Vaccine misinformation, Twitter, 7/23/2021 12:00:22 AM, 258777
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Vaccine misinformation Twitter NodeXL SNA Map and Report for Thursday, 22 July 2021 at 13:30 UTC
Vaccine misinformation Twitter NodeXL SNA Map and Report for Thursday, 22 July 2021 at 13:30 UTC
View an interactive version of this graph (experimental)
From:
docassar
Uploaded on:
July 23, 2021
Short Description:
Vaccine misinformation via NodeXL https://bit.ly/3iCDRpU
@repadamschiff
@acosta
@waynedupreeshow
@msnbc
@robbysoave
@facebook
@glennbeck
@katiepavlich
@msnbcdaily
@oliviatroye

Top hashtags:
#covid19
#misinformation
#vaccine
#fauciliedpeopledied
#theview
#onev1

Description:
Description
The graph represents a network of 15,916 Twitter users whose recent tweets contained "Vaccine misinformation", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 15,000 tweets. The network was obtained from Twitter on Thursday, 22 July 2021 at 13:32 UTC.

The tweets in the network were tweeted over the 1-day, 20-hour, 3-minute period from Tuesday, 20 July 2021 at 17:25 UTC to Thursday, 22 July 2021 at 13:28 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 : 15916
Unique Edges : 19957
Edges With Duplicates : 1465
Total Edges : 21422
Number of Edge Types : 5
Replies to : 1763
Mentions : 2476
Retweet : 11403
MentionsInRetweet : 3761
Tweet : 2019
Self-Loops : 2086
Reciprocated Vertex Pair Ratio : 0.0034242910647405
Reciprocated Edge Ratio : 0.00682521062173403
Connected Components : 2117
Single-Vertex Connected Components : 1168
Maximum Vertices in a Connected Component : 11156
Maximum Edges in a Connected Component : 16558
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 6.340896
Graph Density : 7.40377715017666E-05
Modularity : 0.852403
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 15,916 Twitter users whose recent tweets contained "Vaccine misinformation", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 15,000 tweets. The network was obtained from Twitter on Thursday, 22 July 2021 at 13:32 UTC.

The tweets in the network were tweeted over the 1-day, 20-hour, 3-minute period from Tuesday, 20 July 2021 at 17:25 UTC to Thursday, 22 July 2021 at 13:28 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 misinformation
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[517] https://www.cnn.com/2021/07/19/politics/marjorie-taylor-greene-twitter-ban/index.html
[330] https://www.theguardian.com/technology/2021/jul/21/facebook-misinformation-vaccines
[233] https://covid-vaccine.healthdirect.gov.au/eligibility
[225] https://twitter.com/jacobkschneider/status/1303053201474760710
[138] https://reason.com/2021/07/20/facebook-biden-section-230-vaccine-hesitancy-covid-19/
[123] https://cnn.it/3zkKMe4
[109] https://www.businessinsider.com/tucker-carlson-continues-to-question-vaccine-break-with-other-hosts-2021-7
[109] https://www.smh.com.au/world/north-america/former-fox-news-exec-slams-network-over-vaccine-misinformation-20210717-p58ain.html
[107] https://jonathanturley.org/2021/07/21/white-house-communications-director-big-tech-should-be-accountable-for-vaccine-misinformation/
[92] https://trib.al/jQ7uhV4

Top URLs in Tweet in G1:
[62] https://www.theguardian.com/technology/2021/jul/21/facebook-misinformation-vaccines
[37] https://www.reuters.com/business/healthcare-pharmaceuticals/white-house-says-facebooks-steps-stop-vaccine-misinformation-are-inadequate-2021-07-16/
[24] https://www.breitbart.com/politics/2021/07/21/misinformation-fact-check-joe-biden-spreads-misinformation-about-covid-19-vaccine-at-cnn-town-hall/
[22] https://www.cnn.com/2021/07/19/politics/marjorie-taylor-greene-twitter-ban/index.html
[20] https://www.theguardian.com/technology/2021/jul/21/facebook-misinformation-vaccines?CMP=Share_iOSApp_Other
[9] https://www.foxbusiness.com/politics/hawley-vaccine-misinformation-dark-money-group
[8] https://www.nytimes.com/2021/07/20/us/politics/republicans-coronavirus.html
[8] https://jonathanturley.org/2021/07/21/white-house-communications-director-big-tech-should-be-accountable-for-vaccine-misinformation/
[8] http://a.msn.com/01/en-us/AAMoTuW?ocid=st
[8] https://www.businessinsider.com/the-republicans-in-congress-still-pushing-vaccine-misinformation-2021-7

Top URLs in Tweet in G2:
[14] https://www.msn.com/en-us/news/world/65percent-of-covid-19-vaccine-misinformation-is-spread-by-12-people-report-finds/ar-AAMixBi?ocid=st
[10] https://www.stripes.com/covid/2021-07-21/covid-cases-rise-vaccine-misinformation-us-2219685.html
[8] https://apnews.com/article/health-religion-coronavirus-pandemic-michael-brown-dbc0303c3fa13643ca2dc0eb8d806f33
[8] https://www.theguardian.com/media/2019/feb/01/facebook-youtube-anti-vaccination-misinformation-social-media
[6] https://www.forbes.com/sites/jemimamcevoy/2021/07/18/ted-cruz-claims-biden-admin-is-trampling-free-speech-by-pushing-social-media-sites-to-remove-vaccine-misinformation/
[4] http://vntyfr.com/JDLwZEH
[3] https://twitter.com/inthebubblepod/status/1417809225951154179
[3] https://www.mediamatters.org/lachlan-murdoch/fox-news-boss-lachlan-murdoch-supports-tucker-carlsons-misinformation-against-covid
[3] https://www.theguardian.com/media/2020/dec/18/rupert-murdoch-receives-dose-of-covid-vaccine-in-uk
[2] https://www.northwestgeorgianews.com/tribune/lifestyles/marjorie-taylor-greene-suspended-from-twitter-for-posting-misleading-coronavirus-vaccine-information/article_6aa0e2a6-bc03-531e-a308-d64f75477026.html#utm_campaign=blox&utm_source=twitter&utm_medium=social

Top URLs in Tweet in G3:
[82] https://www.marketwatch.com/story/twitter-suspends-rep-marjorie-taylor-greene-for-spreading-vaccine-misinformation-11626752365
[79] https://www.newsguardtech.com/wp-content/uploads/2021/07/WHO-Report-July-20-2021-Facebook.pdf
[57] https://twitter.com/inthebubblepod/status/1417809225951154179
[53] https://www.newsguardtech.com/who-reports/
[51] https://www.cnn.com/2021/07/19/politics/coronavirus-misinformation-joe-biden-facebook-trump/index.html
[42] https://www.cnn.com/2021/07/21/tech/facebook-vaccineskill-hashtag/index.html
[27] https://www.theguardian.com/technology/2021/jul/21/facebook-misinformation-vaccines?CMP=Share_iOSApp_Other
[23] http://NIH.gov
[18] https://www.rawstory.com/unvaccinated-trump-supporter/
[18] https://www.cnn.com/videos/health/2021/07/22/coronavirus-vaccine-leana-wen-biden-town-hall-vpx.cnn

Top URLs in Tweet in G4:
[75] https://on.msnbc.com/3x2gsn6
[73] https://on.msnbc.com/3BsEefj
[69] https://on.msnbc.com/36PsVQ2
[68] https://on.msnbc.com/3iAb9pp
[62] https://on.msnbc.com/3kFywRe
[50] https://on.msnbc.com/3BpP0Tx
[39] https://on.msnbc.com/2UwVnDV
[27] https://on.msnbc.com/3zAAfvB
[22] https://trib.al/7FAmbvb
[21] https://on.msnbc.com/3kIRJld

Top URLs in Tweet in G5:
[432] https://www.cnn.com/2021/07/19/politics/marjorie-taylor-greene-twitter-ban/index.html
[56] https://cnn.it/3kCff38
[35] https://cbsn.ws/3kAVrgw
[6] https://abc7chicago.com/10902374/?ex_cid=TA_WLS_TW&taid=60f8b7614f7e8d0001f2c58f&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[6] https://wjla.com/news/coronavirus-vaccine/covid-19-cases-in-us-triple-over-2-weeks-amid-misinformation
[3] https://cnn.it/3xQEQsU
[3] https://abc7chicago.com/politics/twitter-temporarily-suspends-marjorie-taylor-greene-for-misinformation/10899797/
[2] https://abc7chicago.com/10902374/?ex_cid=TA_WLS_TW&taid=60f967289f257b0001a5e5da&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://abc7chicago.com/10902374/?ex_cid=TA_WLS_TW&taid=60f90e16c5720500017c4a20&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://cbsn.ws/3knYOrb

Top URLs in Tweet in G6:
[21] https://amgreatness.com/2021/07/20/white-house-relies-on-british-dark-money-group-to-identify-misinformation-and-justify-censorship/
[13] https://www.toddstarnes.com/politics/heathen-kamala-harris-says-bible-tells-us-to-get-vaccine/
[10] https://twitter.com/jessematchey/status/1418064841005096962
[4] https://twitter.com/jacobkschneider/status/1303053201474760710
[3] https://www.theguardian.com/world/2021/jul/17/covid-misinformation-conspiracy-theories-ccdh-report
[2] https://www.waynedupree.com/2021/07/joe-kamala-vaccine-misinformation/
[1] https://twitter.com/sahilkapur/status/1417301374245687296
[1] https://trib.al/jQ7uhV4
[1] https://www.pbs.org/newshour/show/u-s-surgeon-general-warns-against-vaccine-misinformation-on-social-media
[1] https://townhall.com/tipsheet/katiepavlich/2021/07/19/conservatives-bring-the-receipts-on-democrats-vaccine-misinformation-n2592721

Top URLs in Tweet in G7:
[50] https://www.mediamatters.org/lachlan-murdoch/fox-news-boss-lachlan-murdoch-supports-tucker-carlsons-misinformation-against-covid
[50] https://www.theguardian.com/media/2020/dec/18/rupert-murdoch-receives-dose-of-covid-vaccine-in-uk
[49] https://nyti.ms/3zoh9Z8
[41] https://thehill.com/policy/healthcare/563350-wapost-gives-ron-johnson-four-pinocchios-for-peddling-vaccine
[27] https://wapo.st/3iBVVAi
[15] https://wapo.st/3itW4Wo
[14] https://trib.al/UVR3d0M
[12] https://www.forbes.com/sites/abrambrown/2021/07/20/facebook-vaccine-misinformation-covid-19-coronavirus/
[10] https://wapo.st/3kqv1ya
[10] https://amp.cnn.com/cnn/2021/07/19/politics/marjorie-taylor-greene-twitter-ban/index.html?__twitter_impression=true

Top URLs in Tweet in G8:
[15] https://www.cnn.com/2021/07/19/health/covid-vaccine-myths-debunked/index.html
[15] https://www.cincinnati.com/story/news/2020/01/17/pediatrician-refuse-back-down-amid-anti-vaccine-backlash/4499119002/
[14] https://www.sun-sentinel.com/news/politics/fl-ne-wasserman-schultz-blames-desantis-florida-covid-surge-20210719-pb5rdsu5rnhupn34jd375qw2iu-story.html
[5] https://bit.ly/3ue1yJC
[5] https://coloradotimesrecorder.com/2021/07/boebert-buck-continue-promoting-misinformation-from-epoch-times/38244/
[4] https://www.npr.org/sections/health-shots/2021/07/20/1016912079/the-life-cycle-of-a-covid-19-vaccine-lie
[2] https://cnn.it/2VSJMj3
[2] https://twitter.com/maddog4biden/status/1418007301877862403
[2] http://dlvr.it/S4CNlY
[2] https://amp.cnn.com/cnn/2021/07/19/health/us-coronavirus-monday/index.html

Top URLs in Tweet in G9:
[35] https://rumble.com/vk5yab-biden-spreads-covid-vaccine-misinformation.html
[16] https://www.cnn.com/2021/07/19/politics/marjorie-taylor-greene-twitter-ban/index.html
[7] https://twitter.com/therecount/status/1417592528111611906
[7] https://twitter.com/dailykos/status/1302551106611015682
[5] https://dailycaller.com/2021/07/20/twitter-suspends-marjorie-taylor-greene-coronavirus-misinformation-tweet/
[4] https://buff.ly/3xSzoFL
[4] https://lgbtq.to/3kHbuJY
[4] https://twitter.com/amberforiowa/status/1417554796731568136
[3] https://www.rawstory.com/twitter-marjorie-taylor-greene/
[2] https://youtu.be/-dAjCeMuXR0

Top URLs in Tweet in G10:
[21] http://abcn.ws/2CcjBVI
[17] https://slate.com/podcasts/what-next/2021/07/covid-19-vaccinations-are-conservatives-latest-enemy
[14] https://www.theguardian.com/technology/2021/jul/21/facebook-misinformation-vaccines
[8] https://twitter.com/nicoleb_md/status/1418046452249636867
[7] https://www.npr.org/sections/health-shots/2021/07/20/1016912079/the-life-cycle-of-a-covid-19-vaccine-lie
[6] https://www.al.com/news/2021/07/im-sorry-but-its-too-late-alabama-doctor-on-treating-unvaccinated-dying-covid-patients.html
[5] https://finance.yahoo.com/news/the-spread-of-misinformation-is-an-international-globalized-anti-vaccine-anti-science-empire-expert-175718383.html
[5] https://cbsn.ws/3BkOPc1
[5] https://www.yahoo.com/entertainment/view-sunny-hostin-schools-meghan-163911670.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[4] https://www.npr.org/sections/health-shots/2021/07/20/1016912079/the-life-cycle-of-a-covid-19-vaccine-lie?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social

Top Domains
Top Domains in Tweet in Entire Graph:
[1056] twitter.com
[752] cnn.com
[568] msnbc.com
[485] theguardian.com
[296] trib.al
[233] gov.au
[199] cnn.it
[147] businessinsider.com
[138] reason.com
[132] newsguardtech.com

Top Domains in Tweet in G1:
[130] twitter.com
[91] theguardian.com
[67] dlvr.it
[42] cnn.com
[40] reuters.com
[24] bit.ly
[24] breitbart.com
[23] nytimes.com
[18] washingtonpost.com
[18] msn.com

Top Domains in Tweet in G2:
[14] msn.com
[12] theguardian.com
[10] stripes.com
[8] apnews.com
[6] twitter.com
[6] forbes.com
[4] vntyfr.com
[4] arstechnica.com
[3] mediamatters.org
[3] msnbc.com

Top Domains in Tweet in G3:
[132] newsguardtech.com
[112] cnn.com
[98] twitter.com
[82] marketwatch.com
[31] theguardian.com
[25] nih.gov
[21] rawstory.com
[18] cbsnews.com
[16] mediamatters.org
[13] firstdraftnews.org

Top Domains in Tweet in G4:
[501] msnbc.com
[41] trib.al
[17] twitter.com
[16] nbcnews.com
[11] nytimes.com
[9] cnn.it
[6] theguardian.com
[6] nyti.ms
[6] wcnc.com
[5] mediamatters.org

Top Domains in Tweet in G5:
[432] cnn.com
[60] cnn.it
[37] cbsn.ws
[13] abc7chicago.com
[6] wjla.com
[1] wapo.st
[1] nexusnewsfeed.com
[1] twitter.com
[1] cbsnews.com

Top Domains in Tweet in G6:
[21] amgreatness.com
[15] twitter.com
[13] toddstarnes.com
[3] theguardian.com
[2] waynedupree.com
[1] trib.al
[1] pbs.org
[1] townhall.com

Top Domains in Tweet in G7:
[57] nyti.ms
[52] wapo.st
[52] mediamatters.org
[51] theguardian.com
[41] thehill.com
[27] forbes.com
[25] trib.al
[19] twitter.com
[15] cnn.com
[14] washingtonpost.com

Top Domains in Tweet in G8:
[19] cnn.com
[15] cincinnati.com
[14] twitter.com
[14] sun-sentinel.com
[5] bit.ly
[5] coloradotimesrecorder.com
[4] npr.org
[3] cnn.it
[3] dlvr.it
[2] msnbc.com

Top Domains in Tweet in G9:
[36] twitter.com
[35] rumble.com
[19] cnn.com
[5] dailycaller.com
[4] buff.ly
[4] lgbtq.to
[4] cbsnews.com
[3] rawstory.com
[2] youtu.be
[2] washingtonpost.com

Top Domains in Tweet in G10:
[25] yahoo.com
[21] abcn.ws
[19] theguardian.com
[17] slate.com
[14] twitter.com
[12] npr.org
[8] cbsn.ws
[6] al.com
[6] buff.ly
[4] apnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[685] covid19
[235] misinformation
[193] vaccine
[146] fauciliedpeopledied
[138] theview
[123] onev1
[117] wtpblue
[101] murdochroyalcommission
[92] demvoice1
[81] ovarrow



Top Hashtags in Tweet in G1:
[38] misinformation
[36] covid19
[33] vaccine
[17] facebook
[10] covid
[8] smartnews
[7] news
[6] coronavirus
[6] deltavariant
[6] socialmedia

Top Hashtags in Tweet in G2:
[6] getvaccinated
[2] tuesdayvibe
[2] hannity
[1] boycottericclapton
[1] wtpblue
[1] onev1
[1] bluedot
[1] expelmarjorietaylorgreene

Top Hashtags in Tweet in G3:
[114] onev1
[108] wtpblue
[93] misinformation
[92] vaccine
[82] demvoice1
[76] ovarrow
[76] fresh
[76] demcastfl
[22] covid19
[17] covidiots

Top Hashtags in Tweet in G4:
[7] covid19
[2] wtpblue
[2] onev1
[2] radio
[1] bluedot
[1] foxkills
[1] fauciliedpeopledied
[1] ovarrow
[1] fresh
[1] demcastfl

Top Hashtags in Tweet in G5:
[2] vaccine
[2] delta

Top Hashtags in Tweet in G7:
[2] facebook
[2] factchecker
[1] toolittletoolate
[1] gqp
[1] wtpblue
[1] onev1
[1] covid19
[1] fauxnews
[1] delta
[1] sm

Top Hashtags in Tweet in G8:
[18] covid19
[15] bidentownhall
[7] misinformation
[5] copolitics
[3] vaccine
[3] fakenews
[3] clickforpay
[3] foxnewslieskills
[3] getvaccinated
[2] foxnewsliedaspeopledied

Top Hashtags in Tweet in G9:
[11] misinformation
[5] covid19
[4] covid
[4] lgbtq
[3] mtg
[3] mog
[2] opinion
[2] viewpoint
[2] vaccine
[2] radicalignorant

Top Hashtags in Tweet in G10:
[27] misinformation
[7] covid19
[7] theview
[6] vaccine
[5] covid
[4] vaccineswork
[4] vaccinesaresafe
[4] vaccinessavelives
[4] tweetiatricians
[4] foxnews

Top Words
Top Words in Tweet in Entire Graph:
[15320] vaccine
[14592] misinformation
[6951] covid
[3536] people
[2537] spread
[2502] media
[2337] social
[2277] s
[2276] biden
[2272] twitter

Top Words in Tweet in G1:
[1130] misinformation
[1094] vaccine
[370] covid
[281] facebook
[208] people
[201] 19
[187] s
[155] biden
[105] t
[104] spreading

Top Words in Tweet in G2:
[1306] social
[1306] media
[767] vaccine
[764] misinformation
[702] people
[701] anti
[675] covid
[673] 12
[663] lies
[646] disinformation

Top Words in Tweet in G3:
[796] misinformation
[719] vaccine
[477] facebook
[306] 4
[250] covid
[228] spreading
[182] platform
[145] report
[132] keep
[121] doing

Top Words in Tweet in G4:
[808] misinformation
[771] vaccine
[603] covid
[580] fox
[572] news
[559] more
[523] 19
[475] hosts
[473] campaign
[471] current

Top Words in Tweet in G5:
[604] misinformation
[565] vaccine
[533] twitter
[528] marjorie
[528] taylor
[528] greene
[527] suspends
[527] rep
[491] temporarily
[435] cnnpolitics

Top Words in Tweet in G6:
[997] vaccine
[943] covid
[539] misinformation
[467] claimed
[466] cnn
[466] saying
[466] t
[466] msnbc
[466] same
[466] thing

Top Words in Tweet in G7:
[415] misinformation
[362] vaccine
[129] facebook
[106] coronavirus
[103] people
[103] before
[98] covid
[94] ve
[87] even
[87] fox

Top Words in Tweet in G8:
[280] misinformation
[257] vaccine
[133] covid
[73] foxnews
[64] cnn
[50] people
[48] lies
[44] spread
[40] s
[38] tuckercarlson

Top Words in Tweet in G9:
[250] misinformation
[249] vaccine
[99] covid
[90] twitter
[87] people
[62] spread
[60] presssec
[52] mtgreenee
[50] biden
[45] media

Top Words in Tweet in G10:
[354] misinformation
[328] vaccine
[129] news
[122] fox
[113] covid
[96] employees
[96] protect
[79] public
[78] spread
[72] ve

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5531] vaccine,misinformation
[2312] social,media
[2041] covid,19
[2026] covid,vaccine
[1657] taylor,greene
[1482] marjorie,taylor
[1455] fox,news
[1450] anti,vaccine
[1343] spread,misinformation
[1124] 12,people

Top Word Pairs in Tweet in G1:
[592] vaccine,misinformation
[200] covid,19
[95] remains,rampant
[95] rampant,facebook
[94] misinformation,remains
[91] systemic,failure
[90] failure,vaccine
[90] facebook,experts
[80] social,media
[69] 19,vaccine

Top Word Pairs in Tweet in G2:
[1306] social,media
[672] anti,vaccine
[671] 12,people
[631] spread,misinformation
[630] people,responsible
[630] responsible,majority
[630] majority,anti
[630] vaccine,disinformation
[630] disinformation,social
[630] media,99

Top Word Pairs in Tweet in G3:
[445] vaccine,misinformation
[152] 4,spreading
[118] covid,19
[115] anti,vaccine
[98] spreading,vaccine
[89] marjorie,taylor
[86] spreading,misinformation
[85] taylor,greene
[83] #vaccine,#misinformation
[81] facebook,doing

Top Word Pairs in Tweet in G4:
[570] fox,news
[523] covid,19
[478] 19,vaccine
[472] misinformation,campaign
[471] current,misinformation
[471] campaign,covid
[471] vaccine,fox
[471] news,popular
[471] popular,hosts
[471] hosts,demands

Top Word Pairs in Tweet in G5:
[528] marjorie,taylor
[528] taylor,greene
[527] suspends,rep
[527] rep,marjorie
[509] vaccine,misinformation
[491] twitter,temporarily
[491] temporarily,suspends
[491] greene,vaccine
[432] misinformation,cnnpolitics
[65] social,media

Top Word Pairs in Tweet in G6:
[932] covid,vaccine
[466] cnn,saying
[466] saying,t
[466] t,covid
[466] vaccine,msnbc
[466] msnbc,same
[466] same,thing
[466] thing,seeing
[466] seeing,cases
[466] cases,nationwide

Top Word Pairs in Tweet in G7:
[242] vaccine,misinformation
[63] covid,vaccine
[56] ron,johnson
[50] before,period
[50] period,fox
[50] fox,boss
[50] boss,lachlan
[50] lachlan,murdoch
[50] murdoch,made
[50] made,clear

Top Word Pairs in Tweet in G8:
[76] vaccine,misinformation
[33] covid,19
[28] misinformation,cnn
[23] misinformation,vaccine
[20] spread,vaccine
[20] lies,misinformation
[19] covid,vaccine
[19] fox,news
[18] people,killed
[18] covid,recovered

Top Word Pairs in Tweet in G9:
[90] vaccine,misinformation
[43] social,media
[37] media,spread
[36] banned,social
[36] covid,vaccinations
[35] well,awkward
[35] awkward,presssec
[35] presssec,psaki
[35] psaki,stated
[35] stated,people

Top Word Pairs in Tweet in G10:
[118] vaccine,misinformation
[117] fox,news
[51] social,media
[49] covid,19
[48] sunny,need
[48] need,curb
[48] curb,amount
[48] amount,misinformation
[48] misinformation,coming
[48] coming,especially

Top Replied-To
Top Replied-To in Entire Graph:
@sahilkapur
@mtgreenee
@thedailyshow
@dougcameron51
@thehill
@realcandaceo
@leadermcconnell
@repmtg
@jennycohn1
@richbrian

Top Replied-To in G1:

Top Replied-To in G2:
@jennycohn1
@tedcruz
@therecount
@ericclapton
@repadamschiff
@deb_b_king
@theurge14
@misty4630
@ramonpv
@leadermcconnell

Top Replied-To in G3:
@realcandaceo
@projectlincoln
@kylegriffin1
@justinbaragona
@potus
@facebook
@thehill
@geraldorivera
@radiofreetom
@fbnewsroom

Top Replied-To in G4:
@deanobeidallah
@msnbc
@patriottakes
@fcc
@karmahitsuback
@sahilkapur
@mmurraypolitics
@freakinwoke
@marston4ca42

Top Replied-To in G5:
@cbsnews
@acosta
@cnnpolitics
@ndrew_lawrence
@dra_art
@genej101
@realomarnavarro

Top Replied-To in G6:
@nedryun
@docgrawitch
@abbey3211
@ichotiner

Top Replied-To in G7:
@leadermcconnell
@washingtonpost
@morning_joe
@nytimes
@forbes
@daviddavilasrm
@weselymd
@alisonboxxer
@jonathanweisman
@stevob01

Top Replied-To in G8:
@foxnews
@gopleader
@kayleighmcenany
@sentedcruz
@tuckercarlson
@maddow
@cindyleeobrien2
@ingrahamangle
@jim_jordan
@govrondesantis

Top Replied-To in G9:
@mtgreenee
@thehill
@repmtg
@twittersupport
@breaking911
@twitter
@drericding
@vp
@bucksexton
@twittersafety

Top Replied-To in G10:
@theview
@meghanmccain
@mattgertz
@donlemon
@noelking
@rcherenson
@justinbaragona
@shabazzstuart
@rebekahcoffee
@sahilkapur

Top Mentioned
Top Mentioned in Entire Graph:
@msnbcdaily
@deanobeidallah
@glennkirschner2
@b52malmet
@cherijacobus
@aoc
@facebook
@who
@potus
@newsguardrating

Top Mentioned in G1:
@wwlamfm
@foundationtfj

Top Mentioned in G2:
@repadamschiff
@tedcruz
@funder
@glennkirschner2
@b52malmet
@cherijacobus
@aoc
@ericclapton
@hc_richardson
@lulujb520

Top Mentioned in G3:
@who
@facebook
@newsguardrating
@potus
@surgeon_general
@jgo4justice
@joebiden
@freepress
@aslavitt
@guardian

Top Mentioned in G4:
@msnbcdaily
@deanobeidallah
@arimelber
@msnbc
@glennkirschner2
@b52malmet
@cherijacobus
@aoc
@malcolmnance
@kaitlancollins

Top Mentioned in G5:
@abc7chicago
@cbsnews
@twitter
@vladduthierscbs
@amgreencbs
@drnileshverma
@russellfalcon
@cnnpolitics

Top Mentioned in G6:
@theamgreatness
@thebabylonbee
@kontvolkoren
@ichotiner

Top Mentioned in G7:
@abebrown716
@leadermcconnell
@punchbowlnews
@nytimes
@mmfa
@jakesherman
@washingtonpost
@senschumer
@apalmerdc
@cnn

Top Mentioned in G8:
@foxnews
@cnn
@tuckercarlson
@govrondesantis
@seanhannity
@drpauloffit
@drleanawen
@facebook
@dwstweets
@ee_glynn

Top Mentioned in G9:
@presssec
@twitter
@mtgreenee
@jack
@repmtg
@vp
@twittersafety
@twittersupport
@facebook
@kamalaharris

Top Mentioned in G10:
@sunny
@amyklobuchar
@nicoleb_md
@theview
@yahoo
@marysdesk
@drfixus
@kari_paul
@meghanmccain
@gbrumfiel

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@sectest9
@oldlady12345
@knewz_currently
@matthewtwihard
@rashidaldosari
@dichristine
@robinsnewswire
@zyiteblog
@cybersec_feeds

Top Tweeters in G1:
@knewz_currently
@robinsnewswire
@zyiteblog
@orgetorix
@politicalhedge
@schestowitz
@therussophile
@truckerbooman
@justiceoutcry
@hagiwararyu11

Top Tweeters in G2:
@matthewtwihard
@ungubunugu1274
@teram323tere
@lavenderblue27
@familygrowing1
@trumpwatchnews
@reevynap
@kimpy123
@amazingchevvolt
@bulldoghill

Top Tweeters in G3:
@dichristine
@phillip92321
@evankirstel
@yarosisnancy
@drdaveanddee
@dgendvil
@betterw05759703
@theresamax
@wildwalkerwoman
@guardian

Top Tweeters in G4:
@oldlady12345
@britpoptarts
@raumunz
@rosenchild
@allchanges
@talkintou
@eykis
@msmwatchdog2013
@vedehimajumdar
@britonanddane

Top Tweeters in G5:
@cahulaan
@npsusa
@mdjacksondallas
@debeauxos1
@c3kenneth
@ecwpunk81
@shareitarie10
@bob_levitt
@glpiman
@januaryhandl

Top Tweeters in G6:
@chantelldawnsny
@tres444
@mjgranger1
@oldsalz
@saveaslave
@powerglobalus
@unathi_kwaza
@dctftw
@izzysroses
@willsdarlin

Top Tweeters in G7:
@joleonbusby
@wildwillow65
@unlewis
@cotey_mary
@riskyliberal
@enrico056
@new_narrative
@roripierpont1
@briangrnotabot
@mpendaraha18

Top Tweeters in G8:
@chris_1791
@jjj5819
@business
@rbpundit
@foxnews
@cjdjam
@cnn
@wsj
@liberalyogi
@nate_ready2go

Top Tweeters in G9:
@sddphoto
@debilu2
@thehill
@mog7546
@daminous_purity
@hawleysjadefav
@frattigiovanni
@debbiesva
@abc
@dailycaller

Top Tweeters in G10:
@lt38
@lizditz
@businessinsider
@tigerbeat
@slate
@bbcnews
@plankysmith
@victory1261
@brandonmscales
@memeorandum


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