top hashtags:
#biden
#dictatorbiden
#donotcomply
#vaccinemandate
#covid19
#novaccineapartheid
#demvoice1
#trump

Description:
Description
The graph represents a network of 16,804 Twitter users whose recent tweets contained "Biden", 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 Friday, 10 September 2021 at 21:42 UTC.

The tweets in the network were tweeted over the 22-minute period from Friday, 10 September 2021 at 20:23 UTC to Friday, 10 September 2021 at 20:45 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 : 16804
Unique Edges : 22310
Edges With Duplicates : 3209
Total Edges : 25519
Number of Edge Types : 5
Retweet : 14382
MentionsInRetweet : 2227
Tweet : 4057
Replies to : 2148
Mentions : 2705
Self-Loops : 4141
Reciprocated Vertex Pair Ratio : 0.00304354229051102
Reciprocated Edge Ratio : 0.00606861449615818
Connected Components : 2354
Single-Vertex Connected Components : 1205
Maximum Vertices in a Connected Component : 12122
Maximum Edges in a Connected Component : 20616
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 5.976266
Graph Density : 7.23656778907735E-05
Modularity : 0.728798
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 16,804 Twitter users whose recent tweets contained "Biden", 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 Friday, 10 September 2021 at 21:42 UTC.

The tweets in the network were tweeted over the 22-minute period from Friday, 10 September 2021 at 20:23 UTC to Friday, 10 September 2021 at 20:45 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 : Biden
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:
[316] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[100] https://foreignpolicy.com/2021/09/09/who-tedros-biden-election/
[88] https://www.nytimes.com/2021/09/07/us/politics/biden-tax-increases.html
[84] https://twitter.com/ChadGilmartinCA/status/1436404937521500198
[76] https://justthenews.com/podcasts/john-solomon-reports/former-british-commander-afghanistan-biden-has-branded-himself-worst
[71] https://www.nytimes.com/2021/09/10/world/asia/us-air-strike-drone-kabul-afghanistan-isis.html
[67] https://www.theepochtimes.com/mkt_breakingnews/biden-adviser-says-administration-will-run-over-gop-governors-who-resist-vaccine-mandates_3991333.html
[61] https://www.cnn.com/2021/09/10/politics/daca-biden-administration-appeals-ruling/index.html
[56] https://www.whitehouse.gov/briefing-room/statements-releases/2021/09/10/statement-by-president-joseph-r-biden-jr-on-the-celebration-of-enkutatash/
[49] https://thenationalpulse.com/exclusive/cusef-sponsoring-events-travel-for-ag-officials/

Top URLs in Tweet in G1:
[70] https://twitter.com/ChadGilmartinCA/status/1436404937521500198
[30] https://www.foxnews.com/media/intense-mixed-reactions-biden-anger-at-the-unvaccinated
[24] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[18] https://www.foxnews.com/politics/biden-plan-for-forced-vaccinations-doesnt-include-illegal-immigrants
[18] https://twitchy.com/samj-3930/2021/09/10/this-guy-doesnt-take-responsibility-for-anything-gov-desantis-comes-out-swinging-at-biden-and-his-bs-vaccine-mandate-and-damn-watch/
[15] https://news.yahoo.com/covid-19-vaccine-not-mandatory-231329448.html
[15] https://www.breitbart.com/health/2021/09/09/private-employers-prepare-lawsuits-biden-vaccine-mandate/?utm_source=facebook&utm_medium=social
[14] https://www.washingtonexaminer.com/news/son-sept-11-victim-tells-biden-dont-come-ground-zero-20-year-memorial-ceremonies
[14] https://www.foxnews.com/politics/911-attacks-president-biden-speech-afghanistan
[14] https://www.breitbart.com/politics/2021/09/10/cnn-two-percent-think-america-doing-very-well-joe-biden/

Top URLs in Tweet in G2:
[31] https://www.washingtonpost.com/opinions/2021/09/10/hyperbolic-gop-reaction-bidens-vaccine-mandate-shows-why-its-necessary/
[23] https://trib.al/ISYQT23
[19] https://www.axios.com/biden-taxes-spending-republicans-4250fb5d-9f9e-43b5-aa2c-a447befacdb1.html
[18] https://americanindependent.com/fox-news-friends-joe-biden-vaccine-mandate-war-gop-governors/?utm_source=rvm&utm_medium=social&utm_campaign=rva
[17] 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
[10] https://twitter.com/ThePlumLineGS/status/1435991518746234882
[9] https://messagebox.substack.com/p/joe-biden-vaccine-mandates-and-building
[9] https://abcnews.go.com/Politics/biden-gop-governors-threatening-sue-vaccine-mandates/story?id=79938768
[8] https://www.politicususa.com/2021/09/09/rachel-maddow-explains-to-hysterical-republicans-that-bidens-covid-plan-is-legal.html
[8] https://trib.al/uQoME7z

Top URLs in Tweet in G3:
[35] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[24] https://www.cnn.com/2021/09/10/politics/daca-biden-administration-appeals-ruling/index.html
[17] https://twitter.com/evanhill/status/1436422176425578496
[8] https://www.foxnews.com/politics/jonathan-turley-biden-ron-klain-vaccine-retweet-daft
[6] https://www.foxnews.com/politics/biden-disappointed-republican-governors-vaccine-mandate
[5] https://www.newsweek.com/texas-man-killed-prominent-lawyer-voted-joe-biden-police-1627904
[5] https://m.theepochtimes.com/mkt_app/usps-not-covered-by-bidens-covid-19-vaccine-mandate-spokesman_3991789.html?v=ul
[4] https://www.whitehouse.gov/briefing-room/statements-releases/2021/09/10/statement-by-president-joseph-r-biden-jr-on-the-celebration-of-enkutatash/
[4] https://www.newsweek.com/why-biden-prosecuting-assange-telling-truth-about-afghanistan-opinion-1627963
[4] https://www.theepochtimes.com/biden-adviser-says-administration-will-run-over-gop-governors-who-resist-vaccine-mandates_3991333.html?utm_campaign=socialshare_twitter&utm_source=twitter.com

Top URLs in Tweet in G4:
[90] https://foreignpolicy.com/2021/09/09/who-tedros-biden-election/
[47] https://www.whitehouse.gov/briefing-room/statements-releases/2021/09/10/statement-by-president-joseph-r-biden-jr-on-the-celebration-of-enkutatash/
[25] https://trib.al/Xdja3HY
[21] https://www.cnn.com/2021/09/10/business/biden-vaccine-mandate/index.html
[18] https://www.foxnews.com/politics/rnc-announces-intention-to-sue-biden-admin-over-vaccine-mandates
[14] https://www.msnbc.com/rachel-maddow-show/why-corporate-america-quite-content-biden-s-vaccine-policy-n1278928
[13] https://www.cnn.com/2021/09/10/politics/daca-biden-administration-appeals-ruling/index.html
[12] https://whitehouse.gov/competition
[12] https://www.casarosada.gob.ar/informacion/actividad-oficial/9-noticias/48065-por-invitacion-de-biden-el-presidente-fernandez-participara-en-el-foro-sobre-energia-y-clima-junto-a-los-lideres-de-las-principales-economias-del-mundo
[9] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859

Top URLs in Tweet in G5:
[9] https://www.politicususa.com/2021/09/09/rachel-maddow-explains-to-hysterical-republicans-that-bidens-covid-plan-is-legal.html
[8] https://www.rawstory.com/joni-ernst-vaccine/?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.rawstory.com/trump-biden-boxing-match/
[5] https://www.msnbc.com/opinion/kellyanne-conway-didn-t-belong-air-force-academy-board-n1278845
[5] https://www.azcentral.com/story/opinion/op-ed/laurieroberts/2021/09/09/gov-ducey-upset-bidens-dicator-covid-thats-rich/8266156002/
[4] https://twitter.com/tlwr1/status/1436342849088413708
[4] https://www.cnn.com/2021/09/10/politics/daca-biden-administration-appeals-ruling/index.html
[3] https://www.politicususa.com/2021/09/10/mike-pence-joins-the-chorus-of-republicans-opposing-bidens-vaccine-mandates-and-no-one-is-surprised.html?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=mike-pence-joins-the-chorus-of-republicans-opposing-bidens-vaccine-mandates-and-no-one-is-surprised
[3] https://hillreporter.com/ben-shapiro-goes-on-fox-urges-companies-to-defy-the-biden-vaccine-mandate-111987?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.politicususa.com/2021/09/10/biden-dares-republican-governors-to-sue-him-on-vaccine-mandate.html

Top URLs in Tweet in G6:
[57] https://justthenews.com/podcasts/john-solomon-reports/former-british-commander-afghanistan-biden-has-branded-himself-worst
[12] https://apnews.com/article/joe-biden-business-health-coronavirus-pandemic-executive-branch-18fb12993f05be13bf760946a6fb89be
[9] https://townhall.com/columnists/kurtschlichter/2021/09/10/im-excited-about-joe-bidens-vaccine-mandate-n2595681?tpcc=kurtviptw091021
[8] https://justthenews.com/government/white-house/biden-will-visit-sites-911-terror-attacks-no-plans-address-america-20th
[7] https://twitter.com/thehill/status/1436340183222394882
[7] https://www.mediaite.com/news/ben-shapiro-declares-the-daily-wire-will-use-every-method-and-resource-to-defy-biden-vaccine-mandate/
[6] https://twitter.com/disclosetv/status/1436077575416258568
[5] https://dailycaller.com/2021/09/10/ted-cruz-retweet-from-biden-chief-of-staff-work-around-very-revealing/
[5] https://twitter.com/jackposobiec/status/1436306361885863956
[5] https://cnsnews.com/article/national/michael-w-chapman/jd-vance-bidens-vaccine-mandate-do-not-comply-hes-geriatric

Top URLs in Tweet in G7:
[26] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859?utm_medium=Social&utm_source=Twitter#Echobox=1631289096
[7] https://twitter.com/thehill/status/1436338716067368962
[4] https://amgreatness.com/2021/09/09/justice-departments-foremost-felony-charge-may-be-on-thin-ice/
[4] https://news.yahoo.com/pence-biden-vaccine-mandates-speech-patience-wearing-thin-162410208.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[3] https://www.robmaness.com/2021/09/florida-rep-call-special-sessionarrest-biden-officials-on-the-spot/
[2] https://www.newsweek.com/donald-trump-accuses-joe-biden-teleprompter-so-sad-1627798?utm_medium=Social&utm_source=Twitter#Echobox=1631276625
[2] https://twitter.com/PhilipWegmann/status/1436049266548649992
[2] https://dossier.substack.com/p/the-biden-admin-is-losing-its-unwinnable?r=6a3x3&utm_campaign=post&utm_medium=web&utm_source=twitter
[2] https://twitter.com/pwidakuswara/status/1436049517342830602
[2] https://amgreatness.com/2021/04/22/senate-republicans-just-handed-matches-to-arsonist/

Top URLs in Tweet in G8:
[24] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[14] https://twitter.com/mrctv/status/1436412134443954178
[4] https://rsbnetwork.com/featured/gop-governors-pledge-to-fight-bidens-vaccine-mandates/
[3] https://twitter.com/ChadGilmartinCA/status/1436404937521500198
[2] https://www.theepochtimes.com/19-governors-2-ags-immediately-resist-bidens-vaccine-mandates_3990650.html
[2] https://saraacarter.com/trump-taliban-are-flying-our-helicopters-its-a-disgrace/
[2] https://www.foxnews.com/media/intense-mixed-reactions-biden-anger-at-the-unvaccinated
[2] https://twitter.com/georgetakei/status/1436089829167616005
[2] https://twitter.com/zacharybasu/status/1436424151783383067
[2] https://www.foxnews.com/politics/biden-declares-sweeping-new-vaccine-mandate-this-is-not-about-freedom

Top URLs in Tweet in G9:
[56] https://www.theepochtimes.com/mkt_breakingnews/biden-adviser-says-administration-will-run-over-gop-governors-who-resist-vaccine-mandates_3991333.html
[20] https://www.theepochtimes.com/19-governors-2-ags-immediately-resist-bidens-vaccine-mandates_3990650.html
[16] https://twitter.com/maajidnawaz/status/1436268205111226372
[16] https://www.bostonherald.com/2021/09/09/joe-biden-outlines-sweeping-vaccine-requirements-for-american-workers-urges-governors-mandate-teacher-vaccinations/
[12] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[7] https://twitter.com/TimRunsHisMouth/status/1436424075946172420
[4] https://www.nytimes.com/2021/09/10/world/europe/afghanistan-europe-stoltenberg.html?referringSource=articleShare
[3] https://www.littlebytesnews.com/2021/09/catholic-bishop-criticizes-biden-on.html
[3] https://www.littlebytesnews.com/2021/09/joe-bidens-suicide-prevention-day.html
[3] https://twitter.com/ChadGilmartinCA/status/1436404937521500198

Top URLs in Tweet in G10:
[144] https://www.newsweek.com/members-congress-staff-exempt-biden-covid-vaccine-mandate-1627859
[38] https://thenationalpulse.com/exclusive/cusef-sponsoring-events-travel-for-ag-officials/
[4] https://www.dailywire.com/news/governors-immediately-push-back-on-unconstitutional-biden-plan-will-fight-them-to-the-gates-of-hell
[4] https://www.washingtonexaminer.com/news/biden-executive-order-doj-declassification-review-documents-fbi-911
[4] https://twitter.com/CBS_Herridge/status/1436406110324510726
[2] https://vimeo.com/601924620?ref=tw-share
[2] https://www.newsbreak.com/news/2366471527161/biden-administration-places-harmful-language-warning-on-u-s-constitution-at-national-archives-catalog
[2] https://twitter.com/theblaze/status/1436078477350998020
[2] https://twitter.com/Tony19542/status/1436417271778451459
[2] https://justthenews.com/podcasts/john-solomon-reports/former-british-commander-afghanistan-biden-has-branded-himself-worst

Top Domains
Top Domains in Tweet in Entire Graph:
[1137] twitter.com
[418] newsweek.com
[332] trib.al
[292] nytimes.com
[259] foxnews.com
[179] cnn.com
[164] theepochtimes.com
[132] youtube.com
[112] breitbart.com
[102] foreignpolicy.com

Top Domains in Tweet in G1:
[173] twitter.com
[97] foxnews.com
[72] breitbart.com
[34] newsmax.com
[32] theepochtimes.com
[27] rumble.com
[26] newsweek.com
[26] twitchy.com
[23] washingtonexaminer.com
[19] yahoo.com

Top Domains in Tweet in G2:
[90] trib.al
[52] twitter.com
[43] cnn.com
[39] washingtonpost.com
[27] americanindependent.com
[19] axios.com
[16] substack.com
[13] yahoo.com
[10] nytimes.com
[9] politicususa.com

Top Domains in Tweet in G3:
[200] twitter.com
[55] newsweek.com
[37] cnn.com
[25] theepochtimes.com
[24] msn.com
[24] foxnews.com
[22] youtube.com
[14] thegatewaypundit.com
[12] patch.com
[11] yahoo.com

Top Domains in Tweet in G4:
[92] foreignpolicy.com
[61] whitehouse.gov
[60] trib.al
[50] twitter.com
[39] cnn.com
[30] foxnews.com
[16] msnbc.com
[12] gob.ar
[10] reuters.com
[10] newsweek.com

Top Domains in Tweet in G5:
[27] politicususa.com
[17] rawstory.com
[16] twitter.com
[9] trib.al
[8] azcentral.com
[7] cnn.com
[5] hillreporter.com
[5] msnbc.com
[4] newyorker.com
[3] washingtonpost.com

Top Domains in Tweet in G6:
[68] justthenews.com
[57] twitter.com
[28] townhall.com
[23] mediaite.com
[18] dailywire.com
[15] bizpacreview.com
[12] apnews.com
[11] dailycaller.com
[9] breitbart.com
[9] foxnews.com

Top Domains in Tweet in G7:
[28] newsweek.com
[17] twitter.com
[13] yahoo.com
[6] amgreatness.com
[5] robmaness.com
[4] theepochtimes.com
[3] theguardian.com
[2] substack.com
[2] washingtonexaminer.com
[1] nationalreview.com

Top Domains in Tweet in G8:
[25] newsweek.com
[24] twitter.com
[6] foxnews.com
[4] rsbnetwork.com
[3] rumble.com
[3] theepochtimes.com
[3] thegatewaypundit.com
[2] saraacarter.com
[2] trendingpolitics.com
[2] geertvandenbossche.org

Top Domains in Tweet in G9:
[76] theepochtimes.com
[30] twitter.com
[16] bostonherald.com
[12] newsweek.com
[7] littlebytesnews.com
[4] nytimes.com
[3] t.co
[3] thegatewaypundit.com
[2] hongkongfp.com
[2] facebook.com

Top Domains in Tweet in G10:
[144] newsweek.com
[38] thenationalpulse.com
[16] twitter.com
[4] dailywire.com
[4] washingtonexaminer.com
[3] zerohedge.com
[2] vimeo.com
[2] newsbreak.com
[2] justthenews.com
[2] theepochtimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[283] biden
[160] dictatorbiden
[124] donotcomply
[82] vaccinemandate
[64] covid19
[64] novaccineapartheid
[48] demvoice1
[46] trump
[42] getvaccinated
[42] afghanistan



Top Hashtags in Tweet in G1:
[89] dictatorbiden
[34] biden
[26] impeachbidennow
[26] wevegotacountrytosave
[23] ampfw
[20] saveourcountry
[19] recallgavinnewsom
[15] bidendisaster
[14] vaccinemandate
[10] covid19

Top Hashtags in Tweet in G2:
[25] dictatorbiden
[25] theview
[24] getvaccinated
[23] ratherbevaccinated
[23] vaccineswork
[11] fraudit
[6] thankyoujoe
[5] telepromptertrump
[4] covid19
[4] covid_19

Top Hashtags in Tweet in G3:
[43] biden
[14] vaccinemandate
[11] dictatorbiden
[10] joebiden
[10] foxnews
[10] covid19
[10] covid
[9] bidenmustresign
[7] trump
[6] bidendisaster

Top Hashtags in Tweet in G4:
[28] hbcuweek
[19] demvoice1
[11] biden
[10] ethiopia
[10] istandwithdreamers
[8] vaccinemandate
[7] tigray
[6] covid19
[5] eritrea
[5] generalstrike

Top Hashtags in Tweet in G5:
[11] dictatorbiden
[9] demvoice1
[7] bidenadministration
[6] vaccinemandate
[5] liveblue2022
[4] unvaccinated
[4] votenoontherecall
[3] covid
[3] joebiden
[3] trending

Top Hashtags in Tweet in G6:
[105] donotcomply
[7] vaccinemandate
[5] 8nn
[4] poll
[4] 8nnpoll
[4] employers
[4] employees
[4] mog
[3] biden
[3] coronavirus

Top Hashtags in Tweet in G7:
[10] biden
[7] vaccine
[7] mandate
[5] vaccinemandate
[3] joebiden
[3] bidenmustgo
[3] wevegotacountrytosave
[2] democrats
[2] taiwan
[2] exposethecontradictiontothemaximumdegree

Top Hashtags in Tweet in G8:
[3] mandates
[3] biden
[2] covid19
[2] vaxchoice
[2] nomandatoryvaccine
[2] wewillnotcomply
[1] wevegotacountrytosave
[1] fraud
[1] marxist
[1] coup

Top Hashtags in Tweet in G9:
[13] usa
[4] trumpworld
[2] china
[2] novaccineapartheid
[1] wevegotacountrytosave
[1] dictatorbiden
[1] saveourcountry
[1] ampfw
[1] nomandates
[1] nullification

Top Hashtags in Tweet in G10:
[4] declas
[2] vimeo
[2] vaccinemandate
[1] rinos
[1] donotcomply
[1] wevegotacountrytosave
[1] dictatorbiden
[1] saveourcountry
[1] ampfw
[1] unvaccinated

Top Words
Top Words in Tweet in Entire Graph:
[18072] biden
[4869] vaccine
[4052] president
[3828] joe
[3147] mandate
[2902] biden's
[2346] mandates
[2320] covid
[2183] people
[1619] americans

Top Words in Tweet in G1:
[3343] biden
[1089] joe
[987] vaccine
[677] mandate
[573] americans
[540] mandates
[526] biden's
[487] people
[425] president
[401] covid

Top Words in Tweet in G2:
[1517] biden
[697] president
[392] vaccine
[348] covid
[259] more
[253] biden's
[228] mandate
[218] mandates
[200] cnn
[193] protect

Top Words in Tweet in G3:
[1100] biden
[260] vaccine
[244] joe
[173] mandate
[159] president
[147] biden's
[133] covid
[99] trump
[95] administration
[93] people

Top Words in Tweet in G4:
[1175] biden
[467] president
[317] potus
[284] vaccine
[249] joe
[181] people
[171] joebiden
[163] biden's
[151] republican
[141] mandate

Top Words in Tweet in G5:
[1630] biden
[746] president
[544] vaccine
[326] mandate
[285] pence
[257] covid
[235] breaking
[230] trump
[208] agree
[172] anything

Top Words in Tweet in G6:
[1009] biden
[460] joe
[334] people
[301] vaccine
[267] mandate
[206] win
[188] biden's
[167] mandates
[158] go
[141] unconstitutional

Top Words in Tweet in G7:
[696] biden
[500] desavage
[490] florida
[488] ended
[487] fair
[487] love
[487] living
[74] vaccine
[67] joe
[52] mandate

Top Words in Tweet in G8:
[512] same
[502] day
[439] biden
[382] alabama
[298] biden's
[262] american
[261] taliban
[257] patience
[257] citizens
[254] professional

Top Words in Tweet in G9:
[404] vaccine
[369] mandates
[321] biden's
[312] florida
[296] court
[294] gov
[294] science
[293] desantis
[292] lose
[291] based

Top Words in Tweet in G10:
[252] biden
[177] works
[143] funny
[143] isnt
[121] vaccine
[74] mandate
[73] freedom
[72] believe
[68] more
[55] joe

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3233] joe,biden
[1986] president,biden
[1706] vaccine,mandate
[1155] vaccine,mandates
[830] biden,administration
[825] covid,19
[802] biden's,vaccine
[759] biden,vaccine
[673] same,day
[667] white,house

Top Word Pairs in Tweet in G1:
[928] joe,biden
[373] vaccine,mandate
[195] biden,administration
[183] vaccine,mandates
[156] president,biden
[126] joe,biden's
[120] covid,19
[119] biden,already
[117] leaving,americans
[117] americans,stranded

Top Word Pairs in Tweet in G2:
[527] president,biden
[136] covid,19
[107] vaccine,mandates
[104] nbc,news
[104] vaccine,mandate
[95] biden,administration
[90] white,house
[87] biden's,covid
[86] biden,vaccine
[82] save,lives

Top Word Pairs in Tweet in G3:
[202] joe,biden
[112] vaccine,mandate
[73] biden,administration
[68] covid,19
[67] president,biden
[56] biden's,vaccine
[52] vaccine,mandates
[39] biden,vaccine
[38] white,house
[25] president,joe

Top Word Pairs in Tweet in G4:
[195] president,biden
[185] joe,biden
[87] white,house
[84] mccain,republican
[73] vaccine,mandate
[68] cnn,poll
[68] voted,biden
[67] biden's,approval
[67] approval,back
[67] back,52

Top Word Pairs in Tweet in G5:
[376] president,biden
[227] vaccine,mandate
[192] biden,vaccine
[153] joe,biden
[144] ruling,found
[142] 000,children
[141] breaking,president
[140] texas,court
[140] court,ruling
[132] unlike,anything

Top Word Pairs in Tweet in G6:
[381] joe,biden
[150] vaccine,mandate
[105] biden,go
[102] watch,jdvance1's
[102] jdvance1's,interview
[102] interview,steve
[102] steve,bannon
[102] bannon,jackposobiec
[102] jackposobiec,joe
[102] go,few

Top Word Pairs in Tweet in G7:
[487] desavage,ended
[487] ended,biden
[487] biden,fair
[487] fair,love
[487] love,living
[487] living,florida
[65] joe,biden
[42] vaccine,mandate
[34] speaks,dc
[34] biden's,vaccine

Top Word Pairs in Tweet in G8:
[502] same,day
[255] american,citizens
[254] losing,patience
[252] white,house
[251] day,biden's
[251] biden's,white
[251] house,referred
[251] referred,taliban
[251] taliban,businesslike
[251] businesslike,professional

Top Word Pairs in Tweet in G9:
[362] vaccine,mandates
[311] biden's,vaccine
[291] florida,gov
[291] gov,desantis
[291] desantis,biden's
[291] mandates,based
[291] based,science
[291] science,ultimately
[291] ultimately,lose
[291] lose,court

Top Word Pairs in Tweet in G10:
[143] funny,works
[143] works,isnt
[56] vaccine,mandate
[54] joe,biden
[44] biden,vaccine
[39] 20th,anniversary
[38] revealed,biden
[38] biden,cabinet
[38] cabinet,secretaries
[38] secretaries,local

Top Replied-To
Top Replied-To in Entire Graph:
@mmpadellan
@noorchashm
@atrupar
@potus
@meidastouch
@samstein
@donaldjtrumpjr
@fake_biden
@lindseygrahamsc
@stephenking

Top Replied-To in G1:
@lindseygrahamsc
@donaldjtrumpjr
@tedcruz
@gopleader
@newsmax
@seanhannity
@breitbartnews
@jim_jordan
@emeraldrobinson
@jackposobiec

Top Replied-To in G2:
@mmpadellan
@samstein
@kylegriffin1
@joncoopertweets
@johnjharwood
@theleadcnn
@aoc
@cnn
@davidmweissman
@kamalaharris

Top Replied-To in G4:
@noorchashm
@potus
@meidastouch
@joebiden
@acosta
@powerusaid
@danrather
@kasparov63
@reprichmond
@b52malmet

Top Replied-To in G5:
@duty2warn
@realtuckfrumper
@robreiner
@sdr_medco
@ronfilipkowski
@rpsagainsttrump
@tonyposnanski
@nathanlerner
@walshfreedom
@jonfavs

Top Replied-To in G6:
@jackposobiec
@dailycaller
@newkingofmedia
@randpaul
@donwinslow
@tomcottonar
@jsolomonreports
@benshapiro
@philipwegmann
@thetroil

Top Replied-To in G7:
@bennyjohnson
@theodictator
@occupycoruption
@issacacid
@blueandorange33
@proudchicagoan

Top Replied-To in G8:
@annbauerwriter
@senbillcassidy
@jronnychi
@m_b_petersen
@skeshel
@djbowe1
@mail_american
@mygianluca_
@jeanmc919
@carrie_moley

Top Replied-To in G9:
@garyjmilne
@bell2024_
@paulajarvis69
@youknowmares
@disclosetv
@jimjusticewv
@schmittnyc

Top Replied-To in G10:
@senjohnkennedy
@debramessing
@politi_sport1
@codupont

Top Mentioned
Top Mentioned in Entire Graph:
@potus
@joebiden
@cnn
@jdvance1
@jackposobiec
@nbcnews
@youtube
@realdailywire
@breitbartnews
@jeremydboreing

Top Mentioned in G1:
@breitbartnews
@foxnews
@seanhannity
@gop
@twitchyteam
@newsmax
@donaldjtrumpjr
@lindseygrahamsc
@tpinsidr
@larryelder

Top Mentioned in G2:
@cnn
@nbcnews
@jaketapper
@foxnews
@potus
@jeffzeleny
@cbsnews
@colbertlateshow
@drsanjaygupta
@mmpadellan

Top Mentioned in G3:
@politic_talks
@mundopoderok

Top Mentioned in G4:
@potus
@joebiden
@flotus
@whitehouse
@alferdez
@foreignpolicy
@who
@natsecanthony
@vp
@usaid

Top Mentioned in G5:
@politicususa
@azcentral
@newyorker
@usps
@duty2warn
@electroboyusa
@doug_profitt
@imspeaking13
@buddy_fla
@occupydemocrats

Top Mentioned in G6:
@jdvance1
@jackposobiec
@realdailywire
@jeremydboreing
@presssec
@mediaite
@kurtschlichter
@benshapiro
@dailycaller
@bizpacreview

Top Mentioned in G7:
@yahoo
@robmaness
@cpdchina
@patrickjwitt
@peoples_pundit
@bennyjohnson
@tetch2176
@cassandrusb
@sharktradingll1
@guardian

Top Mentioned in G8:
@michaelsense
@kgfreestate
@93wibc
@agtoddrokita
@jeffrey29523106
@senbillcassidy
@hsmpclub
@mary55lee
@no1snobird

Top Mentioned in G9:
@cbinflux
@fuctmind
@natsecjeff
@americansunset1
@westwoodparking
@raquell_russell
@andrealmpt
@greeneyesknight
@purpose_warrior

Top Mentioned in G10:
@bradenboucek
@timrunshismouth
@tell_truth2

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@pulpnews
@zazoomblog
@threadreaderapp
@dichristine
@lasillarota
@robinsnewswire
@chris_1791
@souljahsingh

Top Tweeters in G1:
@chris_1791
@souljahsingh
@phildecarolis
@lucioquincioc
@heidiec5
@1catherinesiena
@mzee26
@frlarousse2
@bamaperry
@bikerbd

Top Tweeters in G2:
@foggybottomgal
@awelab1956
@ecclesias
@theresamax
@graceslick77
@princessbravato
@g1
@deesbarbara
@lorisums
@solomankarl

Top Tweeters in G3:
@caraotadigital
@pulpnews
@zazoomblog
@tommybrain
@iacobellist
@robinlynnemabin
@poandpo
@politicalhedge
@jenkers_en
@beritasatu

Top Tweeters in G4:
@dichristine
@lasillarota
@joni_looking
@britpoptarts
@bannerite
@reuters
@rpmsports18
@beank511
@multijo1
@walmart

Top Tweeters in G5:
@monicasloves
@88seattle61
@gstuedler
@ecwpunk81
@wltx
@laurendownsouth
@netbacker
@bob_levitt
@samlitzinger
@terryg1979

Top Tweeters in G6:
@mog7546
@morgfair
@schwingcat
@cheryl_marlin
@kurtschlichter
@nmharley2
@donadeedooda
@tenajd
@corona_ssyt
@ruffusmd

Top Tweeters in G7:
@guardian
@rncat50
@sandricsak
@clint4usa
@charlesbledford
@mrichie10
@efrazier512
@ceconomou56
@newsweek
@dorothyhesp

Top Tweeters in G8:
@susaninlaguna
@trumplar
@debbiesva
@russjensen5
@pdqaccessories
@politiwars
@sherrardsebooks
@forbes
@marvlbluechip
@nymets22

Top Tweeters in G9:
@littlebytesnews
@porridgeisgood
@cbinflux
@reallogantrump
@natsecjeff
@boxcalf1
@marcoranieri72
@chinewsbench
@tan123
@jennjennmarie

Top Tweeters in G10:
@msavaarmstrong
@oldsalz
@elizbethlmaness
@mefbama
@ihatethemedia
@pixiedust5135
@hrkbenowen
@mrastm
@baizuobu
@realmathew